From 7638cee514f1483c2e71772715a78adcf8237a21 Mon Sep 17 00:00:00 2001 From: KMnO4-zx <1021385881@qq.com> Date: Sat, 26 Apr 2025 20:28:25 +0800 Subject: [PATCH] =?UTF-8?q?Create=20=E7=AC=AC=E4=BA=94=E7=AB=A0=20?= =?UTF-8?q?=E5=8A=A8=E6=89=8B=E6=90=AD=E5=BB=BA=E5=A4=A7=E6=A8=A1=E5=9E=8B?= =?UTF-8?q?=20&=20=E7=AC=AC=E4=B8=83=E7=AB=A0=20=E5=A4=A7=E6=A8=A1?= =?UTF-8?q?=E5=9E=8B=E5=BA=94=E7=94=A8?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- README.md | 21 +- docs/chapter5/5.3 预训练一个小型LLM.md | 3 - docs/chapter5/第五章 动手搭建大模型.md | 2026 +++++++++++++++++ docs/chapter7/7.1 LLM的评测.md | 10 +- docs/chapter7/{7.3 RAG.md => 7.2 RAG.md} | 10 +- docs/chapter7/7.4 Agent.md | 265 ++- docs/chapter7/TinyAgent | 1 + ...board.png => 7-1-Open LLM Leaderboard.png} | Bin ...> 7-1-lmsys Chatbot Arena Leaderboard.png} | Bin ...-1-opencompass.png => 7-1-opencompass.png} | Bin ...-垂直领域榜单.png => 7-1-垂直领域榜单.png} | Bin .../images/{8-3-rag.png => 7-2-rag.png} | Bin .../{8-3-tinyrag.png => 7-2-tinyrag.png} | Bin ...gent工作原理.png => 7-3-Agent工作原理.png} | Bin docs/chapter7/images/7-3-Tiny_Agent.jpg | Bin 0 -> 103730 bytes .../chapter7/images/7-3-tinyagent-example.png | Bin 0 -> 777131 bytes docs/chapter7/第七章 大模型应用.md | 684 ++++++ 17 files changed, 2990 insertions(+), 30 deletions(-) create mode 100644 docs/chapter5/第五章 动手搭建大模型.md rename docs/chapter7/{7.3 RAG.md => 7.2 RAG.md} (98%) create mode 160000 docs/chapter7/TinyAgent rename docs/chapter7/images/{8-1-Open LLM Leaderboard.png => 7-1-Open LLM Leaderboard.png} (100%) rename docs/chapter7/images/{8-1-lmsys Chatbot Arena Leaderboard.png => 7-1-lmsys Chatbot Arena Leaderboard.png} (100%) rename docs/chapter7/images/{8-1-opencompass.png => 7-1-opencompass.png} (100%) rename docs/chapter7/images/{8-1-垂直领域榜单.png => 7-1-垂直领域榜单.png} (100%) rename docs/chapter7/images/{8-3-rag.png => 7-2-rag.png} (100%) rename docs/chapter7/images/{8-3-tinyrag.png => 7-2-tinyrag.png} (100%) rename docs/chapter7/images/{7-4-Agent工作原理.png => 7-3-Agent工作原理.png} (100%) create mode 100644 docs/chapter7/images/7-3-Tiny_Agent.jpg create mode 100644 docs/chapter7/images/7-3-tinyagent-example.png create mode 100644 docs/chapter7/第七章 大模型应用.md diff --git a/README.md b/README.md index 63e734a..b69ec32 100644 --- a/README.md +++ b/README.md @@ -75,9 +75,9 @@ - 4.2.2 SFT - 4.2.3 RLHF -### 第五章 预训练一个 LLM 志学 Done +### 第五章 动手搭建大模型 - 5.1 模型架构-LLaMA Done - - 5.1.1 LLaMA Attention + - 5.1.1 LLaMA Attentœion - 5.1.2 LLaMA Decoder Layer - 5.1.3 LLaMA MLP - 5.1.4 LLaMA RMSNorm @@ -118,17 +118,14 @@ - 6.5.1 LoRA 原理 - 6.5.2 使用 peft 进行 LoRA 微调 -### 第七章 LLM 应用 +### 第七章 大模型应用 - 7.1 LLM 的评测 - 7.1.1 LLM 的评测方法 - 7.1.2 主流的评测榜单 - 7.1.3 特定的评测榜单 - - 7.2 Prompt Engineering - - 7.2.1 Prompt 书写的一般技巧 - - 7.2.2 Prompt 优化工具 - - 7.3 RAG - - 7.3.1 RAG 的基本原理 - - 7.3.2 搭建一个 RAG 框架 - - 7.4 Agent - - 7.4.1 Agent 的基本原理 - - 7.4.2 搭建一个 Multi-Agent 框架 + - 7.2 RAG + - 7.2.1 RAG 的基本原理 + - 7.2.2 搭建一个 RAG 框架 + - 7.3 Agent + - 7.3.1 Agent 的基本原理 + - 7.3.2 搭建一个 Multi-Agent 框架 \ No newline at end of file diff --git a/docs/chapter5/5.3 预训练一个小型LLM.md b/docs/chapter5/5.3 预训练一个小型LLM.md index e0ec522..66d206b 100644 --- a/docs/chapter5/5.3 预训练一个小型LLM.md +++ b/docs/chapter5/5.3 预训练一个小型LLM.md @@ -1033,9 +1033,6 @@ Sample 2: > 大家在训练的时候可以将 batch 调的低一些,这样可以减少显存的占用,避免显存不足的问题。当然这样会增加训练时间,可以根据自己的显卡显存大小来调整 batch 的大小。实测 Pretrain batch 为 4 的情况下只需要 7G 显存,训练时长预计 533 小时。作者是在 4卡A100上进行训练的,预训练一共耗时26小时,SFT 阶段在 BelleGroup 350万条中文指令训练 4 小时。 -> 作者训练好的模型 SFT模型 K-Model-215M: https://www.modelscope.cn/models/kmno4zx/K-Model-215M - - **参考文献** - [llama2.c](https://github.com/karpathy/llama2.c) diff --git a/docs/chapter5/第五章 动手搭建大模型.md b/docs/chapter5/第五章 动手搭建大模型.md new file mode 100644 index 0000000..ca0a52d --- /dev/null +++ b/docs/chapter5/第五章 动手搭建大模型.md @@ -0,0 +1,2026 @@ +# 第五章 动手搭建大模型 + +## 5.1 动手实现一个 LLaMA2 大模型 + +Meta(原Facebook)于2023年2月发布第一款基于Transformer结构的大型语言模型-LLaMA,并于同年7月发布同系列模型-LLaMA2。我们在第四章已经学习了解的了LLM,记忆如何训练LLM等等。那本小节我们就来学习,如何动手写一个LLaMA2模型。 + +### 5.1.1 定义超参数 + +首先我们需要定义一些超参数,这些超参数包括模型的大小、层数、头数、词嵌入维度、隐藏层维度等等。这些超参数可以根据实际情况进行调整。 + +这里我们自定义一个`ModelConfig`类,来存储和记录我们的超参数,这里我们继承了`PretrainedConfig`类,这是`transformers`库中的参数类,我们可以通过继承这个类来方便的使用`transformers`库中的一些功能,也方便在后续导出Hugging Face模型。 + +```python +from transformers import PretrainedConfig + +class ModelConfig(PretrainedConfig): + model_type = "Tiny-K" + def __init__( + self, + dim: int = 768, # 模型维度 + n_layers: int = 12, # Transformer的层数 + n_heads: int = 16, # 注意力机制的头数 + n_kv_heads: int = 8, # 键值头的数量 + vocab_size: int = 6144, # 词汇表大小 + hidden_dim: int = None, # 隐藏层维度 + multiple_of: int = 64, + norm_eps: float = 1e-5, # 归一化层的eps + max_seq_len: int = 512, # 最大序列长度 + dropout: float = 0.0, # dropout概率 + flash_attn: bool = True, # 是否使用Flash Attention + **kwargs, + ): + self.dim = dim + self.n_layers = n_layers + self.n_heads = n_heads + self.n_kv_heads = n_kv_heads + self.vocab_size = vocab_size + self.hidden_dim = hidden_dim + self.multiple_of = multiple_of + self.norm_eps = norm_eps + self.max_seq_len = max_seq_len + self.dropout = dropout + self.flash_attn = flash_attn + super().__init__(**kwargs) +``` + +我们来看一下其中的一些超参数的含义,比如`dim`是模型维度,`n_layers`是Transformer的层数,`n_heads`是注意力机制的头数,`vocab_size`是词汇表大小,`max_seq_len`是输入的最大序列长度等等。上面的代码中也对每一个参数做了详细的注释,在后面的代码中我们会根据这些超参数来构建我们的模型。 + +### 5.1.2 构建 RMSNorm + +`RMSNorm`可以用如下的数学公式表示: + +$$ +\text{RMSNorm}(x) = \frac{x}{\sqrt{\frac{1}{n}\sum_{i=1}^{n}w_i^2 + \epsilon}} +$$ + +其中: +- ( $x$ ) 是层的输入。 +- ( $w_i$ ) 代表层的权重。 +- ( $n$ ) 是权重的数量。 +- ( $\epsilon$ ) 是一个小常数,用于数值稳定性(以避免除以零的情况)。 + +这种归一化有助于通过确保权重的规模不会变得过大或过小来稳定学习过程,这在具有许多层的深度学习模型中特别有用。 + +我们可以通过如下代码实现`RMSNorm`: + +```python +class RMSNorm(nn.Module): + def __init__(self, dim: int, eps: float): + super().__init__() + # eps是为了防止除以0的情况 + self.eps = eps + # weight是一个可学习的参数,全部初始化为1 + self.weight = nn.Parameter(torch.ones(dim)) + + def _norm(self, x): + # 计算RMSNorm的核心部分 + # x.pow(2).mean(-1, keepdim=True)计算了输入x的平方的均值 + # torch.rsqrt是平方根的倒数,这样就得到了RMSNorm的分母部分,再加上eps防止分母为0 + # 最后乘以x,得到RMSNorm的结果 + return x * torch.rsqrt(x.pow(2).mean(-1, keepdim=True) + self.eps) + + def forward(self, x): + # forward函数是模型的前向传播 + # 首先将输入x转为float类型,然后进行RMSNorm,最后再转回原来的数据类型 + # 最后乘以weight,这是RMSNorm的一个可学习的缩放因子 + output = self._norm(x.float()).type_as(x) + return output * self.weight +``` + +并且,我们可以用下面的代码来对`RMSNorm`模块进行测试,可以看到代码最终输出的形状为`torch.Size([1, 50, 288])`,与我们输入的形状一致,说明模块的实现是正确的,归一化并不会改变输入的形状。 + +```python +norm = RMSNorm(args.dim, args.norm_eps) +x = torch.randn(1, 50, args.dim) +output = norm(x) +print(output.shape) + +out: +orch.Size([1, 50, 288]) +``` + +### 5.1.3 构建 LLaMA2 Attention + +在 LLaMA2 模型中,虽然只有 LLaMA2-70B模型使用了GQA(Group Query Attention),但我们选择使用GQA来构建我们的 LLaMA Attention 模块,它可以提高模型的效率,并节省一些显存占用。 + +#### 5.1.3.1 repeat_kv + +在 LLaMA2 模型中,我们需要将键和值的维度扩展到和查询的维度一样,这样才能进行注意力计算。我们可以通过如下代码实现`repeat_kv`: + +```python +def repeat_kv(x: torch.Tensor, n_rep: int) -> torch.Tensor: + # 获取输入张量的形状:批量大小、序列长度、键/值对头的数量、每个头的维度大小 + bs, slen, n_kv_heads, head_dim = x.shape + + # 如果重复次数为1,则不需要重复,直接返回原始张量 + if n_rep == 1: + return x + + # 对张量进行扩展和重塑操作以重复键值对 + return ( + x[:, :, :, None, :] # 在第四个维度(头的维度前)添加一个新的维度 + .expand(bs, slen, n_kv_heads, n_rep, head_dim) # 将新添加的维度扩展到n_rep大小,实现重复的效果 + .reshape(bs, slen, n_kv_heads * n_rep, head_dim) # 重新塑形,合并键/值对头的数量和重复次数的维度 + ) +``` + +在上述代码中: + +- 首先,获取输入张量的形状:首先,代码通过 x.shape 获取输入张量的形状,包括批量大小(bs)、序列长度(slen)、键/值对头的数量(n_kv_heads)以及每个头的维度大小(head_dim)。 + +- 然后,检查重复次数:接着,代码检查重复次数 n_rep 是否为1。如果是1,则说明不需要对键和值进行重复,直接返回原始张量 x。 + +- 最后,扩展和重塑张量: + - 在第三个维度(即键/值对头的维度)之后添加一个新的维度,形成 `x[:, :, :, None, :]`。 + - 使用 `expand` 方法将新添加的维度扩展到 `n_rep` 大小,实现键/值对的重复效果。 + - 最后,通过 reshape 方法重新塑形,将扩展后的维度合并回键/值对头的数量中,即 `x.reshape(bs, slen, n_kv_heads * n_rep, head_dim)`,这样最终的张量形状就达到了与查询维度一致的效果。 + +#### 5.1.3.2 旋转嵌入 + +接着我们来实现旋转嵌入,旋转嵌入是 LLaMA2 模型中的一个重要组件,它可以为attention机制提供更强的上下文信息,从而提高模型的性能。 + +首先,我们要构造获得旋转嵌入的实部和虚部的函数: + +```python +# 注意:此处的dim应为 dim//n_head,因为我们是对每个head进行旋转嵌入 +def precompute_freqs_cis(dim: int, end: int, theta: float = 10000.0): + # torch.arange(0, dim, 2)[: (dim // 2)].float()生成了一个从0开始,步长为2的序列,长度为dim的一半 + # 然后每个元素除以dim,再取theta的倒数,得到频率 + freqs = 1.0 / (theta ** (torch.arange(0, dim, 2)[: (dim // 2)].float() / dim)) + # 生成一个从0到end的序列,长度为end + t = torch.arange(end, device=freqs.device) + # 计算外积,得到一个二维矩阵,每一行是t的元素乘以freqs的元素 + freqs = torch.outer(t, freqs).float() + # 计算频率的余弦值,得到实部 + freqs_cos = torch.cos(freqs) + # 计算频率的正弦值,得到虚部 + freqs_sin = torch.sin(freqs) + return freqs_cos, freqs_sin +``` + +- 计算频率序列: + - `torch.arange(0, dim, 2)[: (dim // 2)].float()` 生成了一个从0开始,步长为2的序列,其长度为`dim`的一半。 + - 每个元素除以`dim`后取`theta`的倒数,得到一个频率序列 `freqs`。这一步是为了生成适合旋转嵌入的频率。 +- 生成时间序列: + - `t = torch.arange(end, device=freqs.device)` 生成一个从`0`到`end`的序列,长度为`end`。`end`通常是序列的最大长度。 +- 计算频率的外积 + - `freqs = torch.outer(t, freqs).float()` 计算时间序列 `t` 和频率序列 `freqs` 的外积,得到一个二维矩阵 `freqs`。每一行是时间序列 `t` 的元素乘以频率序列 `freqs` 的元素。 +- 计算实部和虚部 + - `freqs_cos = torch.cos(freqs)` 计算频率矩阵 `freqs` 的余弦值,得到旋转嵌入的实部。 + - `freqs_sin = torch.sin(freqs)` 计算频率矩阵 `freqs` 的正弦值,得到旋转嵌入的虚部。 + +最终,该函数返回两个矩阵 `freqs_cos` 和 `freqs_sin`,分别表示旋转嵌入的实部和虚部,用于后续的计算。 + +接着,我们来构造调整张量形状的`reshape_for_broadcast`函数,这个函数的主要目的是调整 `freqs_cis` 的形状,使其在进行广播操作时与 `x` 的维度对齐,从而能够进行正确的张量运算。 + +```python +def reshape_for_broadcast(freqs_cis: torch.Tensor, x: torch.Tensor): + # 获取x的维度数 + ndim = x.ndim + + # 断言,确保1在x的维度范围内 + assert 0 <= 1 < ndim + + # 断言,确保freqs_cis的形状与x的第二维和最后一维相同 + assert freqs_cis.shape == (x.shape[1], x.shape[-1]) + + # 构造一个新的形状,除了第二维和最后一维,其他维度都为1,这样做是为了能够将freqs_cis与x进行广播操作 + shape = [d if i == 1 or i == ndim - 1 else 1 for i, d in enumerate(x.shape)] + + # 将freqs_cis调整为新的形状,并返回 + return freqs_cis.view(shape) +``` + +最后,我们可以通过如下代码实现旋转嵌入: + +```python +def apply_rotary_emb( + xq: torch.Tensor, + xk: torch.Tensor, + freqs_cos: torch.Tensor, + freqs_sin: torch.Tensor +) -> Tuple[torch.Tensor, torch.Tensor]: + + # 将查询和键张量转换为浮点数,并重塑形状以分离实部和虚部 + xq_r, xq_i = xq.float().reshape(xq.shape[:-1] + (-1, 2)).unbind(-1) + xk_r, xk_i = xk.float().reshape(xk.shape[:-1] + (-1, 2)).unbind(-1) + + # 重新塑形频率张量以进行广播 + freqs_cos = reshape_for_broadcast(freqs_cos, xq_r) + freqs_sin = reshape_for_broadcast(freqs_sin, xq_r) + + # 应用旋转,分别计算旋转后的实部和虚部 + xq_out_r = xq_r * freqs_cos - xq_i * freqs_sin + xq_out_i = xq_r * freqs_sin + xq_i * freqs_cos + xk_out_r = xk_r * freqs_cos - xk_i * freqs_sin + xk_out_i = xk_r * freqs_sin + xk_i * freqs_cos + + # 将最后两个维度合并,并还原为原始张量的形状 + xq_out = torch.stack([xq_out_r, xq_out_i], dim=-1).flatten(3) + xk_out = torch.stack([xk_out_r, xk_out_i], dim=-1).flatten(3) + + return xq_out.type_as(xq), xk_out.type_as(xk) +``` + +这里我们给出可以测试`apply_rotary_emb`函数的代码,大家也可以尝试在代码中添加断点,来查看每一步的计算结果。 + +```python +xq = torch.randn(1, 50, 6, 48) # bs, seq_len, dim//n_head, n_head_dim +xk = torch.randn(1, 50, 6, 48) # bs, seq_len, dim//n_head, n_head_dim + +# 使用 precompute_freqs_cis 函数获取 sin和cos +cos, sin = precompute_freqs_cis(288//6, 50) +print(cos.shape, sin.shape) +xq_out, xk_out = apply_rotary_emb(xq, xk, cos, sin) + +xq_out.shape, xk_out.shape +``` + +OUT: +``` +torch.Size([50, 24]) torch.Size([50, 24]) + +(torch.Size([1, 50, 6, 48]), torch.Size([1, 50, 6, 48])) +``` + +#### 5.1.3.3 组装 LLaMA2 Attention + +在上面我们已经完成了旋转嵌入的实现,接下来我们就可以构建 LLaMA2 Attention 模块了。 + +```python +class Attention(nn.Module): + def __init__(self, args: ModelConfig): + super().__init__() + # 根据是否指定n_kv_heads,确定用于键(key)和值(value)的头的数量。 + self.n_kv_heads = args.n_heads if args.n_kv_heads is None else args.n_kv_heads + # 确保总头数可以被键值头数整除。 + assert args.n_heads % self.n_kv_heads == 0 + + # 模型并行处理大小,默认为1。 + model_parallel_size = 1 + # 本地计算头数,等于总头数除以模型并行处理大小。 + self.n_local_heads = args.n_heads // model_parallel_size + # 本地键值头数,等于键值头数除以模型并行处理大小。 + self.n_local_kv_heads = self.n_kv_heads // model_parallel_size + # 重复次数,用于扩展键和值的尺寸。 + self.n_rep = self.n_local_heads // self.n_local_kv_heads + # 每个头的维度,等于模型维度除以头的总数。 + self.head_dim = args.dim // args.n_heads + + # 定义权重矩阵。 + self.wq = nn.Linear(args.dim, args.n_heads * self.head_dim, bias=False) + self.wk = nn.Linear(args.dim, self.n_kv_heads * self.head_dim, bias=False) + self.wv = nn.Linear(args.dim, self.n_kv_heads * self.head_dim, bias=False) + # 输出权重矩阵。 + self.wo = nn.Linear(args.n_heads * self.head_dim, args.dim, bias=False) + + # 定义dropout。 + self.attn_dropout = nn.Dropout(args.dropout) + self.resid_dropout = nn.Dropout(args.dropout) + # 保存dropout概率。 + self.dropout = args.dropout + + # 检查是否使用Flash Attention(需要PyTorch >= 2.0)。 + self.flash = hasattr(torch.nn.functional, 'scaled_dot_product_attention') + if not self.flash: + # 若不支持Flash Attention,则使用手动实现的注意力机制,并设置mask。 + print("WARNING: using slow attention. Flash Attention requires PyTorch >= 2.0") + # 创建一个上三角矩阵,用于遮蔽未来信息。 + mask = torch.full((1, 1, args.max_seq_len, args.max_seq_len), float("-inf")) + mask = torch.triu(mask, diagonal=1) + # 注册为模型的缓冲区 + self.register_buffer("mask", mask) + + def forward(self, x: torch.Tensor, freqs_cos: torch.Tensor, freqs_sin: torch.Tensor): + # 获取批次大小和序列长度,[batch_size, seq_len, dim] + bsz, seqlen, _ = x.shape + + # 计算查询(Q)、键(K)、值(V)。 + xq, xk, xv = self.wq(x), self.wk(x), self.wv(x) + # 调整形状以适应头的维度。 + xq = xq.view(bsz, seqlen, self.n_local_heads, self.head_dim) + xk = xk.view(bsz, seqlen, self.n_local_kv_heads, self.head_dim) + xv = xv.view(bsz, seqlen, self.n_local_kv_heads, self.head_dim) + + # 应用旋转位置嵌入(RoPE)。 + xq, xk = apply_rotary_emb(xq, xk, freqs_cos, freqs_sin) + + # 对键和值进行扩展以适应重复次数。 + xk = repeat_kv(xk, self.n_rep) + xv = repeat_kv(xv, self.n_rep) + + # 将头作为批次维度处理。 + xq = xq.transpose(1, 2) + xk = xk.transpose(1, 2) + xv = xv.transpose(1, 2) + + # 根据是否支持Flash Attention,选择实现方式。 + if self.flash: + # 使用Flash Attention。 + output = torch.nn.functional.scaled_dot_product_attention(xq, xk, xv, attn_mask=None, dropout_p=self.dropout if self.training else 0.0, is_causal=True) + else: + # 使用手动实现的注意力机制。 + scores = torch.matmul(xq, xk.transpose(2, 3)) / math.sqrt(self.head_dim) + assert hasattr(self, 'mask') + scores = scores + self.mask[:, :, :seqlen, :seqlen] + scores = F.softmax(scores.float(), dim=-1).type_as(xq) + scores = self.attn_dropout(scores) + output = torch.matmul(scores, xv) + + # 恢复时间维度并合并头。 + output = output.transpose(1, 2).contiguous().view(bsz, seqlen, -1) + + # 最终投影回残差流。 + output = self.wo(output) + output = self.resid_dropout(output) + return output +``` + +同样大家可以使用下面的代码来对`Attention`模块进行测试,可以看到代码最终输出的形状为`torch.Size([1, 50, 768])`,与我们输入的形状一致,说明模块的实现是正确的。 + +```python +# 创建Attention实例 +attention_model = Attention(args) + +# 模拟输入数据 +batch_size = 1 +seq_len = 50 # 假设实际使用的序列长度为50 +dim = args.dim +x = torch.rand(batch_size, seq_len, dim) # 随机生成输入张量 +# freqs_cos = torch.rand(seq_len, dim // 2) # 模拟cos频率,用于RoPE +# freqs_sin = torch.rand(seq_len, dim // 2) # 模拟sin频率,用于RoPE + +freqs_cos, freqs_sin = precompute_freqs_cis(dim//args.n_heads, seq_len) + +# 运行Attention模型 +output = attention_model(x, freqs_cos, freqs_sin) + +# attention出来之后的形状 依然是[batch_size, seq_len, dim] +print("Output shape:", output.shape) +``` + +OUT: +``` +Output shape: torch.Size([1, 50, 768]) +``` + +### 5.1.4 构建 LLaMA2 MLP模块 + +相对于前面我们实现的LLaMA2 Attention模块,LLaMA2 MLP模块的实现要简单一些。我们可以通过如下代码实现`MLP`: + +```python +class MLP(nn.Module): + def __init__(self, dim: int, hidden_dim: int, multiple_of: int, dropout: float): + super().__init__() + # 如果没有指定隐藏层的维度,我们将其设置为输入维度的4倍 + # 然后将其减少到2/3,最后确保它是multiple_of的倍数 + if hidden_dim is None: + hidden_dim = 4 * dim + hidden_dim = int(2 * hidden_dim / 3) + hidden_dim = multiple_of * ((hidden_dim + multiple_of - 1) // multiple_of) + # 定义第一层线性变换,从输入维度到隐藏维度 + self.w1 = nn.Linear(dim, hidden_dim, bias=False) + # 定义第二层线性变换,从隐藏维度到输入维度 + self.w2 = nn.Linear(hidden_dim, dim, bias=False) + # 定义第三层线性变换,从输入维度到隐藏维度 + self.w3 = nn.Linear(dim, hidden_dim, bias=False) + # 定义dropout层,用于防止过拟合 + self.dropout = nn.Dropout(dropout) + + def forward(self, x): + # 前向传播函数 + # 首先,输入x通过第一层线性变换和SILU激活函数 + # 然后,结果乘以输入x通过第三层线性变换的结果 + # 最后,通过第二层线性变换和dropout层 + return self.dropout(self.w2(F.silu(self.w1(x)) * self.w3(x))) +``` + +我们着重观察一下`forward`函数的实现,首先,输入 `x` 通过第一层线性变换 `self.w1` 和 `SILU` 激活函数,然后,结果乘以输入 `x` 通过第三层线性变换 `self.w3` 的结果,最后,通过第二层线性变换 `self.w2` 和 `dropout` 层,得到最终输出。 + +同样大家可以使用下面的代码来对`LLaMAMLP`模块进行测试,可以看到代码最终输出的形状为`torch.Size([1, 50, 768])`,与我们输入的形状一致,说明模块的实现是正确的。 + +```python +# 创建MLP实例 +mlp = MLP(args.dim, args.hidden_dim, args.multiple_of, args.dropout) +# 随机生成数据 +x = torch.randn(1, 50, args.dim) +# 运行MLP模型 +output = mlp(x) +print(output.shape) +``` + +OUT: +``` +torch.Size([1, 50, 768]) +``` + +### 5.1.5 LLaMA2 Decoder Layer + +到这里,我们已经实现了`LLaMA2`模型的`Attention`模块和`MLP`模块,接下来我们就可以构建`LLaMA2`的`Decoder Layer`了。 + +```python +class DecoderLayer(nn.Module): + def __init__(self, layer_id: int, args: ModelConfig): + super().__init__() + # 定义多头注意力的头数 + self.n_heads = args.n_heads + # 定义输入维度 + self.dim = args.dim + # 定义每个头的维度,等于输入维度除以头数 + self.head_dim = args.dim // args.n_heads + # 定义LLaMA2Attention对象,用于进行多头注意力计算 + self.attention = Attention(args) + # 定义LLaMAMLP对象,用于进行前馈神经网络计算 + self.feed_forward = MLP( + dim=args.dim, + hidden_dim=args.hidden_dim, + multiple_of=args.multiple_of, + dropout=args.dropout, + ) + # 定义层的ID + self.layer_id = layer_id + # 定义注意力计算的归一化层 + self.attention_norm = RMSNorm(args.dim, eps=args.norm_eps) + # 定义前馈神经网络计算的归一化层 + self.ffn_norm = RMSNorm(args.dim, eps=args.norm_eps) + + def forward(self, x, freqs_cos, freqs_sin): + # 前向传播函数 + # 首先,输入x经过注意力归一化层,然后进行注意力计算,结果与输入x相加得到h + # 然后,h经过前馈神经网络归一化层,然后进行前馈神经网络计算,结果与h相加得到输出 + h = x + self.attention.forward(self.attention_norm(x), freqs_cos, freqs_sin) + out = h + self.feed_forward.forward(self.ffn_norm(h)) + return out +``` + +`DecoderLayer`就是把我们上面完成的`Attention`模块和`MLP`模块组合在一起,实现了一个完整的`Transformer`模块。 + +同样大家可以使用下面的代码来对`DecoderLayer`模块进行测试,可以看到代码最终输出的形状为`torch.Size([1, 50, 768])`,与我们输入的形状一致,说明模块的实现是正确的。 + +```python +# 创建LLaMADecoderLayer实例 +decoderlayer = DecoderLayer(0, args) + +# 模拟输入数据 +dim = args.dim +seq_len = 50 + +x = torch.randn(1, seq_len, dim) # [bs, seq_len, dim] + +freqs_cos, freqs_sin = precompute_freqs_cis(dim//args.n_heads, seq_len) + +out = decoderlayer(x, freqs_cos, freqs_sin) + +print(out.shape) # 形状和输入的x一样 [batch_size, seq_len, dim] +``` + +OUT: +``` +torch.Size([1, 50, 768]) +``` + +### 5.1.6 构建 LLaMA2 模型 + +好了,我们已经完了上述所有的模块的实现,接下来就是激动人心的时刻,我们可以构建`LLaMA2`模型了。,`LLaMA2`模型就是将`DecoderLayer`模块堆叠起来,构成一个完整的`Transformer`模型。 + +```python +class Transformer(PreTrainedModel): + config_class = ModelConfig # 配置类 + last_loss: Optional[torch.Tensor] # 记录最后一次计算的损失 + + def __init__(self, args: ModelConfig = None): + super().__init__(args) + # 初始化模型参数 + self.args = args + # 词汇表大小 + self.vocab_size = args.vocab_size + # 层数 + self.n_layers = args.n_layers + + # 词嵌入层 + self.tok_embeddings = nn.Embedding(args.vocab_size, args.dim) + # Dropout层 + self.dropout = nn.Dropout(args.dropout) + # Decoder层 + self.layers = torch.nn.ModuleList() + for layer_id in range(args.n_layers): + self.layers.append(DecoderLayer(layer_id, args)) + # 归一化层 + self.norm = RMSNorm(args.dim, eps=args.norm_eps) + # 输出层 + self.output = nn.Linear(args.dim, args.vocab_size, bias=False) + + # 将词嵌入层的权重与输出层的权重共享 + self.tok_embeddings.weight = self.output.weight + + # 预计算相对位置嵌入的频率 + freqs_cos, freqs_sin = precompute_freqs_cis(self.args.dim // self.args.n_heads, self.args.max_seq_len) + self.register_buffer("freqs_cos", freqs_cos, persistent=False) + self.register_buffer("freqs_sin", freqs_sin, persistent=False) + + # 初始化所有权重 + self.apply(self._init_weights) + # 对残差投影进行特殊的缩放初始化 + for pn, p in self.named_parameters(): + if pn.endswith('w3.weight') or pn.endswith('wo.weight'): + torch.nn.init.normal_(p, mean=0.0, std=0.02/math.sqrt(2 * args.n_layers)) + + # 初始化最后一次前向传播的损失属性 + self.last_loss = None + self.OUT = CausalLMOutputWithPast() # 输出容器 + self._no_split_modules = [name for name, _ in self.named_modules()] # 不分割的模块列表 + + def _init_weights(self, module): + # 初始化权重的函数 + if isinstance(module, nn.Linear): + torch.nn.init.normal_(module.weight, mean=0.0, std=0.02) + if module.bias is not None: + torch.nn.init.zeros_(module.bias) + elif isinstance(module, nn.Embedding): + torch.nn.init.normal_(module.weight, mean=0.0, std=0.02) + + def forward(self, tokens: torch.Tensor, targets: Optional[torch.Tensor] = None, **keyargs) -> torch.Tensor: + """ + - tokens: Optional[torch.Tensor], 输入 token 张量。 + - targets: Optional[torch.Tensor], 目标 token 张量。 + - kv_cache: bool, 是否使用键值缓存。 + - keyargs: 其他关键字参数。 + + - self.OUT: CausalLMOutputWithPast, 包含 logits 和损失。 + """ + + if 'input_ids' in keyargs: + tokens = keyargs['input_ids'] + if 'attention_mask' in keyargs: + targets = keyargs['attention_mask'] + + # 前向传播函数 + _bsz, seqlen = tokens.shape + # 通过词嵌入层和Dropout层 + h = self.tok_embeddings(tokens) + h = self.dropout(h) + # 获取相对位置嵌入的频率 + freqs_cos = self.freqs_cos[:seqlen] + freqs_sin = self.freqs_sin[:seqlen] + + # 通过Decoder层 + for layer in self.layers: + h = layer(h, freqs_cos, freqs_sin) + # 通过归一化层 + h = self.norm(h) + + if targets is not None: + # 如果给定了目标,计算损失 + logits = self.output(h) + self.last_loss = F.cross_entropy(logits.view(-1, logits.size(-1)), targets.view(-1), ignore_index=0, reduction='none') + else: + # 推理时的小优化:只对最后一个位置的输出进行前向传播 + logits = self.output(h[:, [-1], :]) + self.last_loss = None + + # 设置输出 + self.OUT.__setitem__('logits', logits) + self.OUT.__setitem__('last_loss', self.last_loss) + return self.OUT + + + @torch.inference_mode() + def generate(self, idx, stop_id=None, max_new_tokens=256, temperature=1.0, top_k=None): + """ + 给定输入序列 idx(形状为 (bz,seq_len) 的长整型张量),通过多次生成新 token 来完成序列。 + 在 model.eval() 模式下运行。效率较低的采样版本,没有使用键k/v cache。 + """ + index = idx.shape[1] + for _ in range(max_new_tokens): + # 如果序列上下文过长,截断它到最大长度 + idx_cond = idx if idx.size(1) <= self.args.max_seq_len else idx[:, -self.args.max_seq_len:] + + # 前向传播获取序列中最后一个位置的 logits + logits = self(idx_cond).logits + logits = logits[:, -1, :] # 只保留最后一个时间步的输出 + + if temperature == 0.0: + # 选择最有可能的索引 + _, idx_next = torch.topk(logits, k=1, dim=-1) + else: + # 缩放 logits 并应用 softmax + logits = logits / temperature + if top_k is not None: + v, _ = torch.topk(logits, min(top_k, logits.size(-1))) + logits[logits < v[:, [-1]]] = -float('Inf') + probs = F.softmax(logits, dim=-1) + idx_next = torch.multinomial(probs, num_samples=1) + + + if idx_next == stop_id: + break + + # 将采样的索引添加到序列中并继续 + idx = torch.cat((idx, idx_next), dim=1) + + return idx[:, index:] # 只返回生成的token +``` + +同样大家可以使用下面的代码来对`Transformer`模块进行测试,可以看到代码最终输出的形状为`torch.Size([1, 1, 6144])`,与我们输入的形状一致,说明模块的实现是正确的。 + +```python +# LLaMA2Model.forward 接受两个参数,tokens和targets,其中tokens是输入的张量, 应为int类型 +x = torch.randint(0, 6144, (1, 50)) # [bs, seq_len] +# 实例化LLaMA2Model +model = Transformer(args=args) +# 计算model的全部参数 +num_params = sum(p.numel() for p in model.parameters()) +print('Number of parameters:', num_params) + +out = model(x) +print(out.logits.shape) # [batch_size, 1, vocab_size] +``` + +OUT: +``` +Number of parameters: 82594560 +torch.Size([1, 1, 6144]) +``` + +## 5.2 训练 Tokenizer + +在自然语言处理 (NLP) 中,Tokenizer 是一种将文本分解为较小单位(称为 token)的工具。这些 token 可以是词、子词、字符,甚至是特定的符号。Tokenization 是 NLP 中的第一步,直接影响后续处理和分析的效果。不同类型的 tokenizer 适用于不同的应用场景,以下是几种常见的 tokenizer 及其特点。 + +### 5.3.1 Word-based Tokenizer + +**Word-based Tokenizer** 是最简单和直观的一种分词方法。它将文本按空格和标点符号分割成单词。这种方法的优点在于其简单和直接,易于实现,且与人类对语言的直觉相符。然而,它也存在一些明显的缺点,如无法处理未登录词(OOV,out-of-vocabulary)和罕见词,对复合词(如“New York”)或缩略词(如“don't”)的处理也不够精细。此外,Word-based Tokenizer 在处理不同语言时也会遇到挑战,因为一些语言(如中文、日文)没有显式的单词分隔符。 + +示例: +``` +Input: "Hello, world! There is Datawhale." +Output: ["Hello", ",", "world", "!", "There", "is", "Datawhale", "."] +``` + +在这个例子中,输入的句子被分割成一系列单词和标点符号,每个单词或标点符号都作为一个独立的 token。 + +### 5.2.2 Character-based Tokenizer + +**Character-based Tokenizer** 将文本中的每个字符视为一个独立的 token。这种方法能非常精细地处理文本,适用于处理拼写错误、未登录词或新词。由于每个字符都是一个独立的 token,因此这种方法可以捕捉到非常细微的语言特征。这对于一些特定的应用场景,如生成式任务或需要处理大量未登录词的任务,特别有用。但是,这种方法也会导致 token 序列变得非常长,增加了模型的计算复杂度和训练时间。此外,字符级的分割可能会丢失一些词级别的语义信息,使得模型难以理解上下文。 + +示例: +``` +Input: "Hello" +Output: ["H", "e", "l", "l", "o"] +``` + +在这个例子中,单词“Hello”被分割成单个字符,每个字符作为一个独立的 token。这种方法能够处理任何语言和字符集,具有极大的灵活性。 + +### 5.2.3 Subword Tokenizer + +**Subword Tokenizer** 介于词和字符之间,能够更好地平衡分词的细粒度和处理未登录词的能力。Subword Tokenizer 的关键思想是将文本分割成比单词更小的单位,但又比字符更大,这样既能处理未知词,又能保持一定的语义信息。常见的子词分词方法包括 BPE、WordPiece 和 Unigram。 + +#### (1)Byte Pair Encoding (BPE) + +**BPE** 是一种基于统计方法,通过反复合并频率最高的字符或字符序列对来生成子词词典。这种方法的优点在于其简单和高效,能够有效地处理未知词和罕见词,同时保持较低的词典大小。BPE 的合并过程是自底向上的,逐步将频率最高的字符对合并成新的子词,直到达到预定的词典大小或不再有高频的字符对。 + +示例: +``` +Input: "lower" +Output: ["low", "er"] + +Input: "newest" +Output: ["new", "est"] +``` + +在这个例子中,单词“lower”被分割成子词“low”和“er”,而“newest”被分割成“new”和“est”。这种方法有效地处理了词干和词缀,保持了单词的基本语义结构。 + +#### (2)WordPiece + +**WordPiece** 是另一种基于子词的分词方法,最初用于谷歌的 BERT 模型。与 BPE 类似,WordPiece 通过最大化子词序列的似然函数来生成词典,但在合并子词时更注重语言模型的优化。WordPiece 会优先选择能够最大化整体句子概率的子词,使得分词结果在语言模型中具有更高的概率。 + +示例: +``` +Input: "unhappiness" +Output: ["un", "##happiness"] +``` + +在这个例子中,单词“unhappiness”被分割成子词“un”和“##happiness”,其中“##”表示这是一个后缀子词。通过这种方式,WordPiece 能够更好地处理复合词和派生词,保留更多的语义信息。 + +#### (3)Unigram + +**Unigram** 分词方法基于概率模型,通过选择具有最高概率的子词来分割文本。Unigram 词典是通过训练语言模型生成的,可以处理多种语言和不同类型的文本。Unigram 模型会为每个子词分配一个概率,然后根据这些概率进行最优分割。 + +示例: +``` +Input: "unhappiness" +Output: ["un", "happiness"] + +Input: "newest" +Output: ["new", "est"] +``` + +在这个例子中,单词“unhappiness”被分割成子词“un”和“happiness”,而“newest”被分割成“new”和“est”。这种方法通过概率模型有效地处理了子词分割,使得分割结果更符合语言使用习惯。 + +每种 Tokenizer 方法都有其特定的应用场景和优缺点,选择适合的 Tokenizer 对于自然语言处理任务的成功至关重要。 + +### 5.2.4 训练一个 Tokenizer + +这里我们选择使用 BPE 算法来训练一个 Subword Tokenizer。BPE 是一种简单而有效的分词方法,能够处理未登录词和罕见词,同时保持较小的词典大小。我们将使用 Hugging Face 的 `tokenizers` 库来训练一个 BPE Tokenizer。 + + +#### Step 1: 安装和导入依赖库 + +首先,我们需要安装 `tokenizers` 库,除此之外还需要安装 `datasets` 和 `transformers` 库,用于加载训练数据和加载训练完成后的 Tokenizer。 + +```bash +pip install tokenizers datasets transformers +``` + +然后,导入所需的库。 + +```python +import random +import json +import os +from transformers import AutoTokenizer, PreTrainedTokenizerFast +from tokenizers import ( + decoders, + models, + pre_tokenizers, + trainers, + Tokenizer, +) +from tokenizers.normalizers import NFKC +from typing import Generator +``` + +#### Step 2: 加载训练数据 + +我们使用 `datasets.load_dataset()` 库加载一个英文文本数据集,用于训练 BPE Tokenizer。这里我们使用 `wikitext` 数据集,包含了维基百科的文章文本。 + +```python +dataset = load_dataset("wikitext", "wikitext-103-v1", split="train") + +# 准备训练数据 +def batch_iterator(batch_size=1000): + for i in range(0, len(dataset), batch_size): + yield dataset[i:i + batch_size]["text"] +``` + +如果你使用本地的文本数据集,可以将数据加载到一个列表中,然后传入 `batch_iterator()` 函数中。如下所示: + +```python +def load_text_from_files(path_list): + text_data = [] + for file_path in path_list: + with open(file_path, 'r', encoding='utf-8') as file: + text_data.extend(file.readlines()) + return text_data + +def batch_iterator(text_data, batch_size=1000): + for i in range(0, len(text_data), batch_size): + yield text_data[i:i + batch_size] + +# 假设你的文件路径列表是 +path_list = ['text_data1.txt', 'text_data2.txt', 'text_data3.txt'] +text_data = load_text_from_files(path_list) +``` + +#### Step 3: 创建配置文件 + +在训练 BPE Tokenizer 之前,我们需要创建一个完整的 `Tokenizer` 配置文件,包括 `tokenizer_config.json` 和 `special_tokens_map.json`。这些配置文件定义了 `Tokenizer` 的参数和特殊标记,用于训练和加载 `Tokenizer`。此处的`chat_template`我们与`Qwen2.5`模型保持一致。 + +```python +def create_tokenizer_config(save_dir: str) -> None: + """创建完整的tokenizer配置文件""" + config = { + "add_bos_token": False, + "add_eos_token": False, + "add_prefix_space": True, + "bos_token": "<|im_start|>", + "eos_token": "<|im_end|>", + "pad_token": "<|im_end|>", + "unk_token": "", + "model_max_length": 1000000000000000019884624838656, + "clean_up_tokenization_spaces": False, + "tokenizer_class": "PreTrainedTokenizerFast", + "chat_template": ( + "{% for message in messages %}" + "{% if message['role'] == 'system' %}" + "<|im_start|>system\n{{ message['content'] }}<|im_end|>\n" + "{% elif message['role'] == 'user' %}" + "<|im_start|>user\n{{ message['content'] }}<|im_end|>\n" + "{% elif message['role'] == 'assistant' %}" + "<|im_start|>assistant\n{{ message['content'] }}<|im_end|>\n" + "{% endif %}" + "{% endfor %}" + "{% if add_generation_prompt %}" + "{{ '<|im_start|>assistant\n' }}" + "{% endif %}" + ) + } + + # 保存主配置文件 + with open(os.path.join(save_dir, "tokenizer_config.json"), "w", encoding="utf-8") as f: + json.dump(config, f, ensure_ascii=False, indent=4) + + # 创建special_tokens_map.json + special_tokens_map = { + "bos_token": "<|im_start|>", + "eos_token": "<|im_end|>", + "unk_token": "", + "pad_token": "<|im_end|>", + "additional_special_tokens": ["", ""] + } + with open(os.path.join(save_dir, "special_tokens_map.json"), "w", encoding="utf-8") as f: + json.dump(special_tokens_map, f, ensure_ascii=False, indent=4) +``` + +#### Step 4: 训练 BPE Tokenizer + +在训练 BPE Tokenizer 之前,我们需要定义一个训练函数,用于训练 Tokenizer 并保存训练好的 Tokenizer 文件。这里我们使用 `tokenizers` 库中的 `Tokenizer` 类来训练 BPE Tokenizer。 + +可以看到我们在训练 Tokenizer 时,配置了一些特殊的 token,如 ``、``、``、`<|im_start|>` 和 `<|im_end|>`。这些 token 用于标记未知词、句子的开始和结束,以及对话的开始和结束。这些特殊 token 可以帮助模型更好地理解文本数据,提高模型的泛化能力和效果。 + +```python +def train_tokenizer(data_path: str, save_dir: str, vocab_size: int = 8192) -> None: + """训练并保存自定义tokenizer""" + os.makedirs(save_dir, exist_ok=True) + + # 初始化tokenizer + tokenizer = Tokenizer(models.BPE(unk_token="")) + tokenizer.normalizer = NFKC() # 添加文本规范化 + tokenizer.pre_tokenizer = pre_tokenizers.ByteLevel(add_prefix_space=False) + tokenizer.decoder = decoders.ByteLevel() + + # 配置特殊token + special_tokens = [ + "", + "", + "", + "<|im_start|>", + "<|im_end|>" + ] + + # 配置训练器 + trainer = trainers.BpeTrainer( + vocab_size=vocab_size, + special_tokens=special_tokens, + min_frequency=2, # 提高低频词过滤 + show_progress=True, + initial_alphabet=pre_tokenizers.ByteLevel.alphabet() + ) + + # 训练tokenizer + print(f"Training tokenizer with data from {data_path}") + texts = read_texts_from_jsonl(data_path) + tokenizer.train_from_iterator(texts, trainer=trainer, length=os.path.getsize(data_path)) + + # 验证特殊token映射 + try: + assert tokenizer.token_to_id("") == 0 + assert tokenizer.token_to_id("") == 1 + assert tokenizer.token_to_id("") == 2 + assert tokenizer.token_to_id("<|im_start|>") == 3 + assert tokenizer.token_to_id("<|im_end|>") == 4 + except AssertionError as e: + print("Special tokens mapping error:", e) + raise + + # 保存tokenizer文件 + tokenizer.save(os.path.join(save_dir, "tokenizer.json")) + + # 创建配置文件 + create_tokenizer_config(save_dir) + print(f"Tokenizer saved to {save_dir}") +``` + + +#### Step 5: 使用训练好的 Tokenizer + +我们可以使用训练好的 Tokenizer 来处理文本数据,如编码、解码、生成对话等。下面是一个简单的示例,展示了如何使用训练好的 Tokenizer 来处理文本数据。 + +```python +def eval_tokenizer(tokenizer_path: str) -> None: + """评估tokenizer功能""" + try: + tokenizer = AutoTokenizer.from_pretrained(tokenizer_path) + except Exception as e: + print(f"Error loading tokenizer: {e}") + return + + # 测试基本属性 + print("\n=== Tokenizer基本信息 ===") + print(f"Vocab size: {len(tokenizer)}") + print(f"Special tokens: {tokenizer.all_special_tokens}") + print(f"Special token IDs: {tokenizer.all_special_ids}") + + # 测试聊天模板 + messages = [ + {"role": "system", "content": "你是一个AI助手。"}, + {"role": "user", "content": "How are you?"}, + {"role": "assistant", "content": "I'm fine, thank you. and you?"}, + {"role": "user", "content": "I'm good too."}, + {"role": "assistant", "content": "That's great to hear!"}, + ] + + print("\n=== 聊天模板测试 ===") + prompt = tokenizer.apply_chat_template( + messages, + tokenize=False, + # add_generation_prompt=True + ) + print("Generated prompt:\n", prompt, sep="") + + # 测试编码解码 + print("\n=== 编码解码测试 ===") + encoded = tokenizer(prompt, truncation=True, max_length=256) + decoded = tokenizer.decode(encoded["input_ids"], skip_special_tokens=False) + print("Decoded text matches original:", decoded == prompt) + + # 测试特殊token处理 + print("\n=== 特殊token处理 ===") + test_text = "<|im_start|>user\nHello<|im_end|>" + encoded = tokenizer(test_text).input_ids + decoded = tokenizer.decode(encoded) + print(f"Original: {test_text}") + print(f"Decoded: {decoded}") + print("Special tokens preserved:", decoded == test_text) +``` + +```python +eval_tokenizer('your tokenizer path') +``` + +OUT: +``` +=== Tokenizer基本信息 === +Vocab size: 6144 +Special tokens: ['<|im_start|>', '<|im_end|>', '', '', ''] +Special token IDs: [3, 4, 0, 1, 2] + +=== 聊天模板测试 === +Generated prompt: +<|im_start|>system +你是一个AI助手。<|im_end|> +<|im_start|>user +How are you?<|im_end|> +<|im_start|>assistant +I'm fine, thank you. and you?<|im_end|> +<|im_start|>user +I'm good too.<|im_end|> +<|im_start|>assistant +That's great to hear!<|im_end|> + + +=== 编码解码测试 === +Decoded text matches original: False + +=== 特殊token处理 === +Original: <|im_start|>user +Hello<|im_end|> +Decoded: <|im_start|> user +Hello<|im_end|> +Special tokens preserved: False +``` + +## 5.3 预训练一个小型LLM + +在前面的章节中,我们熟悉了各种大模型的模型结构,以及如如何训练Tokenizer。在本节中,我们将动手训练一个八千万参数的LLM。 + +### 5.3.0 数据下载 + +首先,我们需要下载预训练数据集。在这里,我们使用两个开源的数据集,包含了大量的中文对话数据,可以用于训练对话生成模型。 + +- 出门问问序列猴子开源数据集:出门问问序列猴子通用文本数据集由来自网页、百科、博客、问答、开源代码、书籍、报刊、专利、教材、考题等多种公开可获取的数据进行汇总清洗之后而形成的大语言模型预训练语料。总量大概在 10B Token。 + +- BelleGroup:350万条中文对话数据集,包含了人机对话、人人对话、人物对话等多种对话数据,可以用于训练对话生成模型。 + + +```python +# 下载预训练数据集 +os.system("modelscope download --dataset ddzhu123/seq-monkey mobvoi_seq_monkey_general_open_corpus.jsonl.tar.bz2 --local_dir your_local_dir") +# 解压预训练数据集 +os.system("tar -xvf your_local_dir/mobvoi_seq_monkey_general_open_corpus.jsonl.tar.bz2") + +# 下载SFT数据集 +os.system(f'huggingface-cli download --repo-type dataset --resume-download BelleGroup/train_3.5M_CN --local-dir BelleGroup') + + + +# 1 处理预训练数据 +def split_text(text, chunk_size=512): + """将文本按指定长度切分成块""" + return [text[i:i+chunk_size] for i in range(0, len(text), chunk_size)] + +input_file = 'mobvoi_seq_monkey_general_open_corpus.jsonl' + +with open('seq_monkey_datawhale.jsonl', 'a', encoding='utf-8') as pretrain: + with open(input_file, 'r', encoding='utf-8') as f: + data = f.readlines() + for line in tqdm(data, desc=f"Processing lines in {input_file}", leave=False): # 添加行级别的进度条 + line = json.loads(line) + text = line['text'] + chunks = split_text(text) + for chunk in chunks: + pretrain.write(json.dumps({'text': chunk}, ensure_ascii=False) + '\n') + +# 2 处理SFT数据 + +def convert_message(data): + """ + 将原始数据转换为标准格式 + """ + message = [ + {"role": "system", "content": "你是一个AI助手"}, + ] + for item in data: + if item['from'] == 'human': + message.append({'role': 'user', 'content': item['value']}) + elif item['from'] == 'assistant': + message.append({'role': 'assistant', 'content': item['value']}) + return message + +with open('BelleGroup_sft.jsonl', 'a', encoding='utf-8') as sft: + with open('BelleGroup/train_3.5M_CN.json', 'r') as f: + data = f.readlines() + for item in tqdm(data, desc="Processing", unit="lines"): + item = json.loads(item) + message = convert_message(item['conversations']) + sft.write(json.dumps(message, ensure_ascii=False) + '\n') +``` + +### 5.3.1 训练Tokenize + +首先,我们需要为文本处理训练一个Tokenizer。Tokenizer的作用是将文本转换为数字序列,以便模型能够理解和处理。我们使用的数据集是 [出门问问序列猴子开源数据集](https://www.modelscope.cn/datasets/ddzhu123/seq-monkey/files) ,这个数据集包含了大量的中文文本数据,可以用于训练Tokenizer。 + +> 注:由于数据集较大,如果大家在自己本地电脑训练的话进度比较慢,所以在这里我们提供了一个已经训练好的Tokenizer,大家可以直接使用。如果大家想要自己训练的话,可以参考下面的代码。 + +```bash +python code/train_tokenizer.py + +``` + +```python +import random +import json +import os +from transformers import AutoTokenizer, PreTrainedTokenizerFast +from tokenizers import ( + decoders, + models, + pre_tokenizers, + trainers, + Tokenizer, +) +from tokenizers.normalizers import NFKC +from typing import Generator + +random.seed(42) + +def read_texts_from_jsonl(file_path: str) -> Generator[str, None, None]: + """读取JSONL文件并安全提取文本数据""" + with open(file_path, 'r', encoding='utf-8') as f: + for line_num, line in enumerate(f, 1): + try: + data = json.loads(line) + if 'text' not in data: + raise KeyError(f"Missing 'text' field in line {line_num}") + yield data['text'] + except json.JSONDecodeError: + print(f"Error decoding JSON in line {line_num}") + continue + except KeyError as e: + print(e) + continue + +def create_tokenizer_config(save_dir: str) -> None: + """创建完整的tokenizer配置文件""" + config = { + "add_bos_token": False, + "add_eos_token": False, + "add_prefix_space": True, + "bos_token": "<|im_start|>", + "eos_token": "<|im_end|>", + "pad_token": "<|im_end|>", + "unk_token": "", + "model_max_length": 1000000000000000019884624838656, + "clean_up_tokenization_spaces": False, + "tokenizer_class": "PreTrainedTokenizerFast", + "chat_template": ( + "{% for message in messages %}" + "{% if message['role'] == 'system' %}" + "<|im_start|>system\n{{ message['content'] }}<|im_end|>\n" + "{% elif message['role'] == 'user' %}" + "<|im_start|>user\n{{ message['content'] }}<|im_end|>\n" + "{% elif message['role'] == 'assistant' %}" + "<|im_start|>assistant\n{{ message['content'] }}<|im_end|>\n" + "{% endif %}" + "{% endfor %}" + "{% if add_generation_prompt %}" + "{{ '<|im_start|>assistant\n' }}" + "{% endif %}" + ) + } + + # 保存主配置文件 + with open(os.path.join(save_dir, "tokenizer_config.json"), "w", encoding="utf-8") as f: + json.dump(config, f, ensure_ascii=False, indent=4) + + # 创建special_tokens_map.json + special_tokens_map = { + "bos_token": "<|im_start|>", + "eos_token": "<|im_end|>", + "unk_token": "", + "pad_token": "<|im_end|>", + "additional_special_tokens": ["", ""] + } + with open(os.path.join(save_dir, "special_tokens_map.json"), "w", encoding="utf-8") as f: + json.dump(special_tokens_map, f, ensure_ascii=False, indent=4) + +def train_tokenizer(data_path: str, save_dir: str, vocab_size: int = 8192) -> None: + """训练并保存自定义tokenizer""" + os.makedirs(save_dir, exist_ok=True) + + # 初始化tokenizer + tokenizer = Tokenizer(models.BPE(unk_token="")) + tokenizer.normalizer = NFKC() # 添加文本规范化 + tokenizer.pre_tokenizer = pre_tokenizers.ByteLevel(add_prefix_space=False) + tokenizer.decoder = decoders.ByteLevel() + + # 配置特殊token + special_tokens = [ + "", + "", + "", + "<|im_start|>", + "<|im_end|>" + ] + + # 配置训练器 + trainer = trainers.BpeTrainer( + vocab_size=vocab_size, + special_tokens=special_tokens, + min_frequency=2, # 提高低频词过滤 + show_progress=True, + initial_alphabet=pre_tokenizers.ByteLevel.alphabet() + ) + + # 训练tokenizer + print(f"Training tokenizer with data from {data_path}") + texts = read_texts_from_jsonl(data_path) + tokenizer.train_from_iterator(texts, trainer=trainer, length=os.path.getsize(data_path)) + + # 验证特殊token映射 + try: + assert tokenizer.token_to_id("") == 0 + assert tokenizer.token_to_id("") == 1 + assert tokenizer.token_to_id("") == 2 + assert tokenizer.token_to_id("<|im_start|>") == 3 + assert tokenizer.token_to_id("<|im_end|>") == 4 + except AssertionError as e: + print("Special tokens mapping error:", e) + raise + + # 保存tokenizer文件 + tokenizer.save(os.path.join(save_dir, "tokenizer.json")) + + # 创建配置文件 + create_tokenizer_config(save_dir) + print(f"Tokenizer saved to {save_dir}") + +def eval_tokenizer(tokenizer_path: str) -> None: + """评估tokenizer功能""" + try: + tokenizer = AutoTokenizer.from_pretrained(tokenizer_path) + except Exception as e: + print(f"Error loading tokenizer: {e}") + return + + # 测试基本属性 + print("\n=== Tokenizer基本信息 ===") + print(f"Vocab size: {len(tokenizer)}") + print(f"Special tokens: {tokenizer.all_special_tokens}") + print(f"Special token IDs: {tokenizer.all_special_ids}") + + # 测试聊天模板 + messages = [ + {"role": "system", "content": "你是一个AI助手。"}, + {"role": "user", "content": "How are you?"}, + {"role": "assistant", "content": "I'm fine, thank you. and you?"}, + {"role": "user", "content": "I'm good too."}, + {"role": "assistant", "content": "That's great to hear!"}, + ] + + print("\n=== 聊天模板测试 ===") + prompt = tokenizer.apply_chat_template( + messages, + tokenize=False, + # add_generation_prompt=True + ) + print("Generated prompt:\n", prompt, sep="") + + # 测试编码解码 + print("\n=== 编码解码测试 ===") + encoded = tokenizer(prompt, truncation=True, max_length=256) + decoded = tokenizer.decode(encoded["input_ids"], skip_special_tokens=False) + print("Decoded text matches original:", decoded == prompt) + + # 测试特殊token处理 + print("\n=== 特殊token处理 ===") + test_text = "<|im_start|>user\nHello<|im_end|>" + encoded = tokenizer(test_text).input_ids + decoded = tokenizer.decode(encoded) + print(f"Original: {test_text}") + print(f"Decoded: {decoded}") + print("Special tokens preserved:", decoded == test_text) + +def main(): + # 配置路径 + data_path = "your data path" + save_dir = "tokenizer_k" + + # 训练tokenizer + train_tokenizer( + data_path=data_path, + save_dir=save_dir, + vocab_size=6144 + ) + + # 评估tokenizer + eval_tokenizer(save_dir) + +if __name__ == '__main__': + main() +``` + +训练完成之后可以可以使用 `eval_tokenizer()` 测试 Tokenizer 的功能,确保 Tokenizer 正常工作。在这个函数中,我们首先加载训练好的 Tokenizer,然后测试了 Tokenizer 的基本属性、聊天模板、编码解码等功能。这些测试可以帮助我们验证 Tokenizer 的正确性,确保它能够正常工作。正确的输出为: + +OUT: +``` +=== Tokenizer基本信息 === +Vocab size: 6144 +Special tokens: ['<|im_start|>', '<|im_end|>', '', '', ''] +Special token IDs: [3, 4, 0, 1, 2] + +=== 聊天模板测试 === +Generated prompt: +<|im_start|>system +你是一个AI助手。<|im_end|> +<|im_start|>user +How are you?<|im_end|> +<|im_start|>assistant +I'm fine, thank you. and you?<|im_end|> +<|im_start|>user +I'm good too.<|im_end|> +<|im_start|>assistant +That's great to hear!<|im_end|> + + +=== 编码解码测试 === +Decoded text matches original: False + +=== 特殊token处理 === +Original: <|im_start|>user +Hello<|im_end|> +Decoded: <|im_start|> user +Hello<|im_end|> +Special tokens preserved: False +``` + +### 5.3.2 Dataset + +#### PretrainDataset + +在将数据送入到模型之前,我们还需要进行一些处理用于将文本数据转化为模型能够理解的Token。在这里我们使用的是Pytorch的Dataset类,用于加载数据集。我们定义了一个`PretrainDataset`类,用于加载已预处理好的数据集。我们继承了`torch.utils.data.IterableDataset`来定义该数据集,这使得我们可以更灵活、高效地处理数据。 + +```python +from torch.utils.data import Dataset + +class PretrainDataset(Dataset): + def __init__(self, data_path, tokenizer, max_length=512): + super().__init__() + self.data_path = data_path + self.tokenizer = tokenizer + self.max_length = max_length + self.padding = 0 + with open(data_path, 'r', encoding='utf-8') as f: + self.data = f.readlines() + + def __len__(self): + return len(self.data) + + def __getitem__(self, index: int): + sample = json.loads(self.data[index]) + text = f"{self.tokenizer.bos_token}{sample['text']}" + input_id = self.tokenizer(text).data['input_ids'][:self.max_length] + text_len = len(input_id) + # 没满最大长度的剩余部分 + padding_len = self.max_length - text_len + input_id = input_id + [self.padding] * padding_len + # 0表示不计算损失 + loss_mask = [1] * text_len + [0] * padding_len + + input_id = np.array(input_id) + X = np.array(input_id[:-1]).astype(np.int64) + Y = np.array(input_id[1:]).astype(np.int64) + loss_mask = np.array(loss_mask[1:]).astype(np.int64) + return torch.from_numpy(X), torch.from_numpy(Y), torch.from_numpy(loss_mask) +``` + +在以上代码可以看出,我们的 `Pretrain Dataset` 主要是将 `text` 通过 `tokenizer` 转换成 `input_id`,然后将 `input_id` 拆分成 `X` 和 `Y`,其中 `X` 为 `input_id` 的前 n-1 个元素,`Y` 为 `input_id` 的后 n-1 `个元素。loss_mask` 主要是用来标记哪些位置需要计算损失,哪些位置不需要计算损失。如果你不太能明白,可以看下面的示意图。 + +![alt text](./images/pretrain_dataset.png) + +图中示例展示了当`max_length=9`时的处理过程: +- **输入序列**:`[BOS, T1, T2, T3, T4, T5, T6, T7, EOS]` +- **样本拆分**: + - X:`[BOS, T1, T2, T3, T4, T5, T6, T7]` → 模型输入上下文 + - Y:`[T1, T2, T3, T4, T5, T6, T7, EOS]` → 模型预测目标 +- **损失掩码**: + - 有效位置:`[0, 1, 1, 1, 1, 1, 1, 1, 1]` → 仅对T1-EOS计算损失 + +#### SFTDataset + +`SFTDataset` 其实是一个多轮对话数据集,我们的目标是让模型学会如何进行多轮对话。在这个阶段我们的输入是上一轮的对话内容,输出是当前轮的对话内容。 + +```python +class SFTDataset(Dataset): + def __init__(self, data_path, tokenizer, max_length=512): + super().__init__() + self.data_path = data_path + self.tokenizer = tokenizer + self.max_length = max_length + self.padding = 0 + with open(data_path, 'r', encoding='utf-8') as f: + self.data = f.readlines() + + def __len__(self): + return len(self.data) + + def generate_loss_mask(self, input_ids): + # 生成 loss mask, 0 表示不计算损失, 1 表示计算损失 + mask = [0] * len(input_ids) + a_sequence = [3, 1074, 537, 500, 203] # <|im_start|>assistant\n + a_length = len(a_sequence) + n = len(input_ids) + i = 0 + + while i <= n - a_length: + # 检查当前位置是否匹配目标子序列 + match = True + for k in range(a_length): + if input_ids[i + k] != a_sequence[k]: + match = False + break + if match: + # 从子序列结束的位置开始查找第一个4, 4 为 <|im_end|> EOS id + j = None + for idx in range(i + a_length, n): + if input_ids[idx] == 4: + j = idx + break + if j is not None: + start = i + a_length + end = j # 结束位置设为j(包含4) + # 标记区间为1(包括start到end) + if start <= end: + for pos in range(start, end + 1): + if pos < len(mask): + mask[pos] = 1 + # 跳过当前子序列,避免重叠匹配 + i += a_length + else: + i += 1 + return mask + + def __getitem__(self, index: int): + sample = json.loads(self.data[index]) + text = self.tokenizer.apply_chat_template(sample, tokenize=False, add_generation_prompt=False) + input_id = self.tokenizer(text).data['input_ids'][:self.max_length] + text_len = len(input_id) + # 没满最大长度的剩余部分 + padding_len = self.max_length - text_len + input_id = input_id + [self.padding] * padding_len + # 0表示不计算损失 + loss_mask = self.generate_loss_mask(input_id) + + input_id = np.array(input_id) + X = np.array(input_id[:-1]).astype(np.int64) + Y = np.array(input_id[1:]).astype(np.int64) + loss_mask = np.array(loss_mask[1:]).astype(np.int64) + return torch.from_numpy(X), torch.from_numpy(Y), torch.from_numpy(loss_mask) +``` + +在 SFT 阶段,我这里使用的是多轮对话数据集,所以就需要区分哪些位置需要计算损失,哪些位置不需要计算损失。在上面的代码中,我使用了一个 `generate_loss_mask` 函数来生成 `loss_mask`。这个函数主要是用来生成 `loss_mask`,其中 `loss_mask` 的生成规则是:当遇到 `|assistant\n` 时,就开始计算损失,直到遇到 `|` 为止。这样就可以保证我们的模型在 SFT 阶段只计算当前轮的对话内容。那我也给出一个示意图,帮助大家理解。 + +![alt text](./images/sftdataset.png) + +可以看到,其实 SFT Dataset 和 Pretrain Dataset 的 `X` 和 `Y` 是一样的,只是在 SFT Dataset 中我们需要生成一个 `loss_mask` 来标记哪些位置需要计算损失,哪些位置不需要计算损失。 图中 `Input ids` 中的蓝色小方格就是AI的回答,所以是需要模型学习的地方。所以在 `loss_mask` 中,蓝色小方格对应的位置是黄色,其他位置是灰色。在代码 `loss_mask` 中的 1 对应的位置计算损失,0 对应的位置不计算损失。 + + +### 5.3.3 预训练 + +在数据预处理完成后,我们就可以开始训练模型了。我们使用的模型是一个和LLama2结构一样的 Decoder only Transformer模型,使用Pytorch实现。相关代码在`code/k_model.py`文件中。此处不再赘述,源码中有详细的中文注释,且我们在之前的文章中也有详细的介绍。 + +在模型这一部分可以重点看一下生成式模型是如何实现生成token的,可以查看`k_model.py`文件中的`Transforerm`类中的`generate`方法。 + +```python +@torch.inference_mode() + def generate(self, idx, stop_id=None, max_new_tokens=256, temperature=1.0, top_k=None): + """ + 给定输入序列 idx(形状为 (bz,seq_len) 的长整型张量),通过多次生成新 token 来完成序列。 + 在 model.eval() 模式下运行。效率较低的采样版本,没有使用键k/v cache。 + """ + index = idx.shape[1] + for _ in range(max_new_tokens): + # 如果序列上下文过长,截断它到最大长度 + idx_cond = idx if idx.size(1) <= self.args.max_seq_len else idx[:, -self.args.max_seq_len:] + + # 前向传播获取序列中最后一个位置的 logits + logits = self(idx_cond).logits + logits = logits[:, -1, :] # 只保留最后一个时间步的输出 + + if temperature == 0.0: + # 选择最有可能的索引 + _, idx_next = torch.topk(logits, k=1, dim=-1) + else: + # 缩放 logits 并应用 softmax + logits = logits / temperature + if top_k is not None: + v, _ = torch.topk(logits, min(top_k, logits.size(-1))) + logits[logits < v[:, [-1]]] = -float('Inf') + probs = F.softmax(logits, dim=-1) + idx_next = torch.multinomial(probs, num_samples=1) + + + if idx_next == stop_id: + break + + # 将采样的索引添加到序列中并继续 + idx = torch.cat((idx, idx_next), dim=1) + + return idx[:, index:] # 只返回生成的token + +``` + +在 `generate` 方法中,我们首先获取序列中最后一个位置的 `logits`,然后基于这些 `logits` 生成新的 `token`。接着,生成的新 `token` 会被添加到序列中,模型随后会继续生成下一个 `token`。通过这种迭代过程,我们能够生成完整的文本。 + +接下来就是最重要的部分,训练模型! + +> 注:在使用下面代码进行模型训练时,需要指定 `--data_path` 参数为预处理好的数据集路径,例如 `--data_path seq_monkey_datawhale.jsonl`,也需要指定要用哪几张GPU进行训练,例如 `--gpus 0,1`。 + +```python +def get_lr(it, all): + warmup_iters = args.warmup_iters + lr_decay_iters = all + min_lr = args.learning_rate / 10 + + if it < warmup_iters: + return args.learning_rate * it / warmup_iters + + if it > lr_decay_iters: + return min_lr + + decay_ratio = (it - warmup_iters) / (lr_decay_iters - warmup_iters) + assert 0 <= decay_ratio <= 1 + coeff = 0.5 * (1.0 + math.cos(math.pi * decay_ratio)) + return min_lr + coeff * (args.learning_rate - min_lr) + +def train_epoch(epoch): + start_time = time.time() + for step, (X, Y, loss_mask) in enumerate(train_loader): + X = X.to(args.device) + Y = Y.to(args.device) + loss_mask = loss_mask.to(args.device) + + lr = get_lr(epoch * iter_per_epoch + step, args.epochs * iter_per_epoch) + for param_group in optimizer.param_groups: + param_group['lr'] = lr + + with ctx: + out = model(X, Y) + loss = out.last_loss / args.accumulation_steps + loss_mask = loss_mask.view(-1) + loss = torch.sum(loss * loss_mask) / loss_mask.sum() + + scaler.scale(loss).backward() + + if (step + 1) % args.accumulation_steps == 0: + scaler.unscale_(optimizer) + torch.nn.utils.clip_grad_norm_(model.parameters(), args.grad_clip) + + scaler.step(optimizer) + scaler.update() + + optimizer.zero_grad(set_to_none=True) + + if step % args.log_interval == 0: + spend_time = time.time() - start_time + Logger( + 'Epoch:[{}/{}]({}/{}) loss:{:.3f} lr:{:.7f} epoch_Time:{}min:'.format( + epoch + 1, + args.epochs, + step, + iter_per_epoch, + loss.item() * args.accumulation_steps, + optimizer.param_groups[-1]['lr'], + spend_time / (step + 1) * iter_per_epoch // 60 - spend_time // 60)) + if args.use_swanlab: + swanlab.log({ + "loss": loss.item() * args.accumulation_steps, + "lr": optimizer.param_groups[-1]['lr'] + }) + + if (step + 1) % args.save_interval == 0: + model.eval() + ckp = f'{args.save_dir}/pretrain_{lm_config.dim}_{lm_config.n_layers}_{lm_config.vocab_size}.pth' + + # 处理多卡保存 + state_dict = model.module.state_dict() if isinstance(model, torch.nn.DataParallel) else model.state_dict() + torch.save(state_dict, ckp) + model.train() + + if (step + 1) % 20000 == 0: + model.eval() + ckp = f'{args.save_dir}/pretrain_{lm_config.dim}_{lm_config.n_layers}_{lm_config.vocab_size}_step{step+1}.pth' + + state_dict = model.module.state_dict() if isinstance(model, torch.nn.DataParallel) else model.state_dict() + torch.save(state_dict, ckp) + model.train() + + +def init_model(): + def count_parameters(model): + return sum(p.numel() for p in model.parameters() if p.requires_grad) + + tokenizer = AutoTokenizer.from_pretrained('./tokenizer_k/') + + model = Transformer(lm_config) + + # 多卡初始化 + num_gpus = torch.cuda.device_count() + if num_gpus > 1: + Logger(f"Using {num_gpus} GPUs with DataParallel!") + model = torch.nn.DataParallel(model) + + model = model.to(args.device) + Logger(f'LLM总参数量:{count_parameters(model) / 1e6:.3f} 百万') + return model, tokenizer + +if __name__ == "__main__": + parser = argparse.ArgumentParser(description="Tiny-LLM Pretraining") + parser.add_argument("--out_dir", type=str, default="output", help="Output directory") + parser.add_argument("--epochs", type=int, default=1, help="Number of epochs") + parser.add_argument("--batch_size", type=int, default=64, help="Batch size") + parser.add_argument("--learning_rate", type=float, default=2e-4, help="Learning rate") + parser.add_argument("--device", type=str, default="cuda:0" if torch.cuda.is_available() else "cpu", help="Device to use") + parser.add_argument("--dtype", type=str, default="bfloat16", help="Data type") + parser.add_argument("--use_swanlab", type=bool, default=True, help="Use Weights & Biases") + parser.add_argument("--num_workers", type=int, default=8, help="Number of workers for data loading") + parser.add_argument("--data_path", type=str, default="", help="Path to training data") + parser.add_argument("--accumulation_steps", type=int, default=8, help="Gradient accumulation steps") + parser.add_argument("--grad_clip", type=float, default=1.0, help="Gradient clipping threshold") + parser.add_argument("--warmup_iters", type=int, default=0, help="Number of warmup iterations") + parser.add_argument("--log_interval", type=int, default=100, help="Logging interval") + parser.add_argument("--save_interval", type=int, default=1000, help="Model saving interval") + # 添加多卡参数 + parser.add_argument("--gpus", type=str, default='0,1', help="Comma-separated GPU IDs (e.g. '0,1,2')") + + args = parser.parse_args() + + # 设置可见GPU + if args.gpus is not None: + os.environ["CUDA_VISIBLE_DEVICES"] = args.gpus + # 自动设置主设备为第一个GPU + if torch.cuda.is_available(): + args.device = "cuda:0" + else: + args.device = "cpu" + + if args.use_swanlab: + swanlab.login(api_key='your key') + run = swanlab.init( + project="Tiny-LLM", + experiment_name="Pretrain-215M", + config=args, + ) + + lm_config = ModelConfig( + dim=1024, + n_layers=18, + ) + max_seq_len = lm_config.max_seq_len + args.save_dir = os.path.join(args.out_dir) + os.makedirs(args.save_dir, exist_ok=True) + os.makedirs(args.out_dir, exist_ok=True) + torch.manual_seed(42) + device_type = "cuda" if "cuda" in args.device else "cpu" + + ctx = nullcontext() if device_type == "cpu" else torch.cuda.amp.autocast() + + model, tokenizer = init_model() + + train_ds = PretrainDataset(args.data_path, tokenizer, max_length=max_seq_len) + train_loader = DataLoader( + train_ds, + batch_size=args.batch_size, + pin_memory=True, + drop_last=False, + shuffle=True, + num_workers=args.num_workers + ) + + scaler = torch.cuda.amp.GradScaler(enabled=(args.dtype in ['float16', 'bfloat16'])) + optimizer = optim.Adam(model.parameters(), lr=args.learning_rate) + + iter_per_epoch = len(train_loader) + for epoch in range(args.epochs): + train_epoch(epoch) +``` + +### 5.3.4 SFT 训练 + +SFT 训练和预训练的代码基本一样,只是导入的 Dataset 不一样。在这里我们使用的是 SFTDataset,用于多轮对话的训练。 + +```python +import os +import platform +import argparse +import time +import warnings +import math +import pandas as pd +import torch +from torch import optim +from torch.utils.data import DataLoader +from contextlib import nullcontext + +from transformers import AutoTokenizer + +from k_model import ModelConfig, Transformer +from dataset import SFTDataset + +import swanlab + +warnings.filterwarnings('ignore') + + +def Logger(content): + print(content) + +def get_lr(it, all): + warmup_iters = args.warmup_iters + lr_decay_iters = all + min_lr = args.learning_rate / 10 + + if it < warmup_iters: + return args.learning_rate * it / warmup_iters + + if it > lr_decay_iters: + return min_lr + + decay_ratio = (it - warmup_iters) / (lr_decay_iters - warmup_iters) + assert 0 <= decay_ratio <= 1 + coeff = 0.5 * (1.0 + math.cos(math.pi * decay_ratio)) + return min_lr + coeff * (args.learning_rate - min_lr) + +def train_epoch(epoch): + start_time = time.time() + for step, (X, Y, loss_mask) in enumerate(train_loader): + X = X.to(args.device) + Y = Y.to(args.device) + loss_mask = loss_mask.to(args.device) + + lr = get_lr(epoch * iter_per_epoch + step, args.epochs * iter_per_epoch) + for param_group in optimizer.param_groups: + param_group['lr'] = lr + + with ctx: + out = model(X, Y) + loss = out.last_loss / args.accumulation_steps + loss_mask = loss_mask.view(-1) + loss = torch.sum(loss * loss_mask) / loss_mask.sum() + + scaler.scale(loss).backward() + + if (step + 1) % args.accumulation_steps == 0: + scaler.unscale_(optimizer) + torch.nn.utils.clip_grad_norm_(model.parameters(), args.grad_clip) + + scaler.step(optimizer) + scaler.update() + + optimizer.zero_grad(set_to_none=True) + + if step % args.log_interval == 0: + spend_time = time.time() - start_time + Logger( + 'Epoch:[{}/{}]({}/{}) loss:{:.3f} lr:{:.7f} epoch_Time:{}min:'.format( + epoch + 1, + args.epochs, + step, + iter_per_epoch, + loss.item() * args.accumulation_steps, + optimizer.param_groups[-1]['lr'], + spend_time / (step + 1) * iter_per_epoch // 60 - spend_time // 60)) + if args.use_swanlab: + swanlab.log({ + "loss": loss.item() * args.accumulation_steps, + "lr": optimizer.param_groups[-1]['lr'] + }) + + if (step + 1) % args.save_interval == 0: + model.eval() + ckp = f'{args.save_dir}/sft_dim{lm_config.dim}_layers{lm_config.n_layers}_vocab_size{lm_config.vocab_size}.pth' + + # 处理多卡保存 + state_dict = model.module.state_dict() if isinstance(model, torch.nn.DataParallel) else model.state_dict() + torch.save(state_dict, ckp) + model.train() + + if (step + 1) % 20000 == 0: + model.eval() + ckp = f'{args.save_dir}/sft_dim{lm_config.dim}_layers{lm_config.n_layers}_vocab_size{lm_config.vocab_size}_step{step+1}.pth' + + state_dict = model.module.state_dict() if isinstance(model, torch.nn.DataParallel) else model.state_dict() + torch.save(state_dict, ckp) + model.train() + + +def init_model(): + def count_parameters(model): + return sum(p.numel() for p in model.parameters() if p.requires_grad) + + tokenizer = AutoTokenizer.from_pretrained('./tokenizer_k/') + + model = Transformer(lm_config) + + ckp = './base_monkey_215M/pretrain_1024_18_6144.pth' + state_dict = torch.load(ckp, map_location=args.device) + unwanted_prefix = '_orig_mod.' + for k, v in list(state_dict.items()): + if k.startswith(unwanted_prefix): + state_dict[k[len(unwanted_prefix):]] = state_dict.pop(k) + model.load_state_dict(state_dict, strict=False) + + # 多卡初始化 + num_gpus = torch.cuda.device_count() + if num_gpus > 1: + Logger(f"Using {num_gpus} GPUs with DataParallel!") + model = torch.nn.DataParallel(model) + + model = model.to(args.device) + Logger(f'LLM总参数量:{count_parameters(model) / 1e6:.3f} 百万') + return model, tokenizer + + +if __name__ == "__main__": + parser = argparse.ArgumentParser(description="Tiny-LLM Pretraining") + parser.add_argument("--out_dir", type=str, default="output", help="Output directory") + parser.add_argument("--epochs", type=int, default=1, help="Number of epochs") + parser.add_argument("--batch_size", type=int, default=64, help="Batch size") + parser.add_argument("--learning_rate", type=float, default=2e-4, help="Learning rate") + parser.add_argument("--device", type=str, default="cuda:0" if torch.cuda.is_available() else "cpu", help="Device to use") + parser.add_argument("--dtype", type=str, default="bfloat16", help="Data type") + parser.add_argument("--use_swanlab", type=bool, default=True, help="Use Weights & Biases") + parser.add_argument("--num_workers", type=int, default=4, help="Number of workers for data loading") + parser.add_argument("--data_path", type=str, default="", help="Path to training data") + parser.add_argument("--accumulation_steps", type=int, default=4, help="Gradient accumulation steps") + parser.add_argument("--grad_clip", type=float, default=1.0, help="Gradient clipping threshold") + parser.add_argument("--warmup_iters", type=int, default=0, help="Number of warmup iterations") + parser.add_argument("--log_interval", type=int, default=100, help="Logging interval") + parser.add_argument("--save_interval", type=int, default=1000, help="Model saving interval") + # 添加多卡参数 + parser.add_argument("--gpus", type=str, default='0,1', help="Comma-separated GPU IDs (e.g. '0,1,2')") + + args = parser.parse_args() + + # 设置可见GPU + if args.gpus is not None: + os.environ["CUDA_VISIBLE_DEVICES"] = args.gpus + # 自动设置主设备为第一个GPU + if torch.cuda.is_available(): + args.device = "cuda:0" + else: + args.device = "cpu" + + if args.use_swanlab: + swanlab.login(api_key='your key') + run = swanlab.init( + project="Tiny-LLM", + experiment_name="BelleGropu-sft-215M", + config=args, + ) + + lm_config = ModelConfig( + dim=1024, + n_layers=18, + ) + max_seq_len = lm_config.max_seq_len + args.save_dir = os.path.join(args.out_dir) + os.makedirs(args.save_dir, exist_ok=True) + os.makedirs(args.out_dir, exist_ok=True) + torch.manual_seed(42) + device_type = "cuda" if "cuda" in args.device else "cpu" + + ctx = nullcontext() if device_type == "cpu" else torch.cuda.amp.autocast() + + model, tokenizer = init_model() + + train_ds = SFTDataset(args.data_path, tokenizer, max_length=max_seq_len) + train_loader = DataLoader( + train_ds, + batch_size=args.batch_size, + pin_memory=True, + drop_last=False, + shuffle=True, + num_workers=args.num_workers + ) + + scaler = torch.cuda.amp.GradScaler(enabled=(args.dtype in ['float16', 'bfloat16'])) + optimizer = optim.Adam(model.parameters(), lr=args.learning_rate) + + iter_per_epoch = len(train_loader) + for epoch in range(args.epochs): + train_epoch(epoch) +``` + + +### 5.3.4 使用模型生成文本 + +在模型训练完成后,会在`output`目录下生成模型文件,这个文件就是我们训练好的模型。我们可以使用以下命令生成文本。 + +```bash +python model_sample.py +``` + +我们来看下`model_sample.py`文件中的代码,这个文件中定义了一个`TextGenerator`类,用于生成文本。 + +```python +class TextGenerator: + def __init__(self, + checkpoint='out/SkyWork_pretrain_768_12_6144.pth', # 模型检查点路径 + tokenizer_model_path='./tokenizer_k/', # 分词器模型路径 + seed=42, # 随机种子,确保可重复性 + device=None, # 设备,优先使用 CUDA,如果没有可用的 CUDA,则使用 CPU + dtype="bfloat16"): # 数据类型,默认为 float32,可以选择 float16 或 bfloat16 + """ + 初始化 TextGenerator 类,加载模型、设置设备和分词器等。 + """ + # 模型加载配置 + self.checkpoint = checkpoint # 保存的模型检查点路径 + self.tokenizer_model_path = tokenizer_model_path # 分词器模型文件路径 + self.seed = seed # 随机数种子,用于生成的可重复性 + self.device = device or ('cuda:0' if torch.cuda.is_available() else 'cpu') # 根据硬件条件选择设备 + self.dtype = dtype # 模型的浮点数类型 + self.device_type = 'cuda' if 'cuda' in self.device else 'cpu' # 判断当前设备是否为 CUDA + + # 设置随机种子,确保生成的可重复性 + torch.manual_seed(seed) # 设置 CPU 随机种子 + torch.cuda.manual_seed(seed) # 设置 CUDA 随机种子 + torch.backends.cuda.matmul.allow_tf32 = True # 允许 CUDA 使用 TF32 精度进行矩阵乘法运算 + torch.backends.cudnn.allow_tf32 = True # 允许 cuDNN 使用 TF32 精度加速 + + # 根据 dtype 选择适当的自动混合精度上下文 + ptdtype = {'float32': torch.float32, 'bfloat16': torch.bfloat16, 'float16': torch.float16}[self.dtype] + self.ctx = nullcontext() if self.device_type == 'cpu' else torch.amp.autocast(device_type=self.device_type, dtype=ptdtype) + + # 加载模型检查点文件 + checkpoint_dict = torch.load(self.checkpoint, map_location=self.device) # 加载模型参数 # 初始化模型参数 + self.model = Transformer(ModelConfig(dim=1024, n_layers=18)) # 实例化 Transformer 模型 + sunwanted_prefix = '_orig_mod.' + for k, v in list(checkpoint_dict.items()): + if k.startswith(sunwanted_prefix): + checkpoint_dict[k[len(sunwanted_prefix):]] = checkpoint_dict.pop(k) + self.model.load_state_dict(checkpoint_dict, strict=False) + + # 计算模型参数量 + num_params = sum(p.numel() for p in self.model.parameters() if p.requires_grad) + print(f"Model has {num_params / 1e6:.3f} M parameters.") + # 设置模型为评估模式(evaluation mode),防止训练模式下的 dropout 等操作影响结果 + self.model.eval() + # 将模型放置到正确的设备上(GPU 或 CPU) + self.model.to(self.device) + # 初始化分词器 + self.tokenizer = AutoTokenizer.from_pretrained(self.tokenizer_model_path) # 根据指定的路径加载分词器 + + def chat_template(self, prompt): + message = [ + {"role": "system", "content": "你是一个AI助手。"}, + {"role": "user", "content": prompt} + ] + return self.tokenizer.apply_chat_template(message, tokenize=False, add_generation_prompt=True) + + def sft_sample(self, + start="Hello!", # 生成文本的起始提示词,可以是任意字符串 + num_samples=3, # 生成样本的数量,默认生成 3 个样本 + max_new_tokens=256, # 每个样本生成的最大 token 数,默认最多生成 256 个 token + temperature=0.7, # 控制生成的随机性,1.0 为标准,值越大越随机 + top_k=300): # 保留概率最高的 top_k 个 token,限制生成时的选择范围 + """ + 根据给定的起始文本生成样本。 + + :param start: 生成文本的起始提示词 + :param num_samples: 要生成的文本样本数 + :param max_new_tokens: 每个样本生成的最大 token 数 + :param temperature: 控制生成的随机性,值越小生成越确定,值越大生成越随机 + :param top_k: 限制生成时选择的 token 范围 + :return: 生成的文本样本列表 + """ + start = self.chat_template(start) + # 将起始文本编码为 token id 序列 + start_ids = self.tokenizer(start).data['input_ids'] + # print('start_ids:', start_ids) + x = (torch.tensor(start_ids, dtype=torch.long, device=self.device)[None, ...]) # 将编码后的 token id 转为 PyTorch 张量 + generated_texts = [] # 用于保存生成的文本样本 + with torch.no_grad(): # 禁用梯度计算,提升效率 + with self.ctx: # 进入自动混合精度的上下文(如果是 GPU 并使用 float16 时) + for k in range(num_samples): # 循环生成指定数量的样本 + y = self.model.generate(x, self.tokenizer.eos_token_id, max_new_tokens, temperature=temperature, top_k=top_k) # 生成文本 + generated_texts.append(self.tokenizer.decode(y[0].tolist())) # 解码生成的 token 序列为可读文本 + return generated_texts # 返回生成的文本样本 + + + def pretrain_sample(self, + start="Hello!", # 生成文本的起始提示词,可以是任意字符串 + num_samples=3, # 生成样本的数量,默认生成 3 个样本 + max_new_tokens=256, # 每个样本生成的最大 token 数,默认最多生成 256 个 token + temperature=0.7, # 控制生成的随机性,1.0 为标准,值越大越随机 + top_k=300): # 保留概率最高的 top_k 个 token,限制生成时的选择范围 + """ + 根据给定的起始文本生成样本。 + + :param start: 生成文本的起始提示词 + :param num_samples: 要生成的文本样本数 + :param max_new_tokens: 每个样本生成的最大 token 数 + :param temperature: 控制生成的随机性,值越小生成越确定,值越大生成越随机 + :param top_k: 限制生成时选择的 token 范围 + :return: 生成的文本样本列表 + """ + # 如果 start 是以 'FILE:' 开头,表示从文件中读取起始文本 + if start.startswith('FILE:'): + with open(start[5:], 'r', encoding='utf-8') as f: + start = f.read() # 读取文件内容作为起始文本 + + # 将起始文本编码为 token id 序列 + start_ids = self.tokenizer(start).data['input_ids'] + # print('start_ids:', start_ids) + x = (torch.tensor(start_ids, dtype=torch.long, device=self.device)[None, ...]) # 将编码后的 token id 转为 PyTorch 张量 + # print(x.shape) + generated_texts = [] # 用于保存生成的文本样本 + with torch.no_grad(): # 禁用梯度计算,提升效率 + with self.ctx: # 进入自动混合精度的上下文(如果是 GPU 并使用 float16 时) + for k in range(num_samples): # 循环生成指定数量的样本 + y = self.model.generate(x, max_new_tokens=max_new_tokens, temperature=temperature, top_k=top_k) # 生成文本 + generated_texts.append(self.tokenizer.decode(y[0].tolist())) # 解码生成的 token 序列为可读文本 + + return generated_texts # 返回生成的文本样本 +``` + +最后我们来看一下模型输出的结果: + +``` +------------------- SFT Sample ------------------- + +Model has 215.127 M parameters. + +Sample 1: +Question: 你好呀 +AI answer: 你好!有什么我可以帮你的吗? +-------------------- + +Sample 2: +Question: 中国的首都是哪里? +AI answer: 中国的首都是北京。 +-------------------- + +Sample 3: +Question: 1+1等于多少? +AI answer: 1+1等于2。 +-------------------- +------------------- Pretrain Sample ------------------- + +Model has 215.127 M parameters. + +Sample 1: +<|im_start|>北京大学是中国最早建立的研究型大学之一,是我国最早设置研究生院的高校之一,是第一、二国教育委员会师资培训基地;北京大学是第一、二所国立大学,其校名与北京大学相同。 +北京大学录取标准:本科三批1万元,本科一批1万元,本科一批2000元,专科一批2000元,高中起点:非本科一批 +-------------------- + +Sample 2: +<|im_start|>中国矿业大学(北京)地球科学与测绘工程学院副教授黄河流域地质学科带头人古建平教授为大家介绍世界地质变化的概念及工作经验。 +古建平教授介绍了最近几年的植物学和地质学的基本概念,尤其是树都黄河、松涛、暗河等都有地质学工作者的身影,其中树都黄河以分布面积最大,是树都黄河中华砂岩公园的主景区。 +黄河内蒙古 +-------------------- +``` + +到这里,我们的模型就训绽完成了,恭喜你训练了一个属于你自己的大模型。 + +> 大家在训练的时候可以将 batch 调的低一些,这样可以减少显存的占用,避免显存不足的问题。当然这样会增加训练时间,可以根据自己的显卡显存大小来调整 batch 的大小。实测 Pretrain batch 为 4 的情况下只需要 7G 显存,训练时长预计 533 小时。作者是在 4卡A100上进行训练的,预训练一共耗时26小时,SFT 阶段在 BelleGroup 350万条中文指令训练 4 小时。 + +**参考资料** + +- [llama2.c](https://github.com/karpathy/llama2.c) +- [llm.c](https://github.com/karpathy/llm.c) +- [tokenizers](https://huggingface.co/docs/tokenizers/index) +- [SkyWork 150B](https://huggingface.co/datasets/Skywork/SkyPile-150B) +- [BelleGroup](https://huggingface.co/datasets/BelleGroup/train_3.5M_CN) +- [minimind](https://github.com/jingyaogong/minimind) +- [出门问问序列猴子开源数据集](https://github.com/mobvoi/seq-monkey-data) \ No newline at end of file diff --git a/docs/chapter7/7.1 LLM的评测.md b/docs/chapter7/7.1 LLM的评测.md index 55bf5e3..50e54c5 100644 --- a/docs/chapter7/7.1 LLM的评测.md +++ b/docs/chapter7/7.1 LLM的评测.md @@ -44,19 +44,19 @@ 由Hugging Face提供的开放式榜单,汇集了多个开源大模型的评测结果,帮助用户了解不同模型在各种任务上的表现。该榜单通过多个标准化测试集来评估模型的性能,并通过持续更新的方式反映最新的技术进展,为研究者和开发者提供了高价值的对比参考。 -![Open LLM Leaderboard](./images/8-1-Open%20LLM%20Leaderboard.png) +![Open LLM Leaderboard](./images/7-1-Open%20LLM%20Leaderboard.png) ### lmsys Chatbot Arena Leaderboard 由lmsys提供的聊天机器人评测榜单,通过多维度的评估,展示各类大模型在对话任务中的能力。该榜单采用真实用户与模型交互的方式来评测对话质量,重点考察模型的自然语言生成能力、上下文理解能力以及用户满意度,是当前评估聊天机器人性能的重要工具。 -![lmsys Chatbot Arena Leaderboard](./images/8-1-lmsys%20Chatbot%20Arena%20Leaderboard.png) +![lmsys Chatbot Arena Leaderboard](./images/7-1-lmsys%20Chatbot%20Arena%20Leaderboard.png) ### OpenCompass OpenCompass是国内的评测榜单,针对大模型在多种语言和任务上的表现进行评估,提供了中国市场特定应用的参考。该榜单结合了中文语言理解和多语言能力的测试,以适应本地化需求,并特别关注大模型在中文语境下的准确性、鲁棒性和适应性,为国内企业和研究者选择合适的模型提供了重要参考。 -![OpenCompass](./images/8-1-opencompass.png) +![OpenCompass](./images/7-1-opencompass.png) ## 7.1.3 特定的评测榜单 @@ -72,9 +72,9 @@ OpenCompass是国内的评测榜单,针对大模型在多种语言和任务上 - 医疗榜:基于MedBench评测集,评估大语言模型在医学知识问答、安全伦理理解等方面的表现。由上海人工智能实验室提供。 -![alt text](./images/8-1-垂直领域榜单.png) +![alt text](./images/7-1-垂直领域榜单.png) -**参考文献** +**参考资料** - [Open LLM Leaderboard](https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard) - [lmsys Chatbot Arena Leaderboard](https://huggingface.co/spaces/awacke1/lmsys-chatbot-arena-leaderboard) diff --git a/docs/chapter7/7.3 RAG.md b/docs/chapter7/7.2 RAG.md similarity index 98% rename from docs/chapter7/7.3 RAG.md rename to docs/chapter7/7.2 RAG.md index 9be9bc9..8d49bbe 100644 --- a/docs/chapter7/7.3 RAG.md +++ b/docs/chapter7/7.2 RAG.md @@ -1,6 +1,6 @@ -# 7.3 RAG +# 7.2 RAG -## 7.3.1 RAG 的基本原理 +## 7.2.1 RAG 的基本原理 大语言模型(LLM)在生成内容时,虽然具备强大的语言理解和生成能力,但也面临着一些挑战。例如,LLM有时会生成不准确或误导性的内容,这被称为大模型“幻觉”。此外,模型所依赖的训练数据可能过时,尤其在面对最新的信息时,生成结果的准确性和时效性难以保证。对于特定领域的专业知识,LLM 的处理效率也较低,无法深入理解复杂的领域知识。因此,如何提升大模型的生成质量和效率,成为了当前研究的重要方向。 @@ -8,7 +8,7 @@ RAG 的核心原理在于将“检索”与“生成”结合:当用户提出查询时,系统首先通过检索模块找到与问题相关的文本片段,然后将这些片段作为附加信息传递给语言模型,模型据此生成更为精准和可靠的回答。通过这种方式,RAG 有效缓解了大语言模型的“幻觉”问题,因为生成的内容建立在真实文档的基础上,使得答案更具可追溯性和可信度。同时,由于引入了最新的信息源,RAG 技术大大加快了知识更新速度,使得系统可以及时吸收和反映最新的领域动态。 -## 7.3.2 搭建一个 RAG 框架 +## 7.2.2 搭建一个 RAG 框架 接下来我会带领大家一步一步实现一个简单的RAG模型,这个模型是基于RAG的一个简化版本,我们称之为Tiny-RAG。Tiny-RAG只包含了RAG的核心功能,即检索和生成,其目的是帮助大家更好地理解RAG模型的原理和实现。 @@ -26,7 +26,7 @@ RAG的基本结构有哪些呢? 上述这些也就是TinyRAG的所有模块内容。 -![](./images/8-3-tinyrag.png) +![](./images/7-2-tinyrag.png) 接下来,让我们梳理一下RAG的流程是什么样的呢? @@ -36,7 +36,7 @@ RAG的基本结构有哪些呢? 如下图所示的流程,图片出处 ***[Retrieval-Augmented Generation for Large Language Models: A Survey](https://arxiv.org/pdf/2312.10997.pdf)*** -![alt text](./images/8-3-rag.png) +![alt text](./images/7-2-rag.png) ### Step 2: 向量化 diff --git a/docs/chapter7/7.4 Agent.md b/docs/chapter7/7.4 Agent.md index 1972e3a..513cb10 100644 --- a/docs/chapter7/7.4 Agent.md +++ b/docs/chapter7/7.4 Agent.md @@ -1,6 +1,6 @@ -# 7.4 Agent +# 7.3 Agent -## 7.4.1 什么是 LLM Agent? +## 7.3.1 什么是 LLM Agent? 简单来说,大模型Agent是一个以LLM为核心“大脑”,并赋予其自主规划、记忆和使用工具能力的系统。 它不再仅仅是被动地响应用户的提示(Prompt),而是能够: @@ -12,11 +12,11 @@ 传统的LLM像一个知识渊博但只能纸上谈兵的图书馆员,而 LLM Agent 则更像一个全能的私人助理,不仅懂得多,还能跑腿办事,甚至能主动思考最优方案。 -![Agent 工作原理](./images/7-4-Agent工作原理.png) +![Agent 工作原理](./images/7-3-Agent工作原理.png) LLM Agent 通过将大型语言模型的强大语言理解和生成能力与规划、记忆和工具使用等关键模块相结合,实现了超越传统大模型的自主性和复杂任务处理能力,这种能力使得 LLM Agent 在许多垂直领域(如法律、医疗、金融等)都具有广泛的应用潜力。 -## 7.4.2 LLM Agent 的类型 +## 7.3.2 LLM Agent 的类型 虽然LLM Agent的概念还在快速发展中,但根据其设计理念和能力侧重,我们可以大致将其分为几类: @@ -40,5 +40,260 @@ LLM Agent 通过将大型语言模型的强大语言理解和生成能力与规 - 工作方式: 可能包含更复杂的记忆和反思机制,能够根据成功或失败的经验调整未来的规划和行动。 - 例子: 能在未知软件环境中自主探索学习如何操作的Agent,或者在玩游戏时不断提升策略的Agent。 -## 7.4.3 动手构造一个 Tiny-Agent +## 7.3.3 动手构造一个 Tiny-Agent + +我们来基于 `openai` 库和其 `tool_calls` 功能,动手构造一个 Tiny-Agent,这个 Agent 是一个简单的任务导向型 Agent,它能够根据用户的输入,回答一些简单的问题。 + +最终的实现效果如下: + +
+ +
+ +### Step 1 : 初始化客户端和模型 + +首先,我们需要一个能够调用大模型的客户端。这里我们使用 `openai` 库,并配置其指向一个兼容 OpenAI API 的服务终端,例如 [SiliconFlow](https://cloud.siliconflow.cn/i/ybUFvmqK)。同时,指定要使用的模型,如 `Qwen/Qwen2.5-32B-Instruct`。 + +```python +from openai import OpenAI + +# 初始化 OpenAI 客户端 +client = OpenAI( + api_key="YOUR_API_KEY", # 替换为你的 API Key + base_url="https://api.siliconflow.cn/v1", # 使用 SiliconFlow 的 API 地址 +) + +# 指定模型名称 +model_name = "Qwen/Qwen2.5-32B-Instruct" +``` + +> **注意:** 你需要将 `YOUR_API_KEY` 替换为你从 [SiliconFlow](https://cloud.siliconflow.cn/i/ybUFvmqK) 或其他服务商获取的有效 API Key。 + +### Step 2: 定义工具函数 + +我们在 `src/tools.py` 文件中定义 Agent 可以使用的工具函数。每个函数都需要有清晰的文档字符串(docstring),描述其功能和参数,因为这将用于自动生成工具的 JSON Schema。 + +```python +# src/tools.py +from datetime import datetime + +# 获取当前日期和时间 +def get_current_datetime() -> str: + """ + 获取当前日期和时间。 + :return: 当前日期和时间的字符串表示。 + """ + current_datetime = datetime.now() + formatted_datetime = current_datetime.strftime("%Y-%m-%d %H:%M:%S") + return formatted_datetime + +def add(a: float, b: float): + """ + 计算两个浮点数的和。 + :param a: 第一个浮点数。 + :param b: 第二个浮点数。 + :return: 两个浮点数的和。 + """ + return a + b + +def compare(a: float, b: float): + """ + 比较两个浮点数的大小。 + :param a: 第一个浮点数。 + :param b: 第二个浮点数。 + :return: 比较结果的字符串表示。 + """ + if a > b: + return f'{a} is greater than {b}' + elif a < b: + return f'{b} is greater than {a}' + else: + return f'{a} is equal to {b}' + +def count_letter_in_string(a: str, b: str): + """ + 统计字符串中某个字母的出现次数。 + :param a: 要搜索的字符串。 + :param b: 要统计的字母。 + :return: 字母在字符串中出现的次数。 + """ + return a.count(b) + +# ... (可能还有其他工具函数) +``` + +为了让 OpenAI API 理解这些工具,我们需要将它们转换成特定的 JSON Schema 格式。这可以通过 `src/utils.py` 中的 `function_to_json` 辅助函数完成。 + +```python +# src/utils.py (部分) +import inspect + +def function_to_json(func) -> dict: + # ... (函数实现细节) + # 返回符合 OpenAI tool schema 的字典 + return { + "type": "function", + "function": { + "name": func.__name__, + "description": inspect.getdoc(func), + "parameters": { + "type": "object", + "properties": parameters, + "required": required, + }, + }, + } +``` + +### Step 3: 构造 Agent 类 + +我们在 `src/core.py` 文件中定义 `Agent` 类。这个类负责管理对话历史、调用 OpenAI API、处理工具调用请求以及执行工具函数。 + +```python +# src/core.py (部分) +from openai import OpenAI +import json +from typing import List, Dict, Any +from utils import function_to_json +# 导入定义好的工具函数 +from tools import get_current_datetime, add, compare, count_letter_in_string + +SYSREM_PROMPT = """ +你是一个叫不要葱姜蒜的人工智能助手。你的输出应该与用户的语言保持一致。 +当用户的问题需要调用工具时,你可以从提供的工具列表中调用适当的工具函数。 +""" + +class Agent: + def __init__(self, client: OpenAI, model: str = "Qwen/Qwen2.5-32B-Instruct", tools: List=[], verbose : bool = True): + self.client = client + self.tools = tools # 存储可用的工具函数列表 + self.model = model + self.messages = [ + {"role": "system", "content": SYSREM_PROMPT}, + ] + self.verbose = verbose + + def get_tool_schema(self) -> List[Dict[str, Any]]: + # 使用 utils.function_to_json 获取所有工具的 JSON Schema + return [function_to_json(tool) for tool in self.tools] + + def handle_tool_call(self, tool_call): + # 处理来自模型的工具调用请求 + function_name = tool_call.function.name + function_args = tool_call.function.arguments + function_id = tool_call.id + + # 动态执行工具函数 + # 注意:实际应用中应添加更严格的安全检查 + function_call_content = eval(f"{function_name}(**{function_args})") + + # 返回工具执行结果给模型 + return { + "role": "tool", + "content": function_call_content, + "tool_call_id": function_id, + } + + def get_completion(self, prompt) -> str: + # 主对话逻辑 + self.messages.append({"role": "user", "content": prompt}) + + # 第一次调用模型,传入工具 Schema + response = self.client.chat.completions.create( + model=self.model, + messages=self.messages, + tools=self.get_tool_schema(), + stream=False, + ) + + # 检查模型是否请求调用工具 + if response.choices[0].message.tool_calls: + tool_list = [] + # 处理所有工具调用请求 + for tool_call in response.choices[0].message.tool_calls: + # 执行工具并将结果添加到消息历史中 + self.messages.append(self.handle_tool_call(tool_call)) + tool_list.append(tool_call.function.name) + if self.verbose: + print("调用工具:", tool_list) + + # 第二次调用模型,传入工具执行结果 + response = self.client.chat.completions.create( + model=self.model, + messages=self.messages, + tools=self.get_tool_schema(), # 再次传入 Schema 可能有助于模型理解上下文 + stream=False, + ) + + # 将最终的助手回复添加到消息历史 + self.messages.append({"role": "assistant", "content": response.choices[0].message.content}) + return response.choices[0].message.content +``` + +这个 Agent 的工作流程如下: +1. 接收用户输入。 +2. 调用大模型(如 Qwen),并告知其可用的工具及其 Schema。 +3. 如果模型决定调用工具,Agent 会解析请求,执行相应的 Python 函数。 +4. Agent 将工具的执行结果返回给模型。 +5. 模型根据工具结果生成最终回复。 +6. Agent 将最终回复返回给用户。 + +
+ +
+ +### Step 4: 运行 Agent + +现在我们可以实例化并运行 Agent。在 `demo.py` 的 `if __name__ == "__main__":` 部分提供了一个简单的命令行交互示例。 + +```python +# demo.py (部分) +if __name__ == "__main__": + client = OpenAI( + api_key="YOUR_API_KEY", # 替换为你的 API Key + base_url="https://api.siliconflow.cn/v1", + ) + + # 创建 Agent 实例,传入 client、模型名称和工具函数列表 + agent = Agent( + client=client, + model="Qwen/Qwen2.5-32B-Instruct", + tools=[get_current_datetime, add, compare, count_letter_in_string], + verbose=True # 设置为 True 可以看到工具调用信息 + ) + + # 开始交互式对话循环 + while True: + # 使用彩色输出区分用户输入和AI回答 + prompt = input("\033[94mUser: \033[0m") # 蓝色显示用户输入提示 + if prompt.lower() == "exit": + break + response = agent.get_completion(prompt) + print("\033[92mAssistant: \033[0m", response) # 绿色显示AI助手回答 +``` + +运行 `python src/core.py` 后,你可以开始提问。如果问题需要调用工具,Agent 会自动处理。 + +**示例交互:** + +```bash +User: 你好 +Assistant: 你好!有什么可以帮助你的吗? +User: 9.12和9 .2哪个更大? +调用工具: ['compare'] +Assistant: 9.2 比 9.12 更大。 +User: 为什么? +Assistant: 当我们比较9.12和9.2时,可以将它们看作是9.12和9.20。由于9.20在小数点后第二位是0,而9.12在小数点后第二位是2,所以在小数点后第一位相等的情况下,9.20(即9.2)大于9.12。因此,9.2 比 9.12 更大。 +User: strawberry中有几个r? +调用工具: ['count_letter_in_string'] +Assistant: 单词 "strawberry" 中有3个字母 'r'。 +User: 你确信嘛? +调用工具: ['count_letter_in_string'] +Assistant: 是的,我确定。单词 "strawberry" 中确实有3个字母 'r'。让我们再次确认一下,"strawberry" 中的 'r' 确实出现了3次。 +User: 好的 你很薄,现在几点 了? +调用工具: ['get_current_datetime'] +Assistant: 当前的时间是2025年4月26日17:01:33。不过,我注意到您提到“你很薄”,这似乎是一个打字错误,如果您有任何其他问题或者需要进一步的帮助,请告诉我! +User: exit +``` + diff --git a/docs/chapter7/TinyAgent b/docs/chapter7/TinyAgent new file mode 160000 index 0000000..84efd12 --- /dev/null +++ b/docs/chapter7/TinyAgent @@ -0,0 +1 @@ +Subproject commit 84efd12af5efdb3cc9a7fac06ecfbc51b0919759 diff --git a/docs/chapter7/images/8-1-Open LLM Leaderboard.png b/docs/chapter7/images/7-1-Open LLM Leaderboard.png similarity index 100% rename from docs/chapter7/images/8-1-Open LLM Leaderboard.png rename to docs/chapter7/images/7-1-Open LLM Leaderboard.png 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z-2Z6m|Iww$&HeYAFj+X)5v!2EB=!tiKGa1K51XMq4G}Lfw%Lv0xW~62;J`Pf;QUV}Cl0PX)3ey(RH&L4sHa;Nk ztybzX?CrA%Ztm;MJfDmt>s3G JJ1ciY{0DEspc4Q9 literal 0 HcmV?d00001 diff --git a/docs/chapter7/第七章 大模型应用.md b/docs/chapter7/第七章 大模型应用.md new file mode 100644 index 0000000..4ae37f3 --- /dev/null +++ b/docs/chapter7/第七章 大模型应用.md @@ -0,0 +1,684 @@ +# 大模型应用 + +## 7.1 LLM 的评测 + +近年来,随着人工智能领域的迅猛发展,大规模预训练语言模型(简称大模型)成为了推动技术进步的核心力量。这些大模型在自然语言处理等任务中展现出了令人惊叹的能力。然而,要准确衡量一个大模型的性能,必须依靠科学而合理的评测。 + +什么是大模型评测?大模型评测就是通过各种标准化的方法和数据集,对大模型在不同任务上的表现进行量化和比较。这些评测不仅包括模型在特定任务上的准确性,还涉及模型的泛化能力、推理速度、资源消耗等多个方面。通过评测,我们能够更全面地了解大模型的实际表现,以及它们在现实世界中的应用潜力。 + +大模型的开发成本高昂,涉及大量的计算资源和数据,因此评测对于确保模型的实际价值至关重要。首先,评测能够揭示模型在各种任务中的表现,帮助研究人员和企业判断模型的适用性和可靠性。其次,评测可以暴露模型的潜在弱点,例如偏见、鲁棒性问题等,从而为进一步优化和改进提供依据。此外,公平、公开的评测还为学术界和工业界提供了一个共同的标准,促进了技术的交流与进步。 + +### 7.1.1 LLM 的评测数据集 + +在大模型的评测过程中,使用标准化的评测集至关重要。目前,主流的大模型评测集主要从以下几个方面进行评估,每个评测集都有其独特的用途和典型应用场景: + +1. **通用评测集**: + - **MMLU(Massive Multitask Language Understanding)**:MMLU评测模型在多种任务中的理解能力,包括各类学科和知识领域。具体包含了历史、数学、物理、生物、法律等任务类型,全面考察模型在不同学科的知识储备和语言理解能力。 + +2. **工具使用评测集**: + - **BFCL V2**:用于评测模型在复杂工具使用任务中的表现,特别是在执行多步骤操作时的正确性和效率。这些任务通常涉及与数据库交互或执行特定指令,以模拟实际工具使用场景。 + - **Nexus**:用于测试模型在多步骤操作中的工具使用能力,主要评估其在多任务操作中的协调性和任务管理能力,如进行文件操作、数据整合等复杂流程。 + +3. **数学评测集**: + - **GSM8K**:GSM8K是一个包含小学数学问题的数据集,用于测试模型的数学推理和逻辑分析能力。具体任务包括算术运算、简单方程求解、数字推理等。GSM8K中的问题虽然看似简单,但模型需要理解问题语义并进行正确的数学运算,体现了逻辑推理和语言理解的双重挑战。 + - **MATH**:MATH数据集用于测试模型在更复杂的数学问题上的表现,包括代数和几何。 + +4. **推理评测集**: + - **ARC Challenge**:ARC Challenge评测模型在科学推理任务中的表现,尤其是常识性和科学性问题的解答,典型应用场景包括科学考试题解答和百科问答系统的开发。 + - **GPQA**:用于评测模型在零样本条件下对开放性问题的回答能力,通常应用于客服聊天机器人和知识问答系统中,帮助模型在缺乏特定领域数据的情况下给出合理的回答。 + - **HellaSwag**:评测模型在复杂语境下选择最符合逻辑的答案的能力,适用于故事续写、对话生成等需要高水平理解和推理的场景。 + +5. **长文本理解评测集**: + - **InfiniteBench/En.MC**:评测模型在处理长文本阅读理解方面的能力,尤其是对科学文献的理解,适用于学术文献自动摘要、长篇报道分析等应用场景。 + - **NIH/Multi-needle**:用于测试模型在多样本长文档环境中的理解和总结能力,应用于政府报告解读、企业内部长文档分析等需要处理海量信息的场景。 + +6. **多语言评测集**: + - **MGSM**:用于评估模型在不同语言下的数学问题解决能力,考察模型的多语言适应性,尤其适用于国际化环境中的数学教育和跨语言技术支持场景。 + +这些评测集的多样性帮助我们全面评估大模型在不同任务和应用场景中的表现,确保模型在处理多样化任务时能够保持高效和精准的表现。例如,在MMLU评测中,某些大模型在历史、物理等学科任务中表现优异,展现出对多领域知识的深度理解;在GSM8K数学评测中,最新的大模型在算术和方程求解方面表现接近甚至超越了一些人类基准,显示出在复杂数学推理任务中的潜力。这些实际评测结果展示了模型在各类复杂任务中的进步和应用潜力。 + + +### 7.1.2 主流的评测榜单 + +大模型的评测不仅限于使用特定的数据集,许多机构还会根据评测结果发布模型排行榜,这些榜单为学术界和工业界提供了重要的参考,帮助他们了解当前最前沿的技术和模型。以下是一些主流的评测榜单: + +#### Open LLM Leaderboard + +由Hugging Face提供的开放式榜单,汇集了多个开源大模型的评测结果,帮助用户了解不同模型在各种任务上的表现。该榜单通过多个标准化测试集来评估模型的性能,并通过持续更新的方式反映最新的技术进展,为研究者和开发者提供了高价值的对比参考。 + +![Open LLM Leaderboard](./images/7-1-Open%20LLM%20Leaderboard.png) + +#### lmsys Chatbot Arena Leaderboard + +由lmsys提供的聊天机器人评测榜单,通过多维度的评估,展示各类大模型在对话任务中的能力。该榜单采用真实用户与模型交互的方式来评测对话质量,重点考察模型的自然语言生成能力、上下文理解能力以及用户满意度,是当前评估聊天机器人性能的重要工具。 + +![lmsys Chatbot Arena Leaderboard](./images/7-1-lmsys%20Chatbot%20Arena%20Leaderboard.png) + +#### OpenCompass + +OpenCompass是国内的评测榜单,针对大模型在多种语言和任务上的表现进行评估,提供了中国市场特定应用的参考。该榜单结合了中文语言理解和多语言能力的测试,以适应本地化需求,并特别关注大模型在中文语境下的准确性、鲁棒性和适应性,为国内企业和研究者选择合适的模型提供了重要参考。 + +![OpenCompass](./images/7-1-opencompass.png) + +### 7.1.3 特定的评测榜单 + +此外,还有针对不同领域特定任务的大模型评测榜单,这些榜单专注于特定应用领域,帮助用户了解大模型在某一垂直领域的能力: + +- 金融榜:基于CFBenchmark评测集,评估大模型在金融自然语言处理、金融预测计算、金融分析与安全检查等多项基础任务中的能力。由同济大学与上海人工智能实验室及东方财经提供。 + +- 安全榜:基于Flames评测集,评估大模型在公平、安全、数据保护以及合法五大维度的抗性,帮助深入了解模型在安全性上的表现。由上海人工智能实验室与复旦大学提供。 + +- 通识榜:基于BotChat评测集,评估大语言模型生成日常多轮对话能力的综合程度,判断模型在对话中是否具备类人水平。由上海人工智能实验室提供。 + +- 法律榜:基于LawBench评测集,评估模型在法律领域的理解、推理和应用能力,涵盖法律问题回答、文本生成、法律判例分析等任务。由南京大学提供。 + +- 医疗榜:基于MedBench评测集,评估大语言模型在医学知识问答、安全伦理理解等方面的表现。由上海人工智能实验室提供。 + +![alt text](./images/7-1-垂直领域榜单.png) + + +## 7.2 RAG + +### 7.2.1 RAG 的基本原理 + +大语言模型(LLM)在生成内容时,虽然具备强大的语言理解和生成能力,但也面临着一些挑战。例如,LLM有时会生成不准确或误导性的内容,这被称为大模型“幻觉”。此外,模型所依赖的训练数据可能过时,尤其在面对最新的信息时,生成结果的准确性和时效性难以保证。对于特定领域的专业知识,LLM 的处理效率也较低,无法深入理解复杂的领域知识。因此,如何提升大模型的生成质量和效率,成为了当前研究的重要方向。 + +在这样的背景下,检索增强生成(Retrieval-Augmented Generation,RAG)技术应运而生,成为AI领域中的一大创新趋势。RAG 在生成答案之前,首先从外部的大规模文档数据库中检索出相关信息,并将这些信息融入到生成过程之中,从而指导和优化语言模型的输出。这一流程不仅极大地提升了内容生成的准确性和相关性,还使得生成的内容更加符合实时性要求。 + +RAG 的核心原理在于将“检索”与“生成”结合:当用户提出查询时,系统首先通过检索模块找到与问题相关的文本片段,然后将这些片段作为附加信息传递给语言模型,模型据此生成更为精准和可靠的回答。通过这种方式,RAG 有效缓解了大语言模型的“幻觉”问题,因为生成的内容建立在真实文档的基础上,使得答案更具可追溯性和可信度。同时,由于引入了最新的信息源,RAG 技术大大加快了知识更新速度,使得系统可以及时吸收和反映最新的领域动态。 + +### 7.2.2 搭建一个 RAG 框架 + +接下来我会带领大家一步一步实现一个简单的RAG模型,这个模型是基于RAG的一个简化版本,我们称之为Tiny-RAG。Tiny-RAG只包含了RAG的核心功能,即检索和生成,其目的是帮助大家更好地理解RAG模型的原理和实现。 + +#### Step 1: RAG流程介绍 + +RAG通过在语言模型生成答案之前,先从广泛的文档数据库中检索相关信息,然后利用这些信息来引导生成过程,从而极大地提升了内容的准确性和相关性。RAG有效地缓解了幻觉问题,提高了知识更新的速度,并增强了内容生成的可追溯性,使得大型语言模型在实际应用中变得更加实用和可信。 + +RAG的基本结构有哪些呢? + +- 向量化模块:用来将文档片段向量化。 +- 文档加载和切分模块:用来加载文档并切分成文档片段。 +- 数据库:存放文档片段及其对应的向量表示。 +- 检索模块:根据Query(问题)检索相关的文档片段。 +- 大模型模块:根据检索到的文档回答用户的问题。 + +上述这些也就是TinyRAG的所有模块内容。 + +![](./images/7-2-tinyrag.png) + +接下来,让我们梳理一下RAG的流程是什么样的呢? + +- **索引**:将文档库分割成较短的片段,并通过编码器构建向量索引。 +- **检索**:根据问题和片段的相似度检索相关文档片段。 +- **生成**:以检索到的上下文为条件,生成问题的回答。 + +如下图所示的流程,图片出处 ***[Retrieval-Augmented Generation for Large Language Models: A Survey](https://arxiv.org/pdf/2312.10997.pdf)*** + +![alt text](./images/7-2-rag.png) + +#### Step 2: 向量化 + +首先我们来动手实现一个向量化的类,这是RAG架构的基础。向量化类主要用来将文档片段向量化,将一段文本映射为一个向量。 + +首先我们要设置一个 `BaseEmbeddings` 基类,这样我们在使用其他模型时,只需要继承这个基类,然后在此基础上进行修改即可,方便代码扩展。 + +```python +class BaseEmbeddings: + """ + Base class for embeddings + """ + def __init__(self, path: str, is_api: bool) -> None: + self.path = path + self.is_api = is_api + + def get_embedding(self, text: str, model: str) -> List[float]: + raise NotImplementedError + + @classmethod + def cosine_similarity(cls, vector1: List[float], vector2: List[float]) -> float: + """ + calculate cosine similarity between two vectors + """ + dot_product = np.dot(vector1, vector2) + magnitude = np.linalg.norm(vector1) * np.linalg.norm(vector2) + if not magnitude: + return 0 + return dot_product / magnitude +``` + +`BaseEmbeddings`基类有两个主要方法:`get_embedding`和`cosine_similarity`。`get_embedding`用于获取文本的向量表示,`cosine_similarity`用于计算两个向量之间的余弦相似度。在初始化类时设置了模型的路径和是否是API模型,例如使用OpenAI的Embedding API需要设置`self.is_api=True`。 + +继承`BaseEmbeddings`类只需要实现`get_embedding`方法,`cosine_similarity`方法会被继承下来。这就是编写基类的好处。 + +```python +class OpenAIEmbedding(BaseEmbeddings): + """ + class for OpenAI embeddings + """ + def __init__(self, path: str = '', is_api: bool = True) -> None: + super().__init__(path, is_api) + if self.is_api: + from openai import OpenAI + self.client = OpenAI() + self.client.api_key = os.getenv("OPENAI_API_KEY") + self.client.base_url = os.getenv("OPENAI_BASE_URL") + + def get_embedding(self, text: str, model: str = "text-embedding-3-large") -> List[float]: + if self.is_api: + text = text.replace("\n", " ") + return self.client.embeddings.create(input=[text], model=model).data[0].embedding + else: + raise NotImplementedError +``` + +#### Step 3: 文档加载和切分 + +接下来我们来实现一个文档加载和切分的类,这个类主要用于加载文档并将其切分成文档片段。 + +文档可以是文章、书籍、对话、代码等文本内容,例如pdf文件、md文件、txt文件等。完整代码可以在 ***[RAG/utils.py](./RAG/utils.py)*** 文件中找到。该代码支持加载pdf、md、txt等类型的文件,只需编写相应的函数即可。 + +```python +def read_file_content(cls, file_path: str): + # 根据文件扩展名选择读取方法 + if file_path.endswith('.pdf'): + return cls.read_pdf(file_path) + elif file_path.endswith('.md'): + return cls.read_markdown(file_path) + elif file_path.endswith('.txt'): + return cls.read_text(file_path) + else: + raise ValueError("Unsupported file type") +``` + +文档读取后需要进行切分。我们可以设置一个最大的Token长度,然后根据这个最大长度来切分文档。切分文档时最好以句子为单位(按`\n`粗切分),并保证片段之间有一些重叠内容,以提高检索的准确性。 + +```python +def get_chunk(cls, text: str, max_token_len: int = 600, cover_content: int = 150): + chunk_text = [] + + curr_len = 0 + curr_chunk = '' + + lines = text.split('\n') + + for line in lines: + line = line.replace(' ', '') + line_len = len(enc.encode(line)) + if line_len > max_token_len: + print('warning line_len = ', line_len) + if curr_len + line_len <= max_token_len: + curr_chunk += line + curr_chunk += '\n' + curr_len += line_len + curr_len += 1 + else: + chunk_text.append(curr_chunk) + curr_chunk = curr_chunk[-cover_content:] + line + curr_len = line_len + cover_content + + if curr_chunk: + chunk_text.append(curr_chunk) + + return chunk_text +``` + +#### Step 4: 数据库与向量检索 + +完成文档切分和Embedding模型加载后,需要设计一个向量数据库来存放文档片段和对应的向量表示,以及设计一个检索模块用于根据Query检索相关文档片段。 + +向量数据库的功能包括: + +- `persist`:数据库持久化保存。 +- `load_vector`:从本地加载数据库。 +- `get_vector`:获取文档的向量表示。 +- `query`:根据问题检索相关文档片段。 + +完整代码可以在 ***[RAG/VectorBase.py](RAG/VectorBase.py)*** 文件中找到。 + +```python +class VectorStore: + def __init__(self, document: List[str] = ['']) -> None: + self.document = document + + def get_vector(self, EmbeddingModel: BaseEmbeddings) -> List[List[float]]: + # 获得文档的向量表示 + pass + + def persist(self, path: str = 'storage'): + # 数据库持久化保存 + pass + + def load_vector(self, path: str = 'storage'): + # 从本地加载数据库 + pass + + def query(self, query: str, EmbeddingModel: BaseEmbeddings, k: int = 1) -> List[str]: + # 根据问题检索相关文档片段 + pass +``` + +`query` 方法用于将用户提出的问题向量化,然后在数据库中检索相关文档片段并返回结果。 + +```python +def query(self, query: str, EmbeddingModel: BaseEmbeddings, k: int = 1) -> List[str]: + query_vector = EmbeddingModel.get_embedding(query) + result = np.array([self.get_similarity(query_vector, vector) for vector in self.vectors]) + return np.array(self.document)[result.argsort()[-k:][::-1]].tolist() +``` + +#### Step 5: 大模型模块 + +接下来是大模型模块,用于根据检索到的文档回答用户的问题。 + +首先实现一个基类,这样可以方便扩展其他模型。 + +```python +class BaseModel: + def __init__(self, path: str = '') -> None: + self.path = path + + def chat(self, prompt: str, history: List[dict], content: str) -> str: + pass + + def load_model(self): + pass +``` + +`BaseModel` 包含两个方法:`chat`和`load_model`。对于本地化运行的开源模型需要实现`load_model`,而API模型则不需要。 + +下面以 ***[InternLM2-chat-7B](https://huggingface.co/internlm/internlm2-chat-7b)*** 模型为例: + +```python +class InternLMChat(BaseModel): + def __init__(self, path: str = '') -> None: + super().__init__(path) + self.load_model() + + def chat(self, prompt: str, history: List = [], content: str='') -> str: + prompt = PROMPT_TEMPLATE['InternLM_PROMPT_TEMPLATE'].format(question=prompt, context=content) + response, history = self.model.chat(self.tokenizer, prompt, history) + return response + + def load_model(self): + import torch + from transformers import AutoTokenizer, AutoModelForCausalLM + self.tokenizer = AutoTokenizer.from_pretrained(self.path, trust_remote_code=True) + self.model = AutoModelForCausalLM.from_pretrained(self.path, torch_dtype=torch.float16, trust_remote_code=True).cuda() +``` + +可以用一个字典来保存所有的prompt,方便维护: + +```python +PROMPT_TEMPLATE = dict( + InternLM_PROMPT_TEMPLATE="""先对上下文进行内容总结,再使用上下文来回答用户的问题。如果你不知道答案,就说你不知道。总是使用中文回答。 + 问题: {question} + 可参考的上下文: + ··· + {context} + ··· + 如果给定的上下文无法让你做出回答,请回答数据库中没有这个内容,你不知道。 + 有用的回答:""" +) +``` + +这样我们就可以利用InternLM2模型来做RAG啦! + +#### Step 6: Tiny-RAG Demo + +接下来,我们来看看Tiny-RAG的Demo吧! + +```python +from RAG.VectorBase import VectorStore +from RAG.utils import ReadFiles +from RAG.LLM import OpenAIChat, InternLMChat +from RAG.Embeddings import JinaEmbedding, ZhipuEmbedding + +# 没有保存数据库 +docs = ReadFiles('./data').get_content(max_token_len=600, cover_content=150) # 获取data目录下的所有文件内容并分割 +vector = VectorStore(docs) +embedding = ZhipuEmbedding() # 创建EmbeddingModel +vector.get_vector(EmbeddingModel=embedding) +vector.persist(path='storage') # 将向量和文档内容保存到storage目录,下次再用可以直接加载本地数据库 + +question = 'git的原理是什么?' + +content = vector.query(question, model='zhipu', k=1)[0] +chat = InternLMChat(path='model_path') +print(chat.chat(question, [], content)) +``` + +也可以从本地加载已处理好的数据库: + +```python +from RAG.VectorBase import VectorStore +from RAG.utils import ReadFiles +from RAG.LLM import OpenAIChat, InternLMChat +from RAG.Embeddings import JinaEmbedding, ZhipuEmbedding + +# 保存数据库之后 +vector = VectorStore() + +vector.load_vector('./storage') # 加载本地数据库 + +question = 'git的原理是什么?' + +embedding = ZhipuEmbedding() # 创建EmbeddingModel + +content = vector.query(question, EmbeddingModel=embedding, k=1)[0] +chat = InternLMChat(path='model_path') +print(chat.chat(question, [], content)) +``` + +## 7.3 Agent + +### 7.3.1 什么是 LLM Agent? + +简单来说,大模型Agent是一个以LLM为核心“大脑”,并赋予其自主规划、记忆和使用工具能力的系统。 它不再仅仅是被动地响应用户的提示(Prompt),而是能够: + +1. 理解目标(Goal Understanding): 接收一个相对复杂或高层次的目标(例如,“帮我规划一个周末去北京的旅游行程并预订机票酒店”)。 +2. 自主规划(Planning): 将大目标分解成一系列可执行的小步骤(例如,“搜索北京景点”、“查询天气”、“比较机票价格”、“查找合适的酒店”、“调用预订API”等)。 +3. 记忆(Memory): 拥有短期记忆(记住当前任务的上下文)和长期记忆(从过去的交互或外部知识库中学习和检索信息)。 +4. 工具使用(Tool Use): 调用外部API、插件或代码执行环境来获取信息(如搜索引擎、数据库)、执行操作(如发送邮件、预订服务)或进行计算。 +5. 反思与迭代(Reflection & Iteration): (在更高级的Agent中)能够评估自己的行为和结果,从中学习并调整后续计划。 + +传统的LLM像一个知识渊博但只能纸上谈兵的图书馆员,而 LLM Agent 则更像一个全能的私人助理,不仅懂得多,还能跑腿办事,甚至能主动思考最优方案。 + +![Agent 工作原理](./images/7-3-Agent工作原理.png) + +LLM Agent 通过将大型语言模型的强大语言理解和生成能力与规划、记忆和工具使用等关键模块相结合,实现了超越传统大模型的自主性和复杂任务处理能力,这种能力使得 LLM Agent 在许多垂直领域(如法律、医疗、金融等)都具有广泛的应用潜力。 + +### 7.3.2 LLM Agent 的类型 + +虽然LLM Agent的概念还在快速发展中,但根据其设计理念和能力侧重,我们可以大致将其分为几类: + +任务导向型Agent(Task-Oriented Agents): +- 特点: 专注于完成特定领域的、定义明确的任务,例如客户服务、代码生成、数据分析等。 +- 工作方式: 通常有预设的流程和可调用的特定工具集。LLM主要负责理解用户意图、填充任务槽位、生成回应或调用合适- 的工具。 +- 例子: 专门用于预订餐厅的聊天机器人、辅助编程的代码助手(如GitHub Copilot在某些高级功能上体现了Agent特性)。 + +规划与推理型Agent(Planning & Reasoning Agents): +- 特点: 强调自主分解复杂任务、制定多步计划,并根据环境反馈进行调整的能力。它们通常需要更强的推理能力。 +- 工作方式: 常采用特定的思维框架,如ReAct (Reason+Act),让模型先进行“思考”(Reasoning)分析当前情况和所需行动,然后执行“行动”(Action)调用工具,再根据工具返回结果进行下一轮思考。Chain-of-Thought (CoT) 等提示工程技术也是其推理的基础。 +- 例子: 需要整合网络搜索、计算器、数据库查询等多种工具来回答复杂问题的研究型Agent,或者能够自主完成“写一篇关于XX主题的报告,并配上相关数据图表”这类任务的Agent。 + +多Agent系统(Multi-Agent Systems): +- 特点: 由多个具有不同角色或能力的Agent协同工作,共同完成一个更宏大的目标。 +- 工作方式: Agent之间可以进行通信、协作、辩论甚至竞争。例如,一个Agent负责规划,一个负责执行,一个负责审查。 +- 例子: 模拟软件开发团队(产品经理Agent、程序员Agent、测试员Agent)来自动生成和测试代码;模拟一个公司组织结构来完成商业策划。AutoGen、ChatDev等框架支持这类系统的构建。 + +探索与学习型Agent(Exploration & Learning Agents): +- 特点: 这类Agent不仅执行任务,还能在与环境的交互中主动学习新知识、新技能或优化自身策略,类似于强化学习中的Agent概念。 +- 工作方式: 可能包含更复杂的记忆和反思机制,能够根据成功或失败的经验调整未来的规划和行动。 +- 例子: 能在未知软件环境中自主探索学习如何操作的Agent,或者在玩游戏时不断提升策略的Agent。 + +### 7.3.3 动手构造一个 Tiny-Agent + +我们来基于 `openai` 库和其 `tool_calls` 功能,动手构造一个 Tiny-Agent,这个 Agent 是一个简单的任务导向型 Agent,它能够根据用户的输入,回答一些简单的问题。 + +最终的实现效果如下: + +

+ +#### Step 1 : 初始化客户端和模型 + +首先,我们需要一个能够调用大模型的客户端。这里我们使用 `openai` 库,并配置其指向一个兼容 OpenAI API 的服务终端,例如 [SiliconFlow](https://cloud.siliconflow.cn/i/ybUFvmqK)。同时,指定要使用的模型,如 `Qwen/Qwen2.5-32B-Instruct`。 + +```python +from openai import OpenAI + +# 初始化 OpenAI 客户端 +client = OpenAI( + api_key="YOUR_API_KEY", # 替换为你的 API Key + base_url="https://api.siliconflow.cn/v1", # 使用 SiliconFlow 的 API 地址 +) + +# 指定模型名称 +model_name = "Qwen/Qwen2.5-32B-Instruct" +``` + +> **注意:** 你需要将 `YOUR_API_KEY` 替换为你从 [SiliconFlow](https://cloud.siliconflow.cn/i/ybUFvmqK) 或其他服务商获取的有效 API Key。 + +#### Step 2: 定义工具函数 + +我们在 `src/tools.py` 文件中定义 Agent 可以使用的工具函数。每个函数都需要有清晰的文档字符串(docstring),描述其功能和参数,因为这将用于自动生成工具的 JSON Schema。 + +```python +# src/tools.py +from datetime import datetime + +# 获取当前日期和时间 +def get_current_datetime() -> str: + """ + 获取当前日期和时间。 + :return: 当前日期和时间的字符串表示。 + """ + current_datetime = datetime.now() + formatted_datetime = current_datetime.strftime("%Y-%m-%d %H:%M:%S") + return formatted_datetime + +def add(a: float, b: float): + """ + 计算两个浮点数的和。 + :param a: 第一个浮点数。 + :param b: 第二个浮点数。 + :return: 两个浮点数的和。 + """ + return a + b + +def compare(a: float, b: float): + """ + 比较两个浮点数的大小。 + :param a: 第一个浮点数。 + :param b: 第二个浮点数。 + :return: 比较结果的字符串表示。 + """ + if a > b: + return f'{a} is greater than {b}' + elif a < b: + return f'{b} is greater than {a}' + else: + return f'{a} is equal to {b}' + +def count_letter_in_string(a: str, b: str): + """ + 统计字符串中某个字母的出现次数。 + :param a: 要搜索的字符串。 + :param b: 要统计的字母。 + :return: 字母在字符串中出现的次数。 + """ + return a.count(b) + +# ... (可能还有其他工具函数) +``` + +为了让 OpenAI API 理解这些工具,我们需要将它们转换成特定的 JSON Schema 格式。这可以通过 `src/utils.py` 中的 `function_to_json` 辅助函数完成。 + +```python +# src/utils.py (部分) +import inspect + +def function_to_json(func) -> dict: + # ... (函数实现细节) + # 返回符合 OpenAI tool schema 的字典 + return { + "type": "function", + "function": { + "name": func.__name__, + "description": inspect.getdoc(func), + "parameters": { + "type": "object", + "properties": parameters, + "required": required, + }, + }, + } +``` + +#### Step 3: 构造 Agent 类 + +我们在 `src/core.py` 文件中定义 `Agent` 类。这个类负责管理对话历史、调用 OpenAI API、处理工具调用请求以及执行工具函数。 + +```python +# src/core.py (部分) +from openai import OpenAI +import json +from typing import List, Dict, Any +from utils import function_to_json +# 导入定义好的工具函数 +from tools import get_current_datetime, add, compare, count_letter_in_string + +SYSREM_PROMPT = """ +你是一个叫不要葱姜蒜的人工智能助手。你的输出应该与用户的语言保持一致。 +当用户的问题需要调用工具时,你可以从提供的工具列表中调用适当的工具函数。 +""" + +class Agent: + def __init__(self, client: OpenAI, model: str = "Qwen/Qwen2.5-32B-Instruct", tools: List=[], verbose : bool = True): + self.client = client + self.tools = tools # 存储可用的工具函数列表 + self.model = model + self.messages = [ + {"role": "system", "content": SYSREM_PROMPT}, + ] + self.verbose = verbose + + def get_tool_schema(self) -> List[Dict[str, Any]]: + # 使用 utils.function_to_json 获取所有工具的 JSON Schema + return [function_to_json(tool) for tool in self.tools] + + def handle_tool_call(self, tool_call): + # 处理来自模型的工具调用请求 + function_name = tool_call.function.name + function_args = tool_call.function.arguments + function_id = tool_call.id + + # 动态执行工具函数 + # 注意:实际应用中应添加更严格的安全检查 + function_call_content = eval(f"{function_name}(**{function_args})") + + # 返回工具执行结果给模型 + return { + "role": "tool", + "content": function_call_content, + "tool_call_id": function_id, + } + + def get_completion(self, prompt) -> str: + # 主对话逻辑 + self.messages.append({"role": "user", "content": prompt}) + + # 第一次调用模型,传入工具 Schema + response = self.client.chat.completions.create( + model=self.model, + messages=self.messages, + tools=self.get_tool_schema(), + stream=False, + ) + + # 检查模型是否请求调用工具 + if response.choices[0].message.tool_calls: + tool_list = [] + # 处理所有工具调用请求 + for tool_call in response.choices[0].message.tool_calls: + # 执行工具并将结果添加到消息历史中 + self.messages.append(self.handle_tool_call(tool_call)) + tool_list.append(tool_call.function.name) + if self.verbose: + print("调用工具:", tool_list) + + # 第二次调用模型,传入工具执行结果 + response = self.client.chat.completions.create( + model=self.model, + messages=self.messages, + tools=self.get_tool_schema(), # 再次传入 Schema 可能有助于模型理解上下文 + stream=False, + ) + + # 将最终的助手回复添加到消息历史 + self.messages.append({"role": "assistant", "content": response.choices[0].message.content}) + return response.choices[0].message.content +``` + +这个 Agent 的工作流程如下: +1. 接收用户输入。 +2. 调用大模型(如 Qwen),并告知其可用的工具及其 Schema。 +3. 如果模型决定调用工具,Agent 会解析请求,执行相应的 Python 函数。 +4. Agent 将工具的执行结果返回给模型。 +5. 模型根据工具结果生成最终回复。 +6. Agent 将最终回复返回给用户。 + +
+ +
+ +#### Step 4: 运行 Agent + +现在我们可以实例化并运行 Agent。在 `demo.py` 的 `if __name__ == "__main__":` 部分提供了一个简单的命令行交互示例。 + +```python +# demo.py (部分) +if __name__ == "__main__": + client = OpenAI( + api_key="YOUR_API_KEY", # 替换为你的 API Key + base_url="https://api.siliconflow.cn/v1", + ) + + # 创建 Agent 实例,传入 client、模型名称和工具函数列表 + agent = Agent( + client=client, + model="Qwen/Qwen2.5-32B-Instruct", + tools=[get_current_datetime, add, compare, count_letter_in_string], + verbose=True # 设置为 True 可以看到工具调用信息 + ) + + # 开始交互式对话循环 + while True: + # 使用彩色输出区分用户输入和AI回答 + prompt = input("\033[94mUser: \033[0m") # 蓝色显示用户输入提示 + if prompt.lower() == "exit": + break + response = agent.get_completion(prompt) + print("\033[92mAssistant: \033[0m", response) # 绿色显示AI助手回答 +``` + +运行 `python src/core.py` 后,你可以开始提问。如果问题需要调用工具,Agent 会自动处理。 + +**示例交互:** + +```bash +User: 你好 +Assistant: 你好!有什么可以帮助你的吗? +User: 9.12和9 .2哪个更大? +调用工具: ['compare'] +Assistant: 9.2 比 9.12 更大。 +User: 为什么? +Assistant: 当我们比较9.12和9.2时,可以将它们看作是9.12和9.20。由于9.20在小数点后第二位是0,而9.12在小数点后第二位是2,所以在小数点后第一位相等的情况下,9.20(即9.2)大于9.12。因此,9.2 比 9.12 更大。 +User: strawberry中有几个r? +调用工具: ['count_letter_in_string'] +Assistant: 单词 "strawberry" 中有3个字母 'r'。 +User: 你确信嘛? +调用工具: ['count_letter_in_string'] +Assistant: 是的,我确定。单词 "strawberry" 中确实有3个字母 'r'。让我们再次确认一下,"strawberry" 中的 'r' 确实出现了3次。 +User: 好的 你很薄,现在几点 了? +调用工具: ['get_current_datetime'] +Assistant: 当前的时间是2025年4月26日17:01:33。不过,我注意到您提到“你很薄”,这似乎是一个打字错误,如果您有任何其他问题或者需要进一步的帮助,请告诉我! +User: exit +``` + +**参考文献** + +- [Open LLM Leaderboard](https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard) +- [lmsys Chatbot Arena Leaderboard](https://huggingface.co/spaces/awacke1/lmsys-chatbot-arena-leaderboard) +- [OpenCompass](https://rank.opencompass.org.cn/home) +- [金融榜 CFBenchmark](https://specialist.opencompass.org.cn/CFBenchmark) +- [安全榜 Flames](https://flames.opencompass.org.cn/leaderboard) +- [通识榜 BotChat](https://botchat.opencompass.org.cn/?lang=zh-CN) +- [法律榜 LawBench](https://lawbench.opencompass.org.cn/leaderboard?lang=en-US?lang=zh-CN) +- [医疗榜 MedBench](https://medbench.opencompass.org.cn/leaderboard?lang=zh-CN?lang=zh-CN) +- [When Large Language Models Meet Vector Databases: A Survey ](http://arxiv.org/abs/2402.01763) +- [Retrieval-Augmented Generation for Large Language Models: A Survey](https://arxiv.org/abs/2312.10997) +- [Learning to Filter Context for Retrieval-Augmented Generation](http://arxiv.org/abs/2311.08377) +- [In-Context Retrieval-Augmented Language Models](https://arxiv.org/abs/2302.00083) \ No newline at end of file