From 0a295701be4d491704c94df49275ccafa4edffbd Mon Sep 17 00:00:00 2001 From: keke <2536485681li@gmail.com> Date: Sat, 27 Jun 2020 00:37:02 +0800 Subject: [PATCH 01/68] Update README.md --- README.md | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index 4a83353c..517ff82c 100644 --- a/README.md +++ b/README.md @@ -194,7 +194,10 @@ ### 机器学习 -如果觉得此文章不错,支持我的话可以给我star ,:star:!有问题也可以给我直接提issues,我会及时回复的. +觉得此文章不错,支持我的话可以给我star ,:star:! 如果有问题可以加我的微信,也可以加入我们的交流群一起交流技术! +

+ +

### License This is free software distributed under the terms of the MIT license From f12d4dc9308af54e02906caf3259435f78ccd8c7 Mon Sep 17 00:00:00 2001 From: keke <2536485681li@gmail.com> Date: Sat, 26 Sep 2020 11:13:44 +0800 Subject: [PATCH 02/68] Update EL.0.2.md --- assets/src/EL/EL.0.2.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/assets/src/EL/EL.0.2.md b/assets/src/EL/EL.0.2.md index 36d0ff16..b25fa577 100644 --- a/assets/src/EL/EL.0.2.md +++ b/assets/src/EL/EL.0.2.md @@ -4,9 +4,9 @@ AI的开发离不开算法那我们就接下来开始学习算法吧! #### Boosting -Bagging是Bootstrap aggregating的简写。先说一下bootstrap,bootstrap也称为自助法,它是一种有放回的抽样方法,目的为了得到统计量的分布以及置信区间。 +Bagging是Bootstrap aggregating的简写。这里先说一下`bootstrap`,`bootstrap` 也被称为自助法,它是一种有放回的抽样方法,目的为了得到统计量的分布以及置信区间。 -Baggging 和Boosting都是模型融合的方法,可以将弱分类器融合之后形成一个强分类器,而且融合之后的效果会比最好的弱分类器更好。 +Baggging 和 Boosting都是模型融合的方法,可以将弱分类器融合之后形成一个强分类器,而且融合之后的效果会比最好的弱分类器更好。 Bagging即套袋法,其算法过程如下: From 0bcbf0b084e545b9ded37aa71a2eddc7e86f8b46 Mon Sep 17 00:00:00 2001 From: keke <2536485681li@gmail.com> Date: Wed, 14 Oct 2020 10:02:41 +0800 Subject: [PATCH 03/68] Update BA.0.3.md --- assets/src/BA/BA.0.3.md | 8 ++++++++ 1 file changed, 8 insertions(+) diff --git a/assets/src/BA/BA.0.3.md b/assets/src/BA/BA.0.3.md index 2d533d11..2d4de632 100644 --- a/assets/src/BA/BA.0.3.md +++ b/assets/src/BA/BA.0.3.md @@ -9,6 +9,7 @@ AI的开发离不开算法那我们就接下来开始学习算法吧! 学习矢量量化是一种结构简单、功能强大的有监督式神经网络分类方法。作为一种最近邻原型分类器,LVQ在训练过程中通过对神经元权向量(原型向量)的不断更新,对其学习率的不断调整,能够使不同类别权向量之间的边界逐步收敛至贝叶斯分类边界。算法中,对获胜神经元(最近邻权向量)的选取是通过计算输入样本和权向量之间的距离的大小来判断的。与矢量量化(VQ)相比,LVQ最突出的特点就是其具有自适应性 1.向量量化 + 向量量化的思路是,将高维输入空间分成若干不同的区域,对每个区域确定一个中心向量作为聚类的中心,与其处于同一区域的输入向量可用该中心向量来代表,从而形成了以各中心向量为聚类中心的点集。在图像处理领域常用各区域中心点(向量)的编码代替区域内的点来存储或传输,从而提出了各种基于向量量化的有损压缩技术,在二维输入平面上表示的中心向量分布称为Voronoi图,如图所示:

@@ -18,24 +19,31 @@ AI的开发离不开算法那我们就接下来开始学习算法吧! 自组织映射可以起到聚类作用,但无法直接分类或识别,因此它只是自适应解决模式分类问题两步中的第一步。第二步:学习向量量化,采用监督机制,在训练中加入信号作为分类信息对权值进行细调,并对输出神经元预先指定其类别。 2.学习矢量量化网络结构与工作原理 + 学习矢量量化神经网络有三层组成:输入层,竞争层,线性输出层。 +

+ 竞争层有m个神经元,输入层有n个神经元,两层之间完全连接。输出层每个神经元只与竞争层中的一组神经元连接,连接权重固定为1,训练过程中输入层和竞争层之间的权值逐渐被调整为聚类中心。当一个样本输入LVQ网络时,竞争层的神经元通过胜者为王学习规则产生获胜神经元,容许其输出为1,其它神经元输出为0。与获胜神经元所在组相连的输出神经元输出为1,而其它输出神经元为0,从而给出当前输入样本的模式类。将竞争层学习得到的类成为子类,而将输出层学习得到的类成为目标类。 3.学习矢量量化网络学习算法 + 学习矢量量化学习规则结合了竞争学习规则和有导师学习规则,所以样本集应当为{(xi,di)}。其中di为l维,对应输出层的l个神经元,它只有一个分量为1,其他分量均为0。通常把竞争层的每个神经元指定给一个输出神经元,相应的权值为1,从而得到输出层的权值。比如某LVQ网络竞争层6个神经元,输出层3个神经元,代表3类。若将竞争层的1,3指定为第一个输出神经元,2,5指定为第二个输出神经元,3,6指定为第三个输出神经元。则竞争层到输出层的权值矩阵为: +

训练前预先定义好竞争层到输出层权重,从而指定了输出神经元类别,训练中不再改变。网络的学习通过改变输入层到竞争层的权重来进行。根据输入样本类别和获胜神经元所属类别,可判断当前分类是否正确。若分类正确,则将获胜神经元的权向量向输入向量方向调整,分类错误则向相反方向调整。 +

学习矢量量化网络学习算法的步骤如下: + * 初始化。竞争层各神经元权值向量随机赋值小随机数,确定初始学习速率和训练次数。 * 输入样本向量。 * 寻找激活神经元。 From abd1200c43e1b928280b93786826eb125eeaa821 Mon Sep 17 00:00:00 2001 From: keke <2536485681li@gmail.com> Date: Mon, 25 Jan 2021 09:57:46 +0800 Subject: [PATCH 04/68] Update ANN.0.4.md --- assets/src/ANN/ANN.0.4.md | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/assets/src/ANN/ANN.0.4.md b/assets/src/ANN/ANN.0.4.md index a62b663b..711f1574 100644 --- a/assets/src/ANN/ANN.0.4.md +++ b/assets/src/ANN/ANN.0.4.md @@ -40,6 +40,7 @@ RNN主要解决序列数据的处理,比如文本、语音、视频等等。

当k=1时,模型变为: +

@@ -98,6 +99,7 @@ RNN训练困难的主要原因在于隐藏层参数w的传播:由于误差传

+ 而对梯度消失问题,则有很多不同的方案: * 有效初始化+ReLU激活函数能够得到较好效果 @@ -106,7 +108,7 @@ RNN训练困难的主要原因在于隐藏层参数w的传播:由于误差传 * 在BPTT算法中加入skip connection,此时误差可以间歇的向前传播。 * 加入一些Leaky Units,思路类似于skip connection -LSTM 全称叫 Long Short-Term Memory networks,它和传统 RNN 唯一的不同就在与其中的神经元(感知机)的构造不同。传统的 RNN 每个神经元和一般神经网络的感知机没啥区别,但在 LSTM 中,每个神经元是一个“记忆细胞”(元胞状态,Cell State),将以前的信息连接到当前的任务中来。每个LSTM细胞里面都包含: +LSTM 全称叫 `Long Short-Term Memory networks`,它和传统 RNN 唯一的不同就在与其中的神经元(感知机)的构造不同。传统的 RNN 每个神经元和一般神经网络的感知机没啥区别,但在 LSTM 中,每个神经元是一个“记忆细胞”(元胞状态,Cell State),将以前的信息连接到当前的任务中来。每个LSTM细胞里面都包含: * 输入门(input gate): 一个Sigmoid层,观察,对于元胞状态中的每一个元素,输出一个0~1之间的数。1表示“完全保留该信息”,0表示“完全丢弃该信息”: @@ -146,6 +148,7 @@ LSTM 全称叫 Long Short-Term Memory networks,它和传统 RNN 唯一的不 如果我们把LSTM的forget gate全部置0(总是忘记之前的信息),input gate全部 置1,output gate全部置1(把cell state中的信息全部输出),这样LSTM就变成一个标准的RNN。 目前 LSTM 模型在实践中取得了非常好的效果, 只需要训练一个两三层的LSTM, 它就可以: + * 模仿保罗·格雷厄姆进行写作 * 生成维基百科的 markdown 页面 * 手写识别 From b52a502e67bc76904a128049b520a16adb86c441 Mon Sep 17 00:00:00 2001 From: keke <2536485681li@gmail.com> Date: Mon, 25 Jan 2021 09:58:30 +0800 Subject: [PATCH 05/68] Update ANN.0.4.md --- assets/src/ANN/ANN.0.4.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/assets/src/ANN/ANN.0.4.md b/assets/src/ANN/ANN.0.4.md index 711f1574..74d0df6d 100644 --- a/assets/src/ANN/ANN.0.4.md +++ b/assets/src/ANN/ANN.0.4.md @@ -57,7 +57,7 @@ RNN主要解决序列数据的处理,比如文本、语音、视频等等。

-把序列视作时间序列,隐含层h的自连接边实际上是和上一时刻的h相连.在每一个时刻t,的取值是当前时刻的输入,和上一时刻的隐含层值的一个函数: +把序列视作时间序列,隐含层h的自连接边实际上是和上一时刻的h相连.在每一个时刻t,的取值是当前时刻的输入,和上一时刻的隐含层值的一个函数:

From a88cbc44ad00e9322a7cb9c7635c1d8b41b14023 Mon Sep 17 00:00:00 2001 From: keke <2536485681li@gmail.com> Date: Sun, 14 Feb 2021 20:37:00 +0800 Subject: [PATCH 06/68] Update BA.0.3.md --- assets/src/BA/BA.0.3.md | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/assets/src/BA/BA.0.3.md b/assets/src/BA/BA.0.3.md index 2d4de632..758d9c33 100644 --- a/assets/src/BA/BA.0.3.md +++ b/assets/src/BA/BA.0.3.md @@ -1,4 +1,5 @@ ### Deeplearning Algorithms tutorial + 谷歌的人工智能位于全球前列,在图像识别、语音识别、无人驾驶等技术上都已经落地。而百度实质意义上扛起了国内的人工智能的大旗,覆盖无人驾驶、智能助手、图像识别等许多层面。苹果业已开始全面拥抱机器学习,新产品进军家庭智能音箱并打造工作站级别Mac。另外,腾讯的深度学习平台Mariana已支持了微信语音识别的语音输入法、语音开放平台、长按语音消息转文本等产品,在微信图像识别中开始应用。全球前十大科技公司全部发力人工智能理论研究和应用的实现,虽然入门艰难,但是一旦入门,高手也就在你的不远处! AI的开发离不开算法那我们就接下来开始学习算法吧! @@ -54,10 +55,13 @@ AI的开发离不开算法那我们就接下来开始学习算法吧!

当网络分类结果与教师信号不一致时,向输入样本反方向调整权值: +

+ 其他非激活神经元权值保持不变。 + * 更新学习速率

From 906e51e037368f32c88fc9dd027515e38c3e5a20 Mon Sep 17 00:00:00 2001 From: keke <2536485681li@gmail.com> Date: Mon, 14 Feb 2022 09:44:46 +0800 Subject: [PATCH 07/68] Update OTR.md --- assets/src/OTR/OTR.md | 3 +++ 1 file changed, 3 insertions(+) diff --git a/assets/src/OTR/OTR.md b/assets/src/OTR/OTR.md index 35606c69..a86b6646 100644 --- a/assets/src/OTR/OTR.md +++ b/assets/src/OTR/OTR.md @@ -1,4 +1,5 @@ ### Deeplearning Algorithms tutorial + 谷歌的人工智能位于全球前列,在图像识别、语音识别、无人驾驶等技术上都已经落地。而百度实质意义上扛起了国内的人工智能的大旗,覆盖无人驾驶、智能助手、图像识别等许多层面。苹果业已开始全面拥抱机器学习,新产品进军家庭智能音箱并打造工作站级别Mac。另外,腾讯的深度学习平台Mariana已支持了微信语音识别的语音输入法、语音开放平台、长按语音消息转文本等产品,在微信图像识别中开始应用。全球前十大科技公司全部发力人工智能理论研究和应用的实现,虽然入门艰难,但是一旦入门,高手也就在你的不远处! AI的开发离不开算法那我们就接下来开始学习算法吧! @@ -34,7 +35,9 @@ Hawkins(1980)给出孤立点(outlier)的定义:孤立点是在数据集中 孤立点的挖掘方法主要有:基于统计学的、基于距离的、基于密度的局部离群点方法和基于深度偏差的方法。 马克威孤立点算法是基于距离的:设表示p点和它的第k个最近邻居的距离。直观地看,越大,p越有可能成为孤立点。 + 给定d维空间中包含N个点的数据集、参数N(孤立点个数)和k(偏差距离),如果满足的点不超过n-1个,那么称p为孤立点。 + 如果对所有数据点根据其距离进行从大到小排序,那么前n个点就被看作是孤立点。 算法步骤如下,对每个p点,计算它的第k个最近邻居的距离,把具有极大值的前个n点作为孤立点。该算法每次处理一个点p,就需要扫描一遍数据库,总共需要扫描N遍(N为数据点数)。 From 764da7d2ce2ea4b04307c35cd1e4ed0696b520c5 Mon Sep 17 00:00:00 2001 From: keke <2536485681li@gmail.com> Date: Sun, 20 Mar 2022 20:50:18 +0800 Subject: [PATCH 08/68] Update BNS.md --- assets/src/BNS/BNS.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/assets/src/BNS/BNS.md b/assets/src/BNS/BNS.md index 80093f59..69b7ef51 100644 --- a/assets/src/BNS/BNS.md +++ b/assets/src/BNS/BNS.md @@ -64,7 +64,7 @@ AI的开发离不开算法那我们就接下来开始学习算法吧! 在没有任何证据提供给网络的情况下有初始边界概率为: -P(D)=0.8×0.1×0.4+0.6×0.1×0.6+0.6×0.9×0.4+0.3×0.9+0.6=0.032+0.036+0.0216+0.0162=0. 446. +P(D)=0.8×0.1×0.4+0.6×0.1×0.6+0.6×0.9×0.4+0.3×0.9+0.6=0.032+0.036+0.0216+0.0162=0.446. 同样,考虑节点C发生了的情况,亦即C=TRUE,知道P(A)从0.1变成0.471,P(notA)也就从0.9变成0.529,将这些值重新代入式(2),得到修改后的边界概率,即条件概率P(D| C)=0.542.给网络输入新的证据以更新各个节点的概率,这个过程称为概率繁殖.贝叶斯网络的作用就在于对不确定性系统进行知识表达并利用概率繁殖来对其进行推理. From 16f3d861e742500417ed7aaf3ec930c42623c257 Mon Sep 17 00:00:00 2001 From: keke <2536485681li@gmail.com> Date: Wed, 30 Mar 2022 20:19:15 +0800 Subject: [PATCH 09/68] Update OTR.md --- assets/src/OTR/OTR.md | 7 +++++-- 1 file changed, 5 insertions(+), 2 deletions(-) diff --git a/assets/src/OTR/OTR.md b/assets/src/OTR/OTR.md index a86b6646..47213017 100644 --- a/assets/src/OTR/OTR.md +++ b/assets/src/OTR/OTR.md @@ -11,7 +11,7 @@ AI的开发离不开算法那我们就接下来开始学习算法吧! 机器学习主要有三种方式:监督学习,无监督学习与半监督学习。 -(1)监督学习:从给定的训练数据集中学习出一个函数,当新的数据输入时,可以根据函数预测相应的结果。监督学习的训练集要求是包括输入和输出,也就是特征和目标。训练集中的目标是有标注的。如今机器学习已固有的监督学习算法有可以进行分类的,例如贝叶斯分类,SVM,ID3,C4.5以及分类决策树,以及现在最火热的人工神经网络,例如BP神经网络,RBF神经网络,Hopfield神经网络、深度信念网络和卷积神经网络等。人工神经网络是模拟人大脑的思考方式来进行分析,在人工神经网络中有显层,隐层以及输出层,而每一层都会有神经元,神经元的状态或开启或关闭,这取决于大数据。同样监督机器学习算法也可以作回归,最常用便是逻辑回归。 +(1)监督学习:从给定的训练数据集中学习出一个函数,当新的数据输入时,可以根据函数预测相应的结果。监督学习的训练集要求是包括输入和输出,也就是特征和目标。训练集中的目标是有标注的。如今机器学习已固有的监督学习算法有可以进行分类的,例如贝叶斯分类,`SVM`,ID3,`C4.5` 以及分类决策树,以及现在最火热的人工神经网络,例如BP神经网络,RBF神经网络,Hopfield神经网络、深度信念网络和卷积神经网络等。人工神经网络是模拟人大脑的思考方式来进行分析,在人工神经网络中有显层,隐层以及输出层,而每一层都会有神经元,神经元的状态或开启或关闭,这取决于大数据。同样监督机器学习算法也可以作回归,最常用便是逻辑回归。 (2)无监督学习:与有监督学习相比,无监督学习的训练集的类标号是未知的,并且要学习的类的个数或集合可能事先不知道。常见的无监督学习算法包括聚类和关联,例如K均值法、Apriori算法。 @@ -28,6 +28,7 @@ AI的开发离不开算法那我们就接下来开始学习算法吧! Hawkins(1980)给出孤立点(outlier)的定义:孤立点是在数据集中与众不同的数据,使人怀疑这些数据并非随机孤立点,而是产生于完全不同的机制。孤立点可能在聚集运行或者检测的时候被发现,比如一个人的年龄是999,这在对数据库进行检测的时候就会被发现。还有就是outlier可能是本身就固有的,而不是一个错误,比如CEO的工资就比一般员工的工资高出很多。 2.算法原理 +

@@ -43,14 +44,16 @@ Hawkins(1980)给出孤立点(outlier)的定义:孤立点是在数据集中 算法步骤如下,对每个p点,计算它的第k个最近邻居的距离,把具有极大值的前个n点作为孤立点。该算法每次处理一个点p,就需要扫描一遍数据库,总共需要扫描N遍(N为数据点数)。 #### 算法应用 + 孤立点分析被广泛地应用于各种行业,如电信和信用卡欺骗(如检查购买金额或购买次数异常等)、贷款审批、药物研究(如用于发现对多种治疗方式的不寻常的反应)、气象预报、金融领域(如检查洗钱等异常行为)、客户分类(如确定极低或极高收入的客户的消费行为)、网络入侵检测等。 #### 相关应用 + 聚类分析、异常监测、异常欺诈、行为异常 #### 优点和缺点 + 优点:应用领域广泛,对异常检测、极端情况的事件发生尤其有用。 缺点:孤立点分析时,有时候得到的结果并不是我们想要的,是数据本身固有的一种属性,如总经理的工资待遇比员工高很多;在时间序列中寻找孤立点时,难度比较大,因为时间序列的数据可能隐藏在趋势、季节性或者其他循环规则变化中。对非整型的数值型数据,孤立点定义及分析需要特殊考虑。 - From 402430c899c44f7742c04327b154d152c623def4 Mon Sep 17 00:00:00 2001 From: keke <2536485681li@gmail.com> Date: Sat, 16 Apr 2022 20:26:01 +0800 Subject: [PATCH 10/68] Update HPD.md --- assets/src/HPD/HPD.md | 19 ++++++++++++++----- 1 file changed, 14 insertions(+), 5 deletions(-) diff --git a/assets/src/HPD/HPD.md b/assets/src/HPD/HPD.md index 7952183e..5df2bb20 100644 --- a/assets/src/HPD/HPD.md +++ b/assets/src/HPD/HPD.md @@ -1,7 +1,8 @@ ### Deeplearning Algorithms tutorial + 谷歌的人工智能位于全球前列,在图像识别、语音识别、无人驾驶等技术上都已经落地。而百度实质意义上扛起了国内的人工智能的大旗,覆盖无人驾驶、智能助手、图像识别等许多层面。苹果业已开始全面拥抱机器学习,新产品进军家庭智能音箱并打造工作站级别Mac。另外,腾讯的深度学习平台Mariana已支持了微信语音识别的语音输入法、语音开放平台、长按语音消息转文本等产品,在微信图像识别中开始应用。全球前十大科技公司全部发力人工智能理论研究和应用的实现,虽然入门艰难,但是一旦入门,高手也就在你的不远处! -AI的开发离不开算法那我们就接下来开始学习算法吧! +AI的开发离不开算法那我们就接下来开始学习算法吧! 所谓的人工神经网络 (Artificial Neural Network,ANN)简称神经网络(NN),是基于生物学中神经网络的基本原理,在理解和抽象了人脑结构和外界刺激响应机制后,以网络拓扑知识为理论基础,模拟人脑的神经系统对复杂信息的处理机制的一种数学模型,根植于神经科学、数学、思维科学、人工智能、统计学、物理学、计算机科学以及工程科学的一门技术,通常用于解决分类和回归问题。具有并行分布的处理能力、高容错性、智能化和自学习等能力的特征,本质上是一个有大量简单元件相互连接而成的复杂网络,具有高度的非线性,能够进行复杂的逻辑操作和非线性关系实现的系统。 @@ -67,17 +68,25 @@ Hopfield网络按网络输入和输出的数字形式不同可分为离散型和 DHNN结构:它是一种单层全反馈网络,共有n个神经元。每个神经元都通过连接权接收所有其它神经元输出反馈来的信息,其目的是为了让任一神经元的输出能接受所有神经元输出的控制,从而使各神经元能相互制约。 -DHNN的设计原则:吸引子的分布是由网络的权值(包括阀值)决定的,设计吸引子的核心就是如何设计一组合适的权值。为了使所设计的权值满足要求,权值矩阵应符合以下要求:(1)为保证异步方式工作时网络收敛,W应为对称阵;(2)为保证同步方式工作时网络收敛,W应为非负定对称阵;(3)保证给定的样本是网络的吸引子,并且要有一定的吸引域。 +DHNN的设计原则:吸引子的分布是由网络的权值(包括阀值)决定的,设计吸引子的核心就是如何设计一组合适的权值。为了使所设计的权值满足要求,权值矩阵应符合以下要求: -具体设计时,可以采用不同的方法:(1)联立方程法;(2)外积和法。 +(1)为保证异步方式工作时网络收敛,W应为对称阵; -CHNN:在连续型Hopfield神经网络中,所有神经元都随时间t并行更新,网络状态随时间连续改变。 +(2)为保证同步方式工作时网络收敛,W应为非负定对称阵; + +(3)保证给定的样本是网络的吸引子,并且要有一定的吸引域。 +具体设计时,可以采用不同的方法: + +(1)联立方程法; + +(2)外积和法。 + +CHNN:在连续型Hopfield神经网络中,所有神经元都随时间t并行更新,网络状态随时间连续改变。 #### 应用领域 Hopfield是反馈归神经网络,主要应用于联想记忆、聚类以及优化计算等方面。 - #### 优缺点 Hopfield网络是一种非线性的动力网络,可通过反复的网络动态迭代来求解问题,这是符号逻辑方法所不具有的特性。在求解某些问题时,其求解问题的方法与人类求解问题的方法很相似,虽然所求得的解不是最佳解,但其求解速度快,更符合人们日常解决问题的策略。 From a40859dfc2c23b123b20b988000a0e3e8235c653 Mon Sep 17 00:00:00 2001 From: keke <2536485681li@gmail.com> Date: Sat, 30 Apr 2022 20:08:29 +0800 Subject: [PATCH 11/68] Update CART.md --- assets/src/CART/CART.md | 9 ++++++++- 1 file changed, 8 insertions(+), 1 deletion(-) diff --git a/assets/src/CART/CART.md b/assets/src/CART/CART.md index 7c750743..e6c6444a 100644 --- a/assets/src/CART/CART.md +++ b/assets/src/CART/CART.md @@ -31,19 +31,26 @@ CART算法原理:CART决策树是结构简洁的二叉树,采用一种二分

对于给定样本集合D,其基尼指数的计算为: +

+ 如果样本集合D根据特征A是否取某一可能值a被分割成D1和D2两部分,即:,D2=D-D1 则在特征A的条件下,集合D的基尼指数计算公式为: +

+ 基尼指数Gini(D)表示集合D的不确定性,基尼指数Gini(D,A)表示经A=a分割后集合D的不确定性。基尼指数值越大,样本集合的不确定性也就越大。 -(2)回归树原理:回归树用平方误差最小化准则,进行特征选择,生成二叉树。将输入空间划分为M个区域R1,R2,…,Rm,则生成的回归树模型表示为: + +(2)回归树原理:回归树用平方误差最小化准则,进行特征选择,生成二叉树。将输入空间划分为M个区域R1,R2,…,Rm,则生成的回归树模型表示为: +

+ 其中cm表示单元Rm上的最小误差平方的最优解. 2、决策树的剪枝 From 6e69473dbacd4939a1351759cb258c3198bca029 Mon Sep 17 00:00:00 2001 From: keke <2536485681li@gmail.com> Date: Tue, 31 May 2022 11:14:42 +0800 Subject: [PATCH 12/68] Update RST.md --- assets/src/RST/RST.md | 9 +++++---- 1 file changed, 5 insertions(+), 4 deletions(-) diff --git a/assets/src/RST/RST.md b/assets/src/RST/RST.md index 426b31da..69c8d75b 100644 --- a/assets/src/RST/RST.md +++ b/assets/src/RST/RST.md @@ -1,4 +1,5 @@ ### Deeplearning Algorithms tutorial + 谷歌的人工智能位于全球前列,在图像识别、语音识别、无人驾驶等技术上都已经落地。而百度实质意义上扛起了国内的人工智能的大旗,覆盖无人驾驶、智能助手、图像识别等许多层面。苹果业已开始全面拥抱机器学习,新产品进军家庭智能音箱并打造工作站级别Mac。另外,腾讯的深度学习平台Mariana已支持了微信语音识别的语音输入法、语音开放平台、长按语音消息转文本等产品,在微信图像识别中开始应用。全球前十大科技公司全部发力人工智能理论研究和应用的实现,虽然入门艰难,但是一旦入门,高手也就在你的不远处! AI的开发离不开算法那我们就接下来开始学习算法吧! @@ -39,9 +40,9 @@ D在C上的依赖度定义为:

From d73d9e29947ff353a8b06d93dd21b33dca9bf25f Mon Sep 17 00:00:00 2001 From: keke Date: Mon, 26 Feb 2024 09:07:41 +0800 Subject: [PATCH 14/68] feat: update llm --- README.md | 20 ++++++++++++++++++++ assets/src/LLM/llm.md | 6 ++++++ 2 files changed, 26 insertions(+) create mode 100644 assets/src/LLM/llm.md diff --git a/README.md b/README.md index 517ff82c..7c278c21 100644 --- a/README.md +++ b/README.md @@ -171,7 +171,27 @@ * [迁移学习]() 算法模型的整体基本就是这样目录,后续的算法模型我会不断完善和补充,更新! + +#### 大模型LLM + +大型语言模型(LLM,Large Language Model)伴随着chatgpt的诞生,走进了我们的视野,GPT 3.0它不仅仅是一项具体的技术,其实体现的是LLM应该往何处去的一个发展理念。 + +自此之后,差距拉得越来越远,ChatGPT只是这种发展理念差异的一个自然结果。 + +那么什么是大语言模型呢, 我们深入探索和学习下。 + +大型语言模型(LLM)是基于大量数据进行预训练的超大型深度学习模型。底层转换器是一组神经网络,这些神经网络由具有自注意力功能的编码器和解码器组成。编码器和解码器从一系列文本中提取含义,并理解其中的单词和短语之间的关系。 + +转换器 LLM 能够进行无监督的训练,但更精确的解释是转换器可以执行自主学习。通过此过程,转换器可学会理解基本的语法、语言和知识。 + +与早期按顺序处理输入的循环神经网络(RNN)不同,转换器并行处理整个序列。这可让数据科学家使用 GPU 训练基于转换器的 LLM,从而大幅度缩短训练时间。 + +借助转换器神经网络架构,您可使用非常大规模的模型,其中通常具有数千亿个参数。这种大规模模型可以摄取通常来自互联网的大量数据,但也可以从包含 500 多亿个网页的 Common Crawl 和拥有约 5700 万个页面的 Wikipedia 等来源摄取数据。 + +* [走进大语言模型LLM)](https://github.com/KeKe-Li/tutorial/blob/master/assets/src/LLM/llm.0.1.md) + #### 机器学习的基础 + * 机器学习需要的理论基础:数学,线性代数,数理统计,概率论,高等数学、凸优化理论,形式逻辑等 #### 参考书籍 diff --git a/assets/src/LLM/llm.md b/assets/src/LLM/llm.md new file mode 100644 index 00000000..c84bb2d6 --- /dev/null +++ b/assets/src/LLM/llm.md @@ -0,0 +1,6 @@ +### Deeplearning Algorithms tutorial + +谷歌的人工智能位于全球前列,在图像识别、语音识别、无人驾驶等技术上都已经落地。而百度实质意义上扛起了国内的人工智能的大旗,覆盖无人驾驶、智能助手、图像识别等许多层面。苹果业已开始全面拥抱机器学习,新产品进军家庭智能音箱并打造工作站级别Mac。另外,腾讯的深度学习平台Mariana已支持了微信语音识别的语音输入法、语音开放平台、长按语音消息转文本等产品,在微信图像识别中开始应用。全球前十大科技公司全部发力人工智能理论研究和应用的实现,虽然入门艰难,但是一旦入门,高手也就在你的不远处! +AI的开发离不开算法那我们就接下来开始学习算法吧! + +#### LLM \ No newline at end of file From 7ea3d67308b8b7f429697e259fda43d4de1c5496 Mon Sep 17 00:00:00 2001 From: keke Date: Mon, 26 Feb 2024 09:14:04 +0800 Subject: [PATCH 15/68] feat: update timeline of llm --- assets/images/467.jpg | Bin 0 -> 126562 bytes assets/src/LLM/llm.md | 26 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-谷歌的人工智能位于全球前列,在图像识别、语音识别、无人驾驶等技术上都已经落地。而百度实质意义上扛起了国内的人工智能的大旗,覆盖无人驾驶、智能助手、图像识别等许多层面。苹果业已开始全面拥抱机器学习,新产品进军家庭智能音箱并打造工作站级别Mac。另外,腾讯的深度学习平台Mariana已支持了微信语音识别的语音输入法、语音开放平台、长按语音消息转文本等产品,在微信图像识别中开始应用。全球前十大科技公司全部发力人工智能理论研究和应用的实现,虽然入门艰难,但是一旦入门,高手也就在你的不远处! -AI的开发离不开算法那我们就接下来开始学习算法吧! +大型语言模型非常灵活。一个模型可以执行完全不同的任务,例如回答问题、总结文档、翻译语言和完成语句。LLM 有可能破坏内容创作以及人们使用搜索引擎和虚拟助手的方式。 -#### LLM \ No newline at end of file +尽管并不完美,但 LLM 表现出根据相对较少量的提示或输入做出预测的非凡能力。LLM 可用于生成式人工智能,以根据采用人类语言的输入提示生成内容。 + +LLM 非常庞大。它们可以考虑数十亿个参数,并且有许多可能的用途。下面是一些示例: + +Open AI 的 GPT-3 模型有 1750 亿个参数。类似的产品 ChatGPT 可以从数据中识别模式并生成自然且可读的输出。 + +虽然我们不知道 Claude 2 的规模,但该模型可以在每个提示中输入多达 10 万个令牌,这意味着它可以处理数百页的技术文档,甚至可以处理整本书。 + +AI21 Labs 的 Jurassic-1 模型具有 1780 亿个参数和由 25 万单词部分组成的令牌词汇表以及类似的对话功能。 + +Cohere 的 Command 模型具有类似的功能,并且可以使用 100 多种不同的语言开展工作。 + +LightOn 的 Paradigm 提供根基模型,并且宣称该模型的功能超过 GPT-3。所有这些 LLM 都带有 API,可让开发人员打造独特的生成式人工智能应用程序。 + + +Timeline of LLMs: + +

+ +

\ No newline at end of file From 2f0a581e41ee2301538e78384a6e5f70894fffcc Mon Sep 17 00:00:00 2001 From: keke Date: Tue, 27 Feb 2024 09:23:40 +0800 Subject: [PATCH 16/68] feat: update llm --- assets/src/LLM/llm.md | 80 ++++++++++++++++++++++++++++++++++++++++++- 1 file changed, 79 insertions(+), 1 deletion(-) diff --git a/assets/src/LLM/llm.md b/assets/src/LLM/llm.md index 9a9cc950..cc028741 100644 --- a/assets/src/LLM/llm.md +++ b/assets/src/LLM/llm.md @@ -1,3 +1,13 @@ +#### 什么是大型语言模型? + +大型语言模型(LLM)是基于大量数据进行预训练的超大型深度学习模型。底层转换器是一组神经网络,这些神经网络由具有自注意力功能的编码器和解码器组成。编码器和解码器从一系列文本中提取含义,并理解其中的单词和短语之间的关系。 + +转换器 LLM 能够进行无监督的训练,但更精确的解释是转换器可以执行自主学习。通过此过程,转换器可学会理解基本的语法、语言和知识。 + +与早期按顺序处理输入的循环神经网络(RNN)不同,转换器并行处理整个序列。这可让数据科学家使用 GPU 训练基于转换器的 LLM,从而大幅度缩短训练时间。 + +借助转换器神经网络架构,您可使用非常大规模的模型,其中通常具有数千亿个参数。这种大规模模型可以摄取通常来自互联网的大量数据,但也可以从包含 500 多亿个网页的 Common Crawl 和拥有约 5700 万个页面的 Wikipedia 等来源摄取数据。 + #### 为什么大型语言模型如此重要? 大型语言模型非常灵活。一个模型可以执行完全不同的任务,例如回答问题、总结文档、翻译语言和完成语句。LLM 有可能破坏内容创作以及人们使用搜索引擎和虚拟助手的方式。 @@ -21,4 +31,72 @@ Timeline of LLMs:

-

\ No newline at end of file +

+ +#### 大型语言模型如何运作? + +LLM 运作原理的一个关键因素是它们表示单词的方式。 + +早期的机器学习使用数字表来表示每个单词。但是,这种表示形式无法识别单词之间的关系,例如具有相似含义的单词。 + +人们采用如下方式克服此限制:使用多维向量(通常称为单词嵌入)来表示单词,从而使具有相似上下文含义或其他关系的单词在向量空间中彼此接近。 + +使用单词嵌入,转换器可以通过编码器将文本预处理为数字表示,并理解含义相似的单词和短语的上下文以及单词之间的其他关系,例如语音部分。然后,LLM 就可以通过解码器应用这些语言知识来生成独特的输出。 + +#### 大型语言模型有哪些应用? + +LLM 有很多实际应用。 + +* 文案写作 + +除了 GPT-3 和 ChatGPT 之外,Claude、Llama 2、Cohere Command 和 Jurassic 也可编写原件。AI21 Wordspice 建议修改原始语句以改善风格和语音。 + +* 知识库回答 + +该技术通常称为知识密集型自然语言处理(KI-NLP),是指可以根据数字存档中的信息帮助回答特定问题的 LLM。AI21 Studio playground 能够回答常识性问题就是此类示例。 + +* 文本分类 + +使用集群,LLM 可以对含义或情绪相似的文本进行分类。用途包括衡量客户情绪、确定文本之间的关系和文档搜索。 + +* 代码生成 + +LLM 擅长根据自然语言提示生成代码。示例包括 Amazon CodeWhisperer 和 GitHub Copilot 中使用的 Open AI Codex,它们可以用 Python、JavaScript、Ruby 和其他几种编程语言编码。其他编码应用包括创建 SQL 查询、编写 Shell 命令和进行网站设计。 + +* 文本生成 + +与代码生成类似,文本生成可以完成不完整的语句,编写产品文档,或者像 Alexa Create 一样创作简短的儿童故事。 + +#### 如何训练大型语言模型? + +基于转换器的神经网络非常庞大。这些网络包含多个节点和层。层中的每个节点都有指向后续层中所有节点的连接,并且每个节点都有权重和偏差。权重和偏差以及嵌入称为模型参数。基于转换器的大型神经网络可以有数十亿个参数。模型的大小通常由模型大小、参数数量和训练数据规模之间的经验关系决定。 + +使用大量高质量数据执行训练。在训练过程中,模型会迭代调整参数值,直到模型可根据前一个输入令牌序列正确预测下一个令牌。为此,模型使用自学技术,这些技术教导模型调整参数,以最大限度地提高训练示例中正确预测下一个令牌的可能性。 + +经过训练,LLM 可以很容易地适应使用相对较小的有监督数据集执行多项任务,这一过程称为微调。 + +存在三种常见的学习模型: + +* 零样本学习;Base LLM 无需明确训练即可响应各种请求,通常是通过提示,但是答案的准确性各不相同。 +* 少量样本学习:通过提供一些相关的训练示例,基础模型在该特定领域的表现显著提升。 +* 微调:这是少量样本学习的扩展,其中数据科学家训练基础模型,使模型使用与特定应用相关的其他数据来调整其参数。 + +#### LLM 的未来前景是什么? + +随着 ChatGPT、Claude 2 和 Llama 2 等可以回答问题和生成文本的大型语言模型的引入,我们可以预见令人兴奋的未来前景。可以肯定的是,LLM 会越来越接近人性化的表现,尽管这一过程会较为漫长。这些 LLM 即时取得的成功表明人们对机器人类型 LLM 的浓厚兴趣,这些 LLM 可模仿人类大脑的思维,在某些情况下表现甚至优于人类大脑。以下是一些关于 LLM 未来前景的想法: + +* 增强的功能 + +尽管 LLM 给人们留下了深刻的印象,但当前的技术水平并不完善,LLM 也并非绝对可靠。然而,随着开发人员学习如何在减少偏见和消除错误答案的同时提高性能,较新的 LLM 版本将提高准确性和增强功能。 + +* 视听训练 + +开发人员使用文本训练大多数 LLM,但有些人已经开始使用视频和音频输入来训练模型。这种形式的训练应该可以加快模型开发速度,并为将 LLM 用于自动驾驶汽车开辟新的可能性。 + +* 工作场所转型 + +LLM 是颠覆性的因素,它将转变工作场所。LLM 可能会采用机器人处理重复性制造任务的相同方式来减少单调和重复的任务。可能减少的任务包括重复的文书任务、客户服务聊天机器人和简单的自动文案写作。 + +* 对话式人工智能 + +LLM 无疑将提高 Alexa、Google Assistant 和 Siri 等自动虚拟助手的性能。这些虚拟助手将能够更妥善地解释用户意图并响应复杂的命令。 \ No newline at end of file From 491a841a94e3d5e8b67c3473e2164f9f1aa9ba2f Mon Sep 17 00:00:00 2001 From: keke Date: Wed, 28 Feb 2024 09:31:55 +0800 Subject: [PATCH 17/68] feat: update llm --- assets/src/LLM/llm.md | 34 ++++++++++++++++++++++++++++++++-- 1 file changed, 32 insertions(+), 2 deletions(-) diff --git a/assets/src/LLM/llm.md b/assets/src/LLM/llm.md index cc028741..37cfe348 100644 --- a/assets/src/LLM/llm.md +++ b/assets/src/LLM/llm.md @@ -49,7 +49,9 @@ LLM 有很多实际应用。 * 文案写作 -除了 GPT-3 和 ChatGPT 之外,Claude、Llama 2、Cohere Command 和 Jurassic 也可编写原件。AI21 Wordspice 建议修改原始语句以改善风格和语音。 +除了 GPT-3 和 ChatGPT 之外,Claude、Llama 2、Cohere Command 和 Jurassic 也可编写原件。 + +AI21 Wordspice 建议修改原始语句以改善风格和语音。 * 知识库回答 @@ -99,4 +101,32 @@ LLM 是颠覆性的因素,它将转变工作场所。LLM 可能会采用机器 * 对话式人工智能 -LLM 无疑将提高 Alexa、Google Assistant 和 Siri 等自动虚拟助手的性能。这些虚拟助手将能够更妥善地解释用户意图并响应复杂的命令。 \ No newline at end of file +LLM 无疑将提高 Alexa、Google Assistant 和 Siri 等自动虚拟助手的性能。这些虚拟助手将能够更妥善地解释用户意图并响应复杂的命令。 + +#### 学习大语言模型指南 + +* 入门篇: + +1. 了解大语言模型的基础知识和常见术语。 + +2. 学会使用编程语言访问 OpenAI API 等常见大语言模型接口。 + +* 提高篇: + +1. 了解机器学习、神经网络、NLP 的基础知识。 +2. 了解 Transformer 以及典型 Decoder-only 语言模型的基础结构和简单原理。 +3. 了解大语言模型发展历史,以及业界主流模型(含开源模型)进展。 + +* 应用篇: + +1. 可以在本地环境搭建开源模型的推理环境。 +2. Prompt 工程。 +3. 使用已有框架(如Langchain)或自行开发,结合大语言模型结果,开发生产应用。 + +* 深入篇:(本文涉及少量资料) + +1. 掌握 Continue Pre-train、Fine-tuning 已有开源模型的能力。 +2. 掌握 Lora、QLora 等低资源高效模型训练的能力。 +3. 掌握大语言模型微调以及预训练数据准备的能力。 +4. 深入了解大模型背后的技术原理。 +5. 了解生产环境部署大模型的相关技术点。 \ No newline at end of file From 8f45bc2e320ae8857840265b64abaa23577560d2 Mon Sep 17 00:00:00 2001 From: keke Date: Thu, 29 Feb 2024 09:32:22 +0800 Subject: [PATCH 18/68] feat: update llm --- .DS_Store | Bin 0 -> 6148 bytes assets/src/LLM/llm.md | 16 +++++++++++++++- 2 files changed, 15 insertions(+), 1 deletion(-) create mode 100644 .DS_Store diff --git a/.DS_Store b/.DS_Store new file mode 100644 index 0000000000000000000000000000000000000000..80e0543a3322e73d099ce46f7c09c789419e089c GIT binary patch literal 6148 zcmeHK!AiqG5S^`6B2viF<9>nA4-jIAo`oJour)=6h7_ttVZXtHh-a_f{Q>rfNrRyDYc&8;H)`Y)kQIx)f0G=!}G`V?c@EZ9Z`N0F~44YLr#%SJ2a*R zjw#*JqVWbjJ)gAaSNHJpaGwuk4~;dd`fC@PVjBB+4ZIH%W55_N2L1~JsM##Zo}gJ{ zz!)$FmJIOs!9y7{#UL0z9Wb#40QTXIf-(0JoZ}TU#UO|oh?7*Hq&jUeoTS6=H7-*O zf|5>7n-8Z~cG{u1cy+ArV>r1?(5x|F3^W Date: Thu, 29 Feb 2024 11:37:31 +0800 Subject: [PATCH 19/68] feat: update readme --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 7c278c21..29aa84ad 100644 --- a/README.md +++ b/README.md @@ -188,7 +188,7 @@ 借助转换器神经网络架构,您可使用非常大规模的模型,其中通常具有数千亿个参数。这种大规模模型可以摄取通常来自互联网的大量数据,但也可以从包含 500 多亿个网页的 Common Crawl 和拥有约 5700 万个页面的 Wikipedia 等来源摄取数据。 -* [走进大语言模型LLM)](https://github.com/KeKe-Li/tutorial/blob/master/assets/src/LLM/llm.0.1.md) +* [走进大语言模型LLM)](https://github.com/KeKe-Li/tutorial/blob/master/assets/src/LLM/llm.md) #### 机器学习的基础 From 8d52118aa69e0dc2761b0b5e999f06d4dcf07ee3 Mon Sep 17 00:00:00 2001 From: keke <2536485681li@gmail.com> Date: Thu, 29 Feb 2024 11:38:32 +0800 Subject: [PATCH 20/68] Update llm.md --- assets/src/LLM/llm.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/assets/src/LLM/llm.md b/assets/src/LLM/llm.md index e6b5a6a3..415f6786 100644 --- a/assets/src/LLM/llm.md +++ b/assets/src/LLM/llm.md @@ -30,7 +30,7 @@ LightOn 的 Paradigm 提供根基模型,并且宣称该模型的功能超过 G Timeline of LLMs:

- +

#### 大型语言模型如何运作? @@ -143,4 +143,4 @@ Prompt 工程: * [Prompt中英双语字幕](https://github.com/GitHubDaily/ChatGPT-Prompt-Engineering-for-Developers-in-Chinese) * [OpenAI 官方 Quickstart 文档](https://platform.openai.com/docs/api-reference) * [GPT的训练和应用](https://www.youtube.com/watch?v=bZQun8Y4L2A) -* [GPT的训练和应用稳定](https://karpathy.ai/stateofgpt.pdf) \ No newline at end of file +* [GPT的训练和应用稳定](https://karpathy.ai/stateofgpt.pdf) From a110697e9cca1fd77d829fa383a75e4a20299b7a Mon Sep 17 00:00:00 2001 From: keke Date: Thu, 29 Feb 2024 11:40:47 +0800 Subject: [PATCH 21/68] feat: update llm --- assets/src/LLM/llm.md | 38 +++++++++++++++++--------------------- 1 file changed, 17 insertions(+), 21 deletions(-) diff --git a/assets/src/LLM/llm.md b/assets/src/LLM/llm.md index 415f6786..30301a08 100644 --- a/assets/src/LLM/llm.md +++ b/assets/src/LLM/llm.md @@ -105,40 +105,36 @@ LLM 无疑将提高 Alexa、Google Assistant 和 Siri 等自动虚拟助手的 #### 学习大语言模型指南 -* 入门篇: +1. 入门篇: -1. 了解大语言模型的基础知识和常见术语。 +* 了解大语言模型的基础知识和常见术语。 +* 学会使用编程语言访问 OpenAI API 等常见大语言模型接口。 -2. 学会使用编程语言访问 OpenAI API 等常见大语言模型接口。 +2. 提高篇: -* 提高篇: +* 了解机器学习、神经网络、NLP 的基础知识。 +* 了解 Transformer 以及典型 Decoder-only 语言模型的基础结构和简单原理。 +* 了解大语言模型发展历史,以及业界主流模型(含开源模型)进展。 -1. 了解机器学习、神经网络、NLP 的基础知识。 -2. 了解 Transformer 以及典型 Decoder-only 语言模型的基础结构和简单原理。 -3. 了解大语言模型发展历史,以及业界主流模型(含开源模型)进展。 +3. 应用篇: -* 应用篇: +* 可以在本地环境搭建开源模型的推理环境。 +* Prompt 工程。 +* 使用已有框架(如Langchain)或自行开发,结合大语言模型结果,开发生产应用。 -1. 可以在本地环境搭建开源模型的推理环境。 -2. Prompt 工程。 -3. 使用已有框架(如Langchain)或自行开发,结合大语言模型结果,开发生产应用。 +4. 深入篇: -* 深入篇:(本文涉及少量资料) - -1. 掌握 Continue Pre-train、Fine-tuning 已有开源模型的能力。 -2. 掌握 Lora、QLora 等低资源高效模型训练的能力。 -3. 掌握大语言模型微调以及预训练数据准备的能力。 -4. 深入了解大模型背后的技术原理。 -5. 了解生产环境部署大模型的相关技术点。 +* 掌握 Continue Pre-train、Fine-tuning 已有开源模型的能力。 +* 掌握 Lora、QLora 等低资源高效模型训练的能力。 +* 掌握大语言模型微调以及预训练数据准备的能力。 +* 深入了解大模型背后的技术原理。 +* 了解生产环境部署大模型的相关技术点。 #### 学习资料 1. 入门篇 * [大语言模型](https://github.com/RUCAIBox/LLMSurvey) - -Prompt 工程: - * [ChatGPT Prompt Engineering for Developers](https://learn.deeplearning.ai/courses/chatgpt-prompt-eng/lesson/1/introduction) * [Prompt中英双语字幕](https://github.com/GitHubDaily/ChatGPT-Prompt-Engineering-for-Developers-in-Chinese) * [OpenAI 官方 Quickstart 文档](https://platform.openai.com/docs/api-reference) From fbe6c75759e6bb2a2334c299dbbc41c9f2835414 Mon Sep 17 00:00:00 2001 From: keke Date: Fri, 1 Mar 2024 09:12:00 +0800 Subject: [PATCH 22/68] feat: update llm --- assets/src/LLM/llm.md | 10 ++++++++++ 1 file changed, 10 insertions(+) diff --git a/assets/src/LLM/llm.md b/assets/src/LLM/llm.md index 30301a08..692bfc25 100644 --- a/assets/src/LLM/llm.md +++ b/assets/src/LLM/llm.md @@ -140,3 +140,13 @@ LLM 无疑将提高 Alexa、Google Assistant 和 Siri 等自动虚拟助手的 * [OpenAI 官方 Quickstart 文档](https://platform.openai.com/docs/api-reference) * [GPT的训练和应用](https://www.youtube.com/watch?v=bZQun8Y4L2A) * [GPT的训练和应用稳定](https://karpathy.ai/stateofgpt.pdf) + + +2. 提高篇 +* [清华大模型公开课](https://www.bilibili.com/video/BV1UG411p7zv/?vd_source=66c6e275fb1f3c8315a531e1a1b051d8) ,从NLP到大模型的综合课程。 +* [深度学习:台湾大学李宏毅](https://www.bilibili.com/video/BV1J94y1f7u5/) +* [The Illustrated GPT-2 (Visualizing Transformer Language Models](https://jalammar.github.io/illustrated-gpt2/),图解 GPT2 。 +* [图解 GPT2 中文翻译](https://zhuanlan.zhihu.com/p/139840113) +* [InstructGPT: Training language models to follow instructions with human feedback](https://cdn.openai.com/papers/Training_language_models_to_follow_instructions_with_human_feedback.pdf), 著名的 InstructGPT 论文。 +* [RLHF技术详解](https://huggingface.co/blog/zh/rlhf) +* [NLP 入门课程](https://huggingface.co/learn/nlp-course/chapter1/1) \ No newline at end of file From dce5d2589f87f419e1a1c6423817d5fa4f617d1d Mon Sep 17 00:00:00 2001 From: keke Date: Sat, 2 Mar 2024 13:52:23 +0800 Subject: [PATCH 23/68] feat: update llm --- assets/src/LLM/llm.md | 13 ++++++++++++- 1 file changed, 12 insertions(+), 1 deletion(-) diff --git a/assets/src/LLM/llm.md b/assets/src/LLM/llm.md index 692bfc25..4685830a 100644 --- a/assets/src/LLM/llm.md +++ b/assets/src/LLM/llm.md @@ -149,4 +149,15 @@ LLM 无疑将提高 Alexa、Google Assistant 和 Siri 等自动虚拟助手的 * [图解 GPT2 中文翻译](https://zhuanlan.zhihu.com/p/139840113) * [InstructGPT: Training language models to follow instructions with human feedback](https://cdn.openai.com/papers/Training_language_models_to_follow_instructions_with_human_feedback.pdf), 著名的 InstructGPT 论文。 * [RLHF技术详解](https://huggingface.co/blog/zh/rlhf) -* [NLP 入门课程](https://huggingface.co/learn/nlp-course/chapter1/1) \ No newline at end of file +* [NLP 入门课程](https://huggingface.co/learn/nlp-course/chapter1/1) + +3. 应用篇 + +* [Building Systems with the ChatGPT API](https://learn.deeplearning.ai/courses/chatgpt-building-system/lesson/1/introduction) +* [使用 ChatGPT API 构建系统](https://www.bilibili.com/video/BV1gj411X72B/) +* [Langchain 是大语言模型框架](https://python.langchain.com/docs/get_started/introduction) +* [LangChain for LLM Application Development](https://learn.deeplearning.ai/courses/langchain/lesson/1/introduction) +* [LLM应用开发实践](https://www.bilibili.com/video/BV1Ku411x78m/?vd_source=66c6e275fb1f3c8315a531e1a1b051d8) +* [OpenAI 官方出的最佳实践](https://platform.openai.com/docs/guides/gpt-best-practices/gpt-best-practices) +* [OpenAI 官方 Cookbook](https://github.com/openai/openai-cookbook) +* [Prompt 工程简介](https://github.com/brexhq/prompt-engineering) From 007186f542a53b5913a454e846d76d235220c224 Mon Sep 17 00:00:00 2001 From: keke Date: Mon, 4 Mar 2024 09:15:38 +0800 Subject: [PATCH 24/68] feat: update llm transformer --- assets/src/LLM/llm.md | 8 ++++++++ 1 file changed, 8 insertions(+) diff --git a/assets/src/LLM/llm.md b/assets/src/LLM/llm.md index 4685830a..170423da 100644 --- a/assets/src/LLM/llm.md +++ b/assets/src/LLM/llm.md @@ -161,3 +161,11 @@ LLM 无疑将提高 Alexa、Google Assistant 和 Siri 等自动虚拟助手的 * [OpenAI 官方出的最佳实践](https://platform.openai.com/docs/guides/gpt-best-practices/gpt-best-practices) * [OpenAI 官方 Cookbook](https://github.com/openai/openai-cookbook) * [Prompt 工程简介](https://github.com/brexhq/prompt-engineering) + + +4. 深入篇 + +* [Transformer 官方文档](https://huggingface.co/docs/transformers/index) +* [大语言模型的北极星能力](https://yaofu.notion.site/6dafe3f8d11445ca9dcf8a2ca1c5b199) +* [GPT,GPT-2,GPT-3 论文精读](https://www.bilibili.com/video/BV1AF411b7xQ/) +* [在生产环境中构建 LLM 应用](https://huyenchip.com/2023/04/11/llm-engineering.html) \ No newline at end of file From d4c2cfa4ad0104a3e9282c0c45d72687886eaf90 Mon Sep 17 00:00:00 2001 From: keke Date: Tue, 5 Mar 2024 09:21:29 +0800 Subject: [PATCH 25/68] feat: update llm --- assets/src/LLM/llm.md | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/assets/src/LLM/llm.md b/assets/src/LLM/llm.md index 170423da..c98732b3 100644 --- a/assets/src/LLM/llm.md +++ b/assets/src/LLM/llm.md @@ -143,11 +143,11 @@ LLM 无疑将提高 Alexa、Google Assistant 和 Siri 等自动虚拟助手的 2. 提高篇 -* [清华大模型公开课](https://www.bilibili.com/video/BV1UG411p7zv/?vd_source=66c6e275fb1f3c8315a531e1a1b051d8) ,从NLP到大模型的综合课程。 +* [清华大模型公开课:从NLP到大模型的综合课程](https://www.bilibili.com/video/BV1UG411p7zv/?vd_source=66c6e275fb1f3c8315a531e1a1b051d8) * [深度学习:台湾大学李宏毅](https://www.bilibili.com/video/BV1J94y1f7u5/) -* [The Illustrated GPT-2 (Visualizing Transformer Language Models](https://jalammar.github.io/illustrated-gpt2/),图解 GPT2 。 +* [The Illustrated GPT-2 (Visualizing Transformer Language Models](https://jalammar.github.io/illustrated-gpt2/) * [图解 GPT2 中文翻译](https://zhuanlan.zhihu.com/p/139840113) -* [InstructGPT: Training language models to follow instructions with human feedback](https://cdn.openai.com/papers/Training_language_models_to_follow_instructions_with_human_feedback.pdf), 著名的 InstructGPT 论文。 +* [InstructGPT: Training language models to follow instructions with human feedback](https://cdn.openai.com/papers/Training_language_models_to_follow_instructions_with_human_feedback.pdf) * [RLHF技术详解](https://huggingface.co/blog/zh/rlhf) * [NLP 入门课程](https://huggingface.co/learn/nlp-course/chapter1/1) From cd70a069bdd97230ede5e70e47dd1b448a74d420 Mon Sep 17 00:00:00 2001 From: keke Date: Wed, 6 Mar 2024 09:11:34 +0800 Subject: [PATCH 26/68] feat: update llm --- assets/src/LLM/llm.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/assets/src/LLM/llm.md b/assets/src/LLM/llm.md index c98732b3..796b6e86 100644 --- a/assets/src/LLM/llm.md +++ b/assets/src/LLM/llm.md @@ -154,7 +154,7 @@ LLM 无疑将提高 Alexa、Google Assistant 和 Siri 等自动虚拟助手的 3. 应用篇 * [Building Systems with the ChatGPT API](https://learn.deeplearning.ai/courses/chatgpt-building-system/lesson/1/introduction) -* [使用 ChatGPT API 构建系统](https://www.bilibili.com/video/BV1gj411X72B/) +* [使用ChatGPT API构建系统](https://www.bilibili.com/video/BV1gj411X72B/) * [Langchain 是大语言模型框架](https://python.langchain.com/docs/get_started/introduction) * [LangChain for LLM Application Development](https://learn.deeplearning.ai/courses/langchain/lesson/1/introduction) * [LLM应用开发实践](https://www.bilibili.com/video/BV1Ku411x78m/?vd_source=66c6e275fb1f3c8315a531e1a1b051d8) From d856e6ce646e8a7876920cf2686ccbcd0feb35e1 Mon Sep 17 00:00:00 2001 From: keke Date: Thu, 7 Mar 2024 09:05:29 +0800 Subject: [PATCH 27/68] feat: update llm --- assets/src/LLM/llm.md | 1 + assets/src/LLM/llm01.md | 9 +++++++++ 2 files changed, 10 insertions(+) create mode 100644 assets/src/LLM/llm01.md diff --git a/assets/src/LLM/llm.md b/assets/src/LLM/llm.md index 796b6e86..c97d890c 100644 --- a/assets/src/LLM/llm.md +++ b/assets/src/LLM/llm.md @@ -143,6 +143,7 @@ LLM 无疑将提高 Alexa、Google Assistant 和 Siri 等自动虚拟助手的 2. 提高篇 + * [清华大模型公开课:从NLP到大模型的综合课程](https://www.bilibili.com/video/BV1UG411p7zv/?vd_source=66c6e275fb1f3c8315a531e1a1b051d8) * [深度学习:台湾大学李宏毅](https://www.bilibili.com/video/BV1J94y1f7u5/) * [The Illustrated GPT-2 (Visualizing Transformer Language Models](https://jalammar.github.io/illustrated-gpt2/) diff --git a/assets/src/LLM/llm01.md b/assets/src/LLM/llm01.md new file mode 100644 index 00000000..75afb880 --- /dev/null +++ b/assets/src/LLM/llm01.md @@ -0,0 +1,9 @@ +#### 什么是大型语言模型? + +大型语言模型(LLM)是基于大量数据进行预训练的超大型深度学习模型。底层转换器是一组神经网络,这些神经网络由具有自注意力功能的编码器和解码器组成。编码器和解码器从一系列文本中提取含义,并理解其中的单词和短语之间的关系。 + +转换器 LLM 能够进行无监督的训练,但更精确的解释是转换器可以执行自主学习。通过此过程,转换器可学会理解基本的语法、语言和知识。 + +与早期按顺序处理输入的循环神经网络(RNN)不同,转换器并行处理整个序列。这可让数据科学家使用 GPU 训练基于转换器的 LLM,从而大幅度缩短训练时间。 + +借助转换器神经网络架构,您可使用非常大规模的模型,其中通常具有数千亿个参数。这种大规模模型可以摄取通常来自互联网的大量数据,但也可以从包含 500 多亿个网页的 Common Crawl 和拥有约 5700 万个页面的 Wikipedia 等来源摄取数据。 From 06bdc328a91f26ee96133c2dd1425eadb2172051 Mon Sep 17 00:00:00 2001 From: keke Date: Fri, 8 Mar 2024 09:10:13 +0800 Subject: [PATCH 28/68] feat: update llm --- assets/src/LLM/llm.md | 2 +- assets/src/LLM/llm01.md | 1 + 2 files changed, 2 insertions(+), 1 deletion(-) diff --git a/assets/src/LLM/llm.md b/assets/src/LLM/llm.md index c97d890c..1f32b023 100644 --- a/assets/src/LLM/llm.md +++ b/assets/src/LLM/llm.md @@ -118,7 +118,7 @@ LLM 无疑将提高 Alexa、Google Assistant 和 Siri 等自动虚拟助手的 3. 应用篇: -* 可以在本地环境搭建开源模型的推理环境。 +* 可以在本地环境搭建开源模型的推理环境。 * Prompt 工程。 * 使用已有框架(如Langchain)或自行开发,结合大语言模型结果,开发生产应用。 diff --git a/assets/src/LLM/llm01.md b/assets/src/LLM/llm01.md index 75afb880..dc200e5e 100644 --- a/assets/src/LLM/llm01.md +++ b/assets/src/LLM/llm01.md @@ -7,3 +7,4 @@ 与早期按顺序处理输入的循环神经网络(RNN)不同,转换器并行处理整个序列。这可让数据科学家使用 GPU 训练基于转换器的 LLM,从而大幅度缩短训练时间。 借助转换器神经网络架构,您可使用非常大规模的模型,其中通常具有数千亿个参数。这种大规模模型可以摄取通常来自互联网的大量数据,但也可以从包含 500 多亿个网页的 Common Crawl 和拥有约 5700 万个页面的 Wikipedia 等来源摄取数据。 + From 83ec1930fb6fef90e28a1e721c0ea19d0f57696e Mon Sep 17 00:00:00 2001 From: keke Date: Sat, 9 Mar 2024 10:23:27 +0800 Subject: [PATCH 29/68] feat: update llm --- assets/src/LLM/llm01.md | 38 ++++++++++++++++++++++++++++++++++++++ 1 file changed, 38 insertions(+) diff --git a/assets/src/LLM/llm01.md b/assets/src/LLM/llm01.md index dc200e5e..d2244a22 100644 --- a/assets/src/LLM/llm01.md +++ b/assets/src/LLM/llm01.md @@ -8,3 +8,41 @@ 借助转换器神经网络架构,您可使用非常大规模的模型,其中通常具有数千亿个参数。这种大规模模型可以摄取通常来自互联网的大量数据,但也可以从包含 500 多亿个网页的 Common Crawl 和拥有约 5700 万个页面的 Wikipedia 等来源摄取数据。 + +#### 大型语言模型工作原理 + +LLM 通过利用深度学习技术和大量文本数据来运行。这些模型通常基于转换器架构,如生成式预训练转换器,它擅长处理文本输入等顺序数据。LLM 由多层神经网络组成,每层神经网络的参数都可以在训练过程中进行微调,而被称为注意力机制的众多神经网络层则进一步增强了这些神经网络的功能,这些神经网络层可以对数据集的特定部分进行调整。 + +在训练过程中,这些模型学习根据前面单词提供的上下文来预测句子中的下一个单词。该模型通过将概率分数归因于重复的已标记单词(分解为较小的字符序列)来实现这一点。然后,这些标记被转换为嵌入,嵌入是该上下文的数字表示。 + +为了确保准确性,这个过程涉及在大量文本语料库(数十亿页)上训练 LLM,使 LLM 能够通过零样本和自我监督学习来学习语法、语义和概念关系。经过这些训练数据的训练后,LLM 就可以根据它们收到的输入自动预测下一个单词,并利用它们获得的模式和知识来生成文本。其结果是生成连贯且与上下文相关的语言,可用于广泛的 NLU 和内容生成任务。 + +还可以通过即时工程、即时调优、微调和其他策略来提高模型性能,例如基于人类反馈的强化学习 (RLHF),以消除偏见、仇恨言论和被称为“幻觉”的事实错误答案,这些通常是对如此多的非结构化数据进行训练的有害副产品。这是确保企业级 LLM 随时可用,不会使组织承担不必要的责任或对组织声誉造成损害的最重要的方面之一。 + + +#### LLM 用例 + +LLM 正在重新定义越来越多的业务流程,并已在各个行业的无数用例和任务中证明了它们的多功能性。LLM 可以增强聊天机器人和虚拟助理(例如 IBM watsonx Assistant 和 Google 的 BARD)中的会话式 AI,以增强支持卓越客户服务的交互,提供模仿与人工客服交互的情境感知响应。 + +LLM 还擅长内容生成,可以自动创建内容,包括博客文章、营销或销售资料以及其他写作任务。在研究和学术界,它们帮助从大量数据集中总结和提取信息,加速知识发现。LLM 在语言翻译中也发挥着至关重要的作用,通过提供准确且与上下文相关的翻译来打破语言障碍。它们甚至可以用来编写代码,或者在编程语言之间进行“翻译”。 + +此外,它们还通过提供文字转语音应用以及以无障碍格式生成内容等功能,帮助残障人员,为无障碍访问功能做出了贡献。从医疗保健到金融,LLM 正在通过简化流程、改善客户体验以及实现更高效和数据驱动的决策来推动行业发展和变革。 + +最令人兴奋的是,所有这些功能都很容易访问,在某些情况下,实际上只需 API 集成即可。 + +以下是 LLM 为组织带来益处的一些最重要的领域: + +* 文本生成:语言生成能力,如根据提示撰写电子邮件、博客文章或其他中长篇内容,并加以提炼和润色。检索增强生成 (RAG) 就是一个很好的例子。 + +* 内容摘要:将长文章、新闻报道、研究报告、公司文档甚至客户历史记录汇总成根据输出格式定制长度的完整文本。 + +* AI 助手:聊天机器人,可以回答客户询问、执行后端任务并以自然语言提供详细信息,作为集成式自助客户服务解决方案的一部分。 + +* 代码生成:帮助开发人员构建应用程序,查找代码中的错误并发现多种编程语言中的安全问题,甚至在它们之间进行“翻译”。 + +* 情感分析:分析文本,确定客户的语气,以便大规模了解客户反馈并帮助进行品牌声誉管理。 + +* 语言翻译:通过流畅的翻译和多语言功能,为各语言和地域的组织提供更广泛的覆盖范围。 + +LLM 将通过实现客户自助服务自动化、加快对越来越多任务的响应以及提高准确性、增强路由和智能上下文收集,影响从金融到保险、人力资源到医疗保健等各个行业。 + From 4ef1ac3319a3c6129a4f8e02b50650244a73d150 Mon Sep 17 00:00:00 2001 From: keke Date: Sun, 10 Mar 2024 10:59:41 +0800 Subject: [PATCH 30/68] feat: update llm --- assets/src/LLM/llm01.md | 1 - 1 file changed, 1 deletion(-) diff --git a/assets/src/LLM/llm01.md b/assets/src/LLM/llm01.md index d2244a22..5f80693e 100644 --- a/assets/src/LLM/llm01.md +++ b/assets/src/LLM/llm01.md @@ -19,7 +19,6 @@ LLM 通过利用深度学习技术和大量文本数据来运行。这些模型 还可以通过即时工程、即时调优、微调和其他策略来提高模型性能,例如基于人类反馈的强化学习 (RLHF),以消除偏见、仇恨言论和被称为“幻觉”的事实错误答案,这些通常是对如此多的非结构化数据进行训练的有害副产品。这是确保企业级 LLM 随时可用,不会使组织承担不必要的责任或对组织声誉造成损害的最重要的方面之一。 - #### LLM 用例 LLM 正在重新定义越来越多的业务流程,并已在各个行业的无数用例和任务中证明了它们的多功能性。LLM 可以增强聊天机器人和虚拟助理(例如 IBM watsonx Assistant 和 Google 的 BARD)中的会话式 AI,以增强支持卓越客户服务的交互,提供模仿与人工客服交互的情境感知响应。 From d08f78288c41387835227482963a1bbf7fd84aed Mon Sep 17 00:00:00 2001 From: keke Date: Mon, 11 Mar 2024 10:06:50 +0800 Subject: [PATCH 31/68] feat: update llm --- assets/src/LLM/llm01.md | 29 +++++++++++++++++++++++++++++ 1 file changed, 29 insertions(+) diff --git a/assets/src/LLM/llm01.md b/assets/src/LLM/llm01.md index 5f80693e..dc69301b 100644 --- a/assets/src/LLM/llm01.md +++ b/assets/src/LLM/llm01.md @@ -45,3 +45,32 @@ LLM 还擅长内容生成,可以自动创建内容,包括博客文章、营 LLM 将通过实现客户自助服务自动化、加快对越来越多任务的响应以及提高准确性、增强路由和智能上下文收集,影响从金融到保险、人力资源到医疗保健等各个行业。 +#### 增加大语言模型推理能力的方案 + +目前,推理的方案与构建通用大型语言模型和聊天机器人的方案密切相关。总共有三个阶段: + +- 预训练或持续训练:在这个阶段,我们通常在大型数据集(如科学文献或代码数据)上训练大型模型。 +- 有监督微调:在这个阶段,我们对模型进行微调,以便完成复杂任务的指令。 +- 强化学习:在这个阶段,我们使用诸如任务是否已全部/部分完成的信号作为奖励。 + +因此,在我们的文献分析中,我们同时考虑推理和编码。我们将看到,就学习方法而言,这两者之间存在惊人的相关性。 + +* 预训练与持续训练 + +分析以下几项研究: + +1. Lewkowycz et. al. 2022. Minerva: [Solving Quantitative Reasoning Problems with Language Models](https://arxiv.org/abs/2206.14858) + +* 在来自 Arxiv 论文的 38.5B 的 token 上继续训练 PaLM 540B。 +* 在 MATH (一个需要使用 LaTeX 格式回答问题的困难数据集),上的得分为 33.6([GPT-4 的得分是 42.5](https://github.com/FranxYao/chain-of-thought-hub)) + +2. Taylor et. al. 2022. [Galactica: A Large Language Model for Science](https://arxiv.org/abs/2211.09085) + +* 在包含论文、代码、参考资料、知识库和其他内容的 106B token 上预训练一个120B语言模型。 +* 在MATH上的表现为 20.4(Minerva 33.6,GPT-4 42.5) + +3. Chen et. al. 2021. [Codex: Evaluating Large Language Models Trained on Code](https://arxiv.org/abs/2107.03374) + +* 在159GB代码数据上继续训练 12B GPT-3 模型,提高了 HumanEval 数据集上的代码性能。 + +这些研究发现,在大量科学文献代码上进行训练可以显著提高基础模型的推理编码能力。 \ No newline at end of file From 9725d7092a318d9749139ec1fe38ff3e7a018c44 Mon Sep 17 00:00:00 2001 From: keke Date: Tue, 12 Mar 2024 09:12:14 +0800 Subject: [PATCH 32/68] feat: update llm --- assets/src/LLM/llm01.md | 10 +++++++++- 1 file changed, 9 insertions(+), 1 deletion(-) diff --git a/assets/src/LLM/llm01.md b/assets/src/LLM/llm01.md index dc69301b..3c6341b0 100644 --- a/assets/src/LLM/llm01.md +++ b/assets/src/LLM/llm01.md @@ -73,4 +73,12 @@ LLM 将通过实现客户自助服务自动化、加快对越来越多任务的 * 在159GB代码数据上继续训练 12B GPT-3 模型,提高了 HumanEval 数据集上的代码性能。 -这些研究发现,在大量科学文献代码上进行训练可以显著提高基础模型的推理编码能力。 \ No newline at end of file +这些研究发现,在大量科学文献代码上进行训练可以显著提高基础模型的推理编码能力。 + +#### 监督微调 + +1. Chung et. al. 2022. [Scaling Instruction-Finetuned Language Models](https://arxiv.org/abs/2210.11416) +- 使用多样化的指令显著提高了模型零样本泛化的能力 +- 在指令集合中混合思维链数据([the flan collection](https://arxiv.org/abs/2301.13688) 文章中进一步讨论了这个问题)明显提高了模型的思维链能力 +- 注意:尽管 the flan collection 数据集从多个维度激发了基础模型的能力,但这些指令并非来自真实的聊天机器人用户互动,因此可能无法直接转化为更好的聊天性能。 + From af914248d1014317aeecb0ee1a8cf75ec72a6161 Mon Sep 17 00:00:00 2001 From: keke Date: Wed, 13 Mar 2024 09:08:27 +0800 Subject: [PATCH 33/68] feat: update llm --- assets/src/LLM/llm01.md | 19 ++++++++++++++++++- 1 file changed, 18 insertions(+), 1 deletion(-) diff --git a/assets/src/LLM/llm01.md b/assets/src/LLM/llm01.md index 3c6341b0..b951217a 100644 --- a/assets/src/LLM/llm01.md +++ b/assets/src/LLM/llm01.md @@ -78,7 +78,24 @@ LLM 将通过实现客户自助服务自动化、加快对越来越多任务的 #### 监督微调 1. Chung et. al. 2022. [Scaling Instruction-Finetuned Language Models](https://arxiv.org/abs/2210.11416) + - 使用多样化的指令显著提高了模型零样本泛化的能力 - 在指令集合中混合思维链数据([the flan collection](https://arxiv.org/abs/2301.13688) 文章中进一步讨论了这个问题)明显提高了模型的思维链能力 -- 注意:尽管 the flan collection 数据集从多个维度激发了基础模型的能力,但这些指令并非来自真实的聊天机器人用户互动,因此可能无法直接转化为更好的聊天性能。 +- 注意:尽管 the flan collection 数据集从多个维度激发了基础模型的能力,但这些指令并非来自真实的聊天机器人用户互动,因此可能[无法直接转化为更好的聊天性能](https://www.yitay.net/blog/flan-ul2-20b)。 + +2. Fu et. al. 2023. [Specializing Smaller Language Models towards Multi-Step Reasoning](https://arxiv.org/abs/2301.12726) + +- 将思维链推理能力提炼到较小规模(小于或等于 10B)的模型。通常,10B 规模的模型非常适合部署(更大的模型太贵了,更小的模型太弱了)。 +- 本文讨论了很多工程细节,如数据工程、能力平衡以及小型和大型模型之间的差异 + +3. [Li et. al. 2022. Competition-Level Code Generation with AlphaCode](https://arxiv.org/abs/2203.07814) + +- 在 715GB 的 GitHub 代码上预训练一个 41B 模型,然后在包含 13k 问题的 CodeContest 数据集上进行微调 +- 在测试期间,使用采样并根据是否通过示例测试来过滤解决方案。从某种意义上说,这种做法类似于推理问题中的 [self-consistency](https://arxiv.org/abs/2203.11171) 方法。 + + +目前关于指令微调的理解是: +- 通过使用对话格式的数据,将基本模型调优为聊天机器人相对容易(参见像 Alpaca 和 MOSS 这样的优秀示例)。然而,闲聊的能力并不能转化为执行复杂任务的能力。从这个角度来看,模型就像人类一样:说得多不如干得好,代码见真章。 +- 实际上,指令调优问题是一个数据混合问题:如何最好地混合来自不同来源的指令数据,以便从所有角度均匀地提高模型性能(而不是像在 [CoT specialization](https://arxiv.org/abs/2301.12726) 和 [the flan collection](https://arxiv.org/abs/2301.13688) 中讨论的那样,增加一个维度但降低另一个维度)。 +- 数据混合的简单起点是:使用 10-20 个非思维链的数据点(以平衡不同维度的能力),但尽可能多地使用链式思维数据(以最大化推理能力)。 \ No newline at end of file From f6463dfe07cebe524291ad8ce8a40be16b8ca141 Mon Sep 17 00:00:00 2001 From: keke Date: Thu, 14 Mar 2024 09:09:05 +0800 Subject: [PATCH 34/68] feat: update llm --- assets/src/LLM/llm01.md | 13 ++++++++++++- 1 file changed, 12 insertions(+), 1 deletion(-) diff --git a/assets/src/LLM/llm01.md b/assets/src/LLM/llm01.md index b951217a..64d31e06 100644 --- a/assets/src/LLM/llm01.md +++ b/assets/src/LLM/llm01.md @@ -98,4 +98,15 @@ LLM 将通过实现客户自助服务自动化、加快对越来越多任务的 - 通过使用对话格式的数据,将基本模型调优为聊天机器人相对容易(参见像 Alpaca 和 MOSS 这样的优秀示例)。然而,闲聊的能力并不能转化为执行复杂任务的能力。从这个角度来看,模型就像人类一样:说得多不如干得好,代码见真章。 - 实际上,指令调优问题是一个数据混合问题:如何最好地混合来自不同来源的指令数据,以便从所有角度均匀地提高模型性能(而不是像在 [CoT specialization](https://arxiv.org/abs/2301.12726) 和 [the flan collection](https://arxiv.org/abs/2301.13688) 中讨论的那样,增加一个维度但降低另一个维度)。 -- 数据混合的简单起点是:使用 10-20 个非思维链的数据点(以平衡不同维度的能力),但尽可能多地使用链式思维数据(以最大化推理能力)。 \ No newline at end of file +- 数据混合的简单起点是:使用 10-20 个非思维链的数据点(以平衡不同维度的能力),但尽可能多地使用链式思维数据(以最大化推理能力)。 + +#### 强化学习 + +我们分析: + +- Uesato. et. al. 2022. [Solving math word problems with process- and outcome-based feedback](https://arxiv.org/abs/2211.14275) + - 基于中间推理和最终推理结果构建奖励模型。 +- Le et. al. 2022. [CodeRL: Mastering Code Generation through Pretrained Models and Deep Reinforcement Learning](https://arxiv.org/abs/2207.01780) + - 根据诸如编译错误、运行时错误或是否通过测试等信号训练奖励模型。 + +这两项工作都使用中间信号(对于推理,看中间步骤是否正确;对于编码,看代码是否编译)和最终信号(对于推理,最终答案是否正确;对于编码,代码是否通过测试)作为奖励。需要注意的是,这种类型的强化学习与基于人类反馈的强化学习(RLHF)有所不同,因为它不需要人类反馈。 \ No newline at end of file From d0b463229654d26e89c70db370f393f1f9d409d7 Mon Sep 17 00:00:00 2001 From: keke Date: Fri, 15 Mar 2024 09:06:32 +0800 Subject: [PATCH 35/68] feat:update llm --- assets/src/LLM/llm01.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/assets/src/LLM/llm01.md b/assets/src/LLM/llm01.md index 64d31e06..75d9d68d 100644 --- a/assets/src/LLM/llm01.md +++ b/assets/src/LLM/llm01.md @@ -109,4 +109,4 @@ LLM 将通过实现客户自助服务自动化、加快对越来越多任务的 - Le et. al. 2022. [CodeRL: Mastering Code Generation through Pretrained Models and Deep Reinforcement Learning](https://arxiv.org/abs/2207.01780) - 根据诸如编译错误、运行时错误或是否通过测试等信号训练奖励模型。 -这两项工作都使用中间信号(对于推理,看中间步骤是否正确;对于编码,看代码是否编译)和最终信号(对于推理,最终答案是否正确;对于编码,代码是否通过测试)作为奖励。需要注意的是,这种类型的强化学习与基于人类反馈的强化学习(RLHF)有所不同,因为它不需要人类反馈。 \ No newline at end of file +这两项工作都使用中间信号(对于推理,看中间步骤是否正确;对于编码,看代码是否编译)和最终信号作为奖励。 需要注意的是,这种类型的强化学习与基于人类反馈的强化学习(RLHF)有所不同,因为它不需要人类反馈。 \ No newline at end of file From 324b19bcc7fdd96f27d380e9ea5b0f04dd883a8a Mon Sep 17 00:00:00 2001 From: keke Date: Sat, 16 Mar 2024 15:36:21 +0800 Subject: [PATCH 36/68] feat: update llm --- assets/src/LLM/llm01.md | 19 ++++++++++++++++++- 1 file changed, 18 insertions(+), 1 deletion(-) diff --git a/assets/src/LLM/llm01.md b/assets/src/LLM/llm01.md index 75d9d68d..9cfb21fb 100644 --- a/assets/src/LLM/llm01.md +++ b/assets/src/LLM/llm01.md @@ -109,4 +109,21 @@ LLM 将通过实现客户自助服务自动化、加快对越来越多任务的 - Le et. al. 2022. [CodeRL: Mastering Code Generation through Pretrained Models and Deep Reinforcement Learning](https://arxiv.org/abs/2207.01780) - 根据诸如编译错误、运行时错误或是否通过测试等信号训练奖励模型。 -这两项工作都使用中间信号(对于推理,看中间步骤是否正确;对于编码,看代码是否编译)和最终信号作为奖励。 需要注意的是,这种类型的强化学习与基于人类反馈的强化学习(RLHF)有所不同,因为它不需要人类反馈。 \ No newline at end of file +这两项工作都使用中间信号(对于推理,看中间步骤是否正确;对于编码,看代码是否编译)和最终信号作为奖励。 需要注意的是,这种类型的强化学习与基于人类反馈的强化学习(RLHF)有所不同,因为它不需要人类反馈。 + +#### 推理能力和代码能力的耦合 + +我们提出了一个假设,即在代码上进行训练可能会提高推理能力,原因如下: + +|-----------------|-----------|-----------| +| | 推理 | 代码 | +|数据格式 | 思维链 |逐行注释 | +|简单和中等难度的任务 | 一步一步推理|面向过程编程 | +|困难任务 | 问题分解 |面向对象编程 | + + +- 代码注释是自然存在的链式思维数据 +- 面向过程编程类似于逐步解决任务。这适用于简单和中等复杂度的任务 +- 面向对象编程类似于将任务分解为较小的任务,然后分别解决它们。这适用于较高复杂度的任务。 + +从这个显著的一致性中,我们看到提高推理能力与提高编程能力非常相似。在此,我们通过强调训练大型语言模型进行推理或编码的配方相似性,深化了这个假设: \ No newline at end of file From dc937ba4d3e9fff31c71b1d6063d738fb7cd1eb1 Mon Sep 17 00:00:00 2001 From: keke Date: Mon, 18 Mar 2024 09:05:05 +0800 Subject: [PATCH 37/68] feat: update llm --- assets/src/LLM/llm01.md | 16 +++++++++++++++- 1 file changed, 15 insertions(+), 1 deletion(-) diff --git a/assets/src/LLM/llm01.md b/assets/src/LLM/llm01.md index 9cfb21fb..57295fb1 100644 --- a/assets/src/LLM/llm01.md +++ b/assets/src/LLM/llm01.md @@ -126,4 +126,18 @@ LLM 将通过实现客户自助服务自动化、加快对越来越多任务的 - 面向过程编程类似于逐步解决任务。这适用于简单和中等复杂度的任务 - 面向对象编程类似于将任务分解为较小的任务,然后分别解决它们。这适用于较高复杂度的任务。 -从这个显著的一致性中,我们看到提高推理能力与提高编程能力非常相似。在此,我们通过强调训练大型语言模型进行推理或编码的配方相似性,深化了这个假设: \ No newline at end of file +从这个显著的一致性中,我们看到提高推理能力与提高编程能力非常相似。在此,我们通过强调训练大型语言模型进行推理或编码的配方相似性,深化了这个假设: + +|------------------|-----------------------------------------------------------------------------------|----------------------------------------------------------------| +| 持续训练 | 在科学文献上持续训练,数据格式 = 文本 + latex ,例子: Minerva / Galactica | 在代码上持续训练,数据格式 = 文本 + 编程语言 ,例子: Codex | +| 监督微调 | 使用思维链指令做监督微调,数据格式 = 思维链,例子: CoT specialization | 使用代码指令做监督微调, 数据格式 = 代码 例子: AlphaCode | +| 强化学习 | 使用思维链指令做监督微调,数据格式 = 思维链,例子: CoT specialization | 使用代码指令做监督微调, 数据格式 = 代码 例子: AlphaCode | +| 监督微调 | 使用中间过程和推理结果作为反馈,格式:是否推理正确,例子: process and outcome based reward | 使用编译率和通过率作为反馈,格式 = 代码是否正确执行 例子: CodeRL | +| 采样和解码 | Self-consistency:采样多个解决方案,然后进行多数投票 | Sampling and filtering: ,采样多个解决方案,然后过滤并聚类这些解决方案 | + +看到推理和代码都经历了: + +- 在连续训练阶段,可以在基础模型上增加代码和科学文献数据。 +- 在有监督的微调阶段,可以根据要求完成复杂任务的指令或编写代码对模型进行微调 +- 在强化学习阶段,将中间推理步骤 / 编译率和最终推理结果 / 代码通过率作为奖励 +- 在解码过程中,推理和编码都会采样多个解决方案,然后从解码空间中选择最佳方案。 \ No newline at end of file From 8d45fdaf0deb0fadfe02edcbb208ecd955fb7d62 Mon Sep 17 00:00:00 2001 From: keke Date: Tue, 19 Mar 2024 09:05:56 +0800 Subject: [PATCH 38/68] feat: update llm --- assets/src/LLM/llm01.md | 27 ++++++++++++++++++++++++++- 1 file changed, 26 insertions(+), 1 deletion(-) diff --git a/assets/src/LLM/llm01.md b/assets/src/LLM/llm01.md index 57295fb1..8d8c6252 100644 --- a/assets/src/LLM/llm01.md +++ b/assets/src/LLM/llm01.md @@ -140,4 +140,29 @@ LLM 将通过实现客户自助服务自动化、加快对越来越多任务的 - 在连续训练阶段,可以在基础模型上增加代码和科学文献数据。 - 在有监督的微调阶段,可以根据要求完成复杂任务的指令或编写代码对模型进行微调 - 在强化学习阶段,将中间推理步骤 / 编译率和最终推理结果 / 代码通过率作为奖励 -- 在解码过程中,推理和编码都会采样多个解决方案,然后从解码空间中选择最佳方案。 \ No newline at end of file +- 在解码过程中,推理和编码都会采样多个解决方案,然后从解码空间中选择最佳方案。 + +#### 复杂推理的提示工程 + +* 基础思维链提示工程 + +推荐给初学者: + +- Wei et. al. 2022. [Chain-of-Thought Prompting Elicits Reasoning in Large Language Models](https://arxiv.org/abs/2201.11903). + - 本文是第一篇发现当使用链式思维进行提示时,存在一个相变现象,表明大型模型在很大程度上优于较小的模型,这进一步导致了[涌现能力](https://arxiv.org/abs/2206.07682)的发现。 +- Wang et. al. 2022. [Self-Consistency Improves Chain of Thought Reasoning in Language Models](https://arxiv.org/abs/2203.11171) + - 对采样的 CoT 推理路径进行多数投票,显著提高了推理性能。 +- Suzgun et. al. 2022. [Challenging BIG-Bench Tasks and Whether Chain-of-Thought Can Solve Them](https://arxiv.org/abs/2210.09261) + - 使用 CoT 处理 big-bench 中困难的任务。这篇论文的一个有意义的副产品是 BigBench Hard 数据集,它在测试模型推理能力方面非常有效。 + + +* 进阶技巧及分析 + +高级 CoT 提示实践: + +- Fu et. al. 2023. [Complexity-Based Prompting for Multi-Step Reasoning](https://arxiv.org/abs/2210.00720) + - 使用复杂链代替简单链作为上下文示例 +- Khot et. al. 2023. [Decomposed Prompting: A Modular Approach for Solving Complex Tasks](https://arxiv.org/abs/2210.02406) + - 将复杂任务分解为更简单的任务,然后逐个解决 + +通常,对于复杂任务,首先将其分解为更简单的任务,然后逐步解决更简单的任务。 \ No newline at end of file From 93ea3968006f38026f6cd3e7930b8b9e24d25409 Mon Sep 17 00:00:00 2001 From: keke Date: Wed, 20 Mar 2024 08:58:56 +0800 Subject: [PATCH 39/68] feat: update llm --- assets/src/LLM/llm01.md | 22 +++++++++++++++------- 1 file changed, 15 insertions(+), 7 deletions(-) diff --git a/assets/src/LLM/llm01.md b/assets/src/LLM/llm01.md index 8d8c6252..0e52f018 100644 --- a/assets/src/LLM/llm01.md +++ b/assets/src/LLM/llm01.md @@ -122,8 +122,8 @@ LLM 将通过实现客户自助服务自动化、加快对越来越多任务的 |困难任务 | 问题分解 |面向对象编程 | -- 代码注释是自然存在的链式思维数据 -- 面向过程编程类似于逐步解决任务。这适用于简单和中等复杂度的任务 +- 代码注释是自然存在的链式思维数据。 +- 面向过程编程类似于逐步解决任务。这适用于简单和中等复杂度的任务。 - 面向对象编程类似于将任务分解为较小的任务,然后分别解决它们。这适用于较高复杂度的任务。 从这个显著的一致性中,我们看到提高推理能力与提高编程能力非常相似。在此,我们通过强调训练大型语言模型进行推理或编码的配方相似性,深化了这个假设: @@ -138,8 +138,8 @@ LLM 将通过实现客户自助服务自动化、加快对越来越多任务的 看到推理和代码都经历了: - 在连续训练阶段,可以在基础模型上增加代码和科学文献数据。 -- 在有监督的微调阶段,可以根据要求完成复杂任务的指令或编写代码对模型进行微调 -- 在强化学习阶段,将中间推理步骤 / 编译率和最终推理结果 / 代码通过率作为奖励 +- 在有监督的微调阶段,可以根据要求完成复杂任务的指令或编写代码对模型进行微调。 +- 在强化学习阶段,将中间推理步骤 / 编译率和最终推理结果 / 代码通过率作为奖励。 - 在解码过程中,推理和编码都会采样多个解决方案,然后从解码空间中选择最佳方案。 #### 复杂推理的提示工程 @@ -161,8 +161,16 @@ LLM 将通过实现客户自助服务自动化、加快对越来越多任务的 高级 CoT 提示实践: - Fu et. al. 2023. [Complexity-Based Prompting for Multi-Step Reasoning](https://arxiv.org/abs/2210.00720) - - 使用复杂链代替简单链作为上下文示例 + - 使用复杂链代替简单链作为上下文示例。 - Khot et. al. 2023. [Decomposed Prompting: A Modular Approach for Solving Complex Tasks](https://arxiv.org/abs/2210.02406) - - 将复杂任务分解为更简单的任务,然后逐个解决 + - 将复杂任务分解为更简单的任务,然后逐个解决。 + +通常,对于复杂任务,首先将其分解为更简单的任务,然后逐步解决更简单的任务。 + + + + + + + -通常,对于复杂任务,首先将其分解为更简单的任务,然后逐步解决更简单的任务。 \ No newline at end of file From 635da4bac0d277a112024dcc7d318e4fb06b1876 Mon Sep 17 00:00:00 2001 From: keke Date: Thu, 21 Mar 2024 09:07:22 +0800 Subject: [PATCH 40/68] feat: update llm --- assets/src/LLM/llm01.md | 7 +++++++ 1 file changed, 7 insertions(+) diff --git a/assets/src/LLM/llm01.md b/assets/src/LLM/llm01.md index 0e52f018..b838d872 100644 --- a/assets/src/LLM/llm01.md +++ b/assets/src/LLM/llm01.md @@ -167,7 +167,14 @@ LLM 将通过实现客户自助服务自动化、加快对越来越多任务的 通常,对于复杂任务,首先将其分解为更简单的任务,然后逐步解决更简单的任务。 +以下论文讨论了**上下文学习为什么起作用**: +- Xie et. al. 2021. [An Explanation of In-context Learning as Implicit Bayesian Inference](https://arxiv.org/abs/2111.02080) + - 语言模型在提示中的示例之间推断出一个潜在概念,并进入相应的任务模式 +- Wei et. al. 2023. [Larger language models do in-context learning differently](https://arxiv.org/abs/2303.03846) + - 当出现与先验知识相矛盾的上下文示例时,尽管大型模型可能具有更强的语义先验,大型模型可以根据提示词来覆盖语义先验。 + +简而言之,上下文学习的要点是提示中的示例使模型进入相应的任务模式,然后执行任务。 From 777d2f9b8555669598d196a68491eaa1ce00ac62 Mon Sep 17 00:00:00 2001 From: keke Date: Fri, 22 Mar 2024 08:58:00 +0800 Subject: [PATCH 41/68] feat: update llm --- assets/src/LLM/llm01.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/assets/src/LLM/llm01.md b/assets/src/LLM/llm01.md index b838d872..f46e0332 100644 --- a/assets/src/LLM/llm01.md +++ b/assets/src/LLM/llm01.md @@ -167,7 +167,7 @@ LLM 将通过实现客户自助服务自动化、加快对越来越多任务的 通常,对于复杂任务,首先将其分解为更简单的任务,然后逐步解决更简单的任务。 -以下论文讨论了**上下文学习为什么起作用**: +以下论文讨论了上下文学习为什么起作用: - Xie et. al. 2021. [An Explanation of In-context Learning as Implicit Bayesian Inference](https://arxiv.org/abs/2111.02080) - 语言模型在提示中的示例之间推断出一个潜在概念,并进入相应的任务模式 From 15adc61bd4024de69e3641bce56a3f3da5d46d29 Mon Sep 17 00:00:00 2001 From: keke Date: Sat, 23 Mar 2024 10:00:36 +0800 Subject: [PATCH 42/68] feat: update llm --- assets/src/LLM/llm01.md | 9 +++++++++ 1 file changed, 9 insertions(+) diff --git a/assets/src/LLM/llm01.md b/assets/src/LLM/llm01.md index f46e0332..56979fa8 100644 --- a/assets/src/LLM/llm01.md +++ b/assets/src/LLM/llm01.md @@ -177,7 +177,16 @@ LLM 将通过实现客户自助服务自动化、加快对越来越多任务的 简而言之,上下文学习的要点是提示中的示例使模型进入相应的任务模式,然后执行任务。 +以下论文讨论了**模型在进行思维链推理时的行为**: +- Min et. al. 2022. [Rethinking the Role of Demonstrations: What Makes In-Context Learning Work](https://arxiv.org/abs/2202.12837) + - 当某些标签错误时,模型仍然可以做出正确的预测。这表明模型更受提示的 [格式] 影响,而不是提示的 [意义] 。 +- Wang et. al. 2022. [Towards Understanding Chain-of-Thought Prompting: An Empirical Study of What Matters](https://arxiv.org/abs/2212.10001) + - 即使提示中的推理错误,模型仍然可以正确推理,但提示的相关性和推理步骤的顺序更为重要 —— 这再次表明,模型更受提示的 [格式] 影响,而不是提示的[意义]。 +- Madaan and Yazdanbakhsh. 2022. [Text and Patterns: For Effective Chain of Thought, It Takes Two to Tango](https://arxiv.org/abs/2209.07686). + - 详细分析显示,提示的格式可以改善 CoT 推理(虽然内容的正确性可能不起到强烈作用) + +因此呢,模型只关注提示的格式,但可能不会受到提示正确性的显著影响。然而,模型在多大程度上会受到提示正确性的影响,或者提示可以在[多大程度上覆盖模型的先验信念](https://arxiv.org/abs/2303.03846),还是一个尚待研究的问题。 From 6143c8e714d50f14e49da337cf2b3dbf67c57f8f Mon Sep 17 00:00:00 2001 From: keke Date: Mon, 25 Mar 2024 09:08:15 +0800 Subject: [PATCH 43/68] feat: update llm --- assets/src/LLM/llm01.md | 7 +++++++ 1 file changed, 7 insertions(+) diff --git a/assets/src/LLM/llm01.md b/assets/src/LLM/llm01.md index 56979fa8..919f2bed 100644 --- a/assets/src/LLM/llm01.md +++ b/assets/src/LLM/llm01.md @@ -189,4 +189,11 @@ LLM 将通过实现客户自助服务自动化、加快对越来越多任务的 因此呢,模型只关注提示的格式,但可能不会受到提示正确性的显著影响。然而,模型在多大程度上会受到提示正确性的影响,或者提示可以在[多大程度上覆盖模型的先验信念](https://arxiv.org/abs/2303.03846),还是一个尚待研究的问题。 +以下论文讨论了如何**通过改进和反馈来提高模型性能**: +- Madaan. et. al. 2023. [Self-refine: Iterative refinement with self-feedback](https://arxiv.org/abs/2303.17651) + - 模型可以在多个场景中(包括代码优化、数学推理、对话响应生成等)对自身的推理进行优化和改进。 +- Madaan et. al. 2023. [Learning Performance-Improving Code Edits](https://arxiv.org/abs/2302.07867) + - 在程序轨迹上进行训练可以改善编码。 + +简而言之,以自然语言形式(而非强化学习中的奖励形式)对模型进行改进和反馈非常有效,可以进一步提高语言模型的性能(无论是通过上下文学习还是微调)。 From e9eba8333dffce30a7a956c232a30c6960fb019c Mon Sep 17 00:00:00 2001 From: keke Date: Tue, 26 Mar 2024 09:07:17 +0800 Subject: [PATCH 44/68] feat: update llm --- assets/images/468.jpg | Bin 0 -> 507093 bytes assets/src/LLM/llm01.md | 19 +++++++++++++++++++ 2 files changed, 19 insertions(+) create mode 100644 assets/images/468.jpg diff --git a/assets/images/468.jpg b/assets/images/468.jpg new file mode 100644 index 0000000000000000000000000000000000000000..e59037d0a4264c2c34260ab6b380981d7ff42dfa GIT binary patch literal 507093 zcmeFY_dnaw-#%VSDXqO~Z*8rrS~WsZ)M`snd$eX_#a=OM&kkEqrD~*V?^;34wpOhm zgjx|q2H_L$@BRJleg6mdGB%^tIr%x$NB zSj&kcHSBU%__pcZ!P~}@Wz5|we(LD|_LxDRgBd6^{@cUO$T%7E-~JPA&q}8H--o-V zrB44}-xK|U;`qOg#m~X;zYS*gzrJ7ne;dp~`+s{s+5bA&|1IYKEc0Jo)BgY5Y%+%I z;w+^S-mr=X)2?{EBKhPKe-Hq%A3< 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简而言之,以自然语言形式(而非强化学习中的奖励形式)对模型进行改进和反馈非常有效,可以进一步提高语言模型的性能(无论是通过上下文学习还是微调)。 + +#### 评价大语言模型的推理能力 + +## 评价方法的基础知识 + +在谈论评估时,有三个重要因素需要考虑:数据格式、能力类型和模型类型。 + +首先,提示时有四种数据格式: + +

+ +

+ +其中: + +- In-context 指的是在测试问题之前附加一系列上下文示例。 +- Zero-shot 是指在没有上下文示例的情况下直接将测试问题输入给模型。 +- Chain-of-thought 是指在回答之前生成推理。 +- Answer-only 是指没有链式思维,直接给答案。 From b51edfe63daa6637691c11f23d1fb09b0c2c4d72 Mon Sep 17 00:00:00 2001 From: keke Date: Wed, 27 Mar 2024 09:05:35 +0800 Subject: [PATCH 45/68] feat: update llm --- assets/src/LLM/llm01.md | 15 +++++++++++++++ 1 file changed, 15 insertions(+) diff --git a/assets/src/LLM/llm01.md b/assets/src/LLM/llm01.md index 1a9d6ba3..e1b89a60 100644 --- a/assets/src/LLM/llm01.md +++ b/assets/src/LLM/llm01.md @@ -216,3 +216,18 @@ LLM 将通过实现客户自助服务自动化、加快对越来越多任务的 - Zero-shot 是指在没有上下文示例的情况下直接将测试问题输入给模型。 - Chain-of-thought 是指在回答之前生成推理。 - Answer-only 是指没有链式思维,直接给答案。 + + +对于模型能力,有两种大致正交的能力类型: + +- 知识 knowledge:模型是否了解世界 +- 推理 reasoning:模型是否可以根据其知识进行推理。 + +这两个方面并不是严格正交的,因为一些推理规则也可以被视为某种形式的知识。然而,在评估时,这两种能力有明显的差异: + +- 一些数据集更注重对知识的评估,如 [MMLU](https://arxiv.org/abs/2009.03300),它测试模型是否具有高达大学水平的知识。 +- 一些数据集更注重对推理的评估,如 [BBH](https://arxiv.org/abs/2210.09261),它测试模型是否具有逐步解决问题的能力。 +- 对于知识,链式思维与仅回答的表现相似(参见 FlanPaLM 论文) +- 对于推理,链式思维比仅回答表现得更好(参见原始 [CoT 论文](https://arxiv.org/abs/2201.11903),然后参见 [FlanPaLM论文](https://arxiv.org/abs/2210.11416) + +在实践中,因为 CoT 在达到或优于 Answer-only 的表现,而且 CoT 更加用户友好(因为它告诉用户思考过程),现代聊天机器人总是部署 CoT(无论你问 ChatGPT 什么,它都会告诉你一堆它的想法)。 \ No newline at end of file From cd20bf2dab604346dbac7c32a4f90f56943f07b5 Mon Sep 17 00:00:00 2001 From: keke Date: Thu, 28 Mar 2024 09:13:27 +0800 Subject: [PATCH 46/68] feat: update llm --- assets/src/LLM/llm01.md | 8 +++++++- 1 file changed, 7 insertions(+), 1 deletion(-) diff --git a/assets/src/LLM/llm01.md b/assets/src/LLM/llm01.md index e1b89a60..14267136 100644 --- a/assets/src/LLM/llm01.md +++ b/assets/src/LLM/llm01.md @@ -230,4 +230,10 @@ LLM 将通过实现客户自助服务自动化、加快对越来越多任务的 - 对于知识,链式思维与仅回答的表现相似(参见 FlanPaLM 论文) - 对于推理,链式思维比仅回答表现得更好(参见原始 [CoT 论文](https://arxiv.org/abs/2201.11903),然后参见 [FlanPaLM论文](https://arxiv.org/abs/2210.11416) -在实践中,因为 CoT 在达到或优于 Answer-only 的表现,而且 CoT 更加用户友好(因为它告诉用户思考过程),现代聊天机器人总是部署 CoT(无论你问 ChatGPT 什么,它都会告诉你一堆它的想法)。 \ No newline at end of file +在实践中,因为 CoT 在达到或优于 Answer-only 的表现,而且 CoT 更加用户友好(因为它告诉用户思考过程),现代聊天机器人总是部署 CoT(无论你问 ChatGPT 什么,它都会告诉你一堆它的想法)。 + + +最后,在评估方面,我们区分了两种类型的模型:预训练之后的 checkpoint 和指令微调之后的 checkpoint。 + +1. 预训练 checkpoint 具有 in-context learning 的能力。大多数预训练模型可以进行 in-context answer-only,一些更好的模型可以进行 in-context chain-of-thought(但目前尚不清楚为什么某些预训练模型可以进行 CoT 而其他模型却不能)。然而,预训练 checkpoint 可能无法进行 zero-shot,因为它们没有经过这方面的训练(但某些预训练检查点仍然可以进行 zero-shot CoT,请参阅 “[让我们逐步思考(https://arxiv.org/abs/2205.11916)” 的论文)。 +2. 指令微调过后的 checkpoint 既具有 zero-shot 又有 in-context 的能力。这里需要注意的是,如果没调好,指令微调之后 in-context 性能可能会[稍有下降](https://arxiv.org/abs/2203.02155)。 \ No newline at end of file From 741aa62baa09ce83e29952b580a14b2a1b0c7dba Mon Sep 17 00:00:00 2001 From: keke Date: Fri, 29 Mar 2024 08:59:43 +0800 Subject: [PATCH 47/68] feat: update llm --- assets/src/LLM/llm01.md | 7 ++----- 1 file changed, 2 insertions(+), 5 deletions(-) diff --git a/assets/src/LLM/llm01.md b/assets/src/LLM/llm01.md index 14267136..a98c8fd5 100644 --- a/assets/src/LLM/llm01.md +++ b/assets/src/LLM/llm01.md @@ -188,7 +188,6 @@ LLM 将通过实现客户自助服务自动化、加快对越来越多任务的 因此呢,模型只关注提示的格式,但可能不会受到提示正确性的显著影响。然而,模型在多大程度上会受到提示正确性的影响,或者提示可以在[多大程度上覆盖模型的先验信念](https://arxiv.org/abs/2303.03846),还是一个尚待研究的问题。 - 以下论文讨论了如何**通过改进和反馈来提高模型性能**: - Madaan. et. al. 2023. [Self-refine: Iterative refinement with self-feedback](https://arxiv.org/abs/2303.17651) @@ -196,7 +195,7 @@ LLM 将通过实现客户自助服务自动化、加快对越来越多任务的 - Madaan et. al. 2023. [Learning Performance-Improving Code Edits](https://arxiv.org/abs/2302.07867) - 在程序轨迹上进行训练可以改善编码。 -简而言之,以自然语言形式(而非强化学习中的奖励形式)对模型进行改进和反馈非常有效,可以进一步提高语言模型的性能(无论是通过上下文学习还是微调)。 +因此,以自然语言形式(而非强化学习中的奖励形式)对模型进行改进和反馈非常有效,可以进一步提高语言模型的性能(无论是通过上下文学习还是微调)。 #### 评价大语言模型的推理能力 @@ -217,7 +216,6 @@ LLM 将通过实现客户自助服务自动化、加快对越来越多任务的 - Chain-of-thought 是指在回答之前生成推理。 - Answer-only 是指没有链式思维,直接给答案。 - 对于模型能力,有两种大致正交的能力类型: - 知识 knowledge:模型是否了解世界 @@ -227,12 +225,11 @@ LLM 将通过实现客户自助服务自动化、加快对越来越多任务的 - 一些数据集更注重对知识的评估,如 [MMLU](https://arxiv.org/abs/2009.03300),它测试模型是否具有高达大学水平的知识。 - 一些数据集更注重对推理的评估,如 [BBH](https://arxiv.org/abs/2210.09261),它测试模型是否具有逐步解决问题的能力。 -- 对于知识,链式思维与仅回答的表现相似(参见 FlanPaLM 论文) +- 对于知识,链式思维与仅回答的表现相似(参见 FlanPaLM 论文)。 - 对于推理,链式思维比仅回答表现得更好(参见原始 [CoT 论文](https://arxiv.org/abs/2201.11903),然后参见 [FlanPaLM论文](https://arxiv.org/abs/2210.11416) 在实践中,因为 CoT 在达到或优于 Answer-only 的表现,而且 CoT 更加用户友好(因为它告诉用户思考过程),现代聊天机器人总是部署 CoT(无论你问 ChatGPT 什么,它都会告诉你一堆它的想法)。 - 最后,在评估方面,我们区分了两种类型的模型:预训练之后的 checkpoint 和指令微调之后的 checkpoint。 1. 预训练 checkpoint 具有 in-context learning 的能力。大多数预训练模型可以进行 in-context answer-only,一些更好的模型可以进行 in-context chain-of-thought(但目前尚不清楚为什么某些预训练模型可以进行 CoT 而其他模型却不能)。然而,预训练 checkpoint 可能无法进行 zero-shot,因为它们没有经过这方面的训练(但某些预训练检查点仍然可以进行 zero-shot CoT,请参阅 “[让我们逐步思考(https://arxiv.org/abs/2205.11916)” 的论文)。 From f5967e91b721d94dc5ae3cb5aac3e2b88c25062b Mon Sep 17 00:00:00 2001 From: keke Date: Sun, 31 Mar 2024 17:14:45 +0800 Subject: [PATCH 48/68] feat: update llm --- assets/src/LLM/llm01.md | 12 +++++++++++- 1 file changed, 11 insertions(+), 1 deletion(-) diff --git a/assets/src/LLM/llm01.md b/assets/src/LLM/llm01.md index a98c8fd5..d482b8cd 100644 --- a/assets/src/LLM/llm01.md +++ b/assets/src/LLM/llm01.md @@ -233,4 +233,14 @@ LLM 将通过实现客户自助服务自动化、加快对越来越多任务的 最后,在评估方面,我们区分了两种类型的模型:预训练之后的 checkpoint 和指令微调之后的 checkpoint。 1. 预训练 checkpoint 具有 in-context learning 的能力。大多数预训练模型可以进行 in-context answer-only,一些更好的模型可以进行 in-context chain-of-thought(但目前尚不清楚为什么某些预训练模型可以进行 CoT 而其他模型却不能)。然而,预训练 checkpoint 可能无法进行 zero-shot,因为它们没有经过这方面的训练(但某些预训练检查点仍然可以进行 zero-shot CoT,请参阅 “[让我们逐步思考(https://arxiv.org/abs/2205.11916)” 的论文)。 -2. 指令微调过后的 checkpoint 既具有 zero-shot 又有 in-context 的能力。这里需要注意的是,如果没调好,指令微调之后 in-context 性能可能会[稍有下降](https://arxiv.org/abs/2203.02155)。 \ No newline at end of file +2. 指令微调过后的 checkpoint 既具有 zero-shot 又有 in-context 的能力。这里需要注意的是,如果没调好,指令微调之后 in-context 性能可能会[稍有下降](https://arxiv.org/abs/2203.02155)。 + +最后,在评估方面,我们区分了两种类型的模型:预训练之后的 checkpoint 和指令微调之后的 checkpoint。 + +- 预训练 checkpoint 具有 in-context learning 的能力。大多数预训练模型可以进行 in-context answer-only,一些更好的模型可以进行 in-context chain-of-thought(但目前尚不清楚为什么某些预训练模型可以进行 CoT 而其他模型却不能)。然而,预训练 checkpoint 可能无法进行 zero-shot,因为它们没有经过这方面的训练(但某些预训练检查点仍然可以进行 zero-shot CoT,请参阅 “让我们逐步思考” 的论文)。 +- 指令微调过后的 checkpoint 既具有 zero-shot 又有 in-context 的能力。这里需要注意的是,如果没调好,指令微调之后 in-context 性能可能会稍有下降。 + +综上所述,我们建议使用 in-context chain-of-thought 进行评估: + +- In-context 是评估 pretrained checkpoint 的更好方法,因为它更好地揭示了模型潜力。Zero-shot 可能低估模型性能,尤其是对于不支持 Zero-shot chain-of-thought 的(“让我们逐步思考”)的模型。 +- Chain-of-thought prompting 是评估推理能力的更好方法,因为它比 answer-only prompting 更充分地发挥了模型的推理性能。 \ No newline at end of file From caf11a0ccef8881c843d5d26684e63aea04167a7 Mon Sep 17 00:00:00 2001 From: keke Date: Mon, 1 Apr 2024 09:07:53 +0800 Subject: [PATCH 49/68] feat: update llm --- assets/images/469.jpg | Bin 0 -> 81453 bytes assets/src/LLM/llm01.md | 42 +++++++++++++++++++++++++++++++++++++++- 2 files changed, 41 insertions(+), 1 deletion(-) create mode 100644 assets/images/469.jpg diff --git a/assets/images/469.jpg b/assets/images/469.jpg new file mode 100644 index 0000000000000000000000000000000000000000..85684f6e8c8e6ce75d3f8b9bb900815577facefd GIT binary patch literal 81453 zcmdqJXHZmcyY2~+K|quoB}o>P3{8?ONERdr2$Cd8rpbs1l0kB4a#C{6h)51ilnfG^ zoSGcx;s3s~>&%?}VOO0qd#1*!MHQ~Ls68G(sDQ4ZVq&#Rvf7n_3iX-^=xU}+a25K-q7+T)tQv{z-aB%B{H_d3^3Q8(%Q{rmTu36qnS zBhqU`6z8cXCWcQ$OXWKyOiZf0nCXoA1kd@!p5OR;{8;5UE$f|t8WIY3apwdxi-?4X zdta>jlCpFo;Sdt+?}i-W8Ju2Ylj{m|^n= 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+ +

+ + +总的来说: + +- 我们根据 GSM8K 对模型性能进行排名,这是一个经典的基准测试,用于衡量链式思维数学推理性能。这不是唯一的度量标准,但一个很好的解释是 “在保持其他通用能力的同时,模型在数学方面的表现如何” —— 这也非常困难。 +- GPT-4 在 GSM8K 和 MMLU 上明显优于所有其他模型。 +- 65B LLaMA 与 text/code-davinci-002 非常接近,这意味着基于它,如果 SFT 和 RLHF 操作正确,我们很有可能基于 65B LLaMA 复现 ChatGPT。 +- Claude 是唯一可以与 GPT 系列相媲美的模型家族。 +- 较小的模型,如 FlanT5 11B 和 LLaMA 7B,明显落后于排行榜,这意味着复杂推理可能只是大型模型的能力。 + +进一步地,在 github 仓库中,我们包括了: + +- 详细的实验设置和结果分析 +- 用于重现 GPT 和 Claude 所有结果的脚本 + +因此,在上面我们讨论了大型语言模型的推理能力。复杂推理不仅仅是因为它是更强模型与更弱模型之间的核心区分点,而且它还是模型成为下一代计算平台或者操作系统的基础能力,从而有可能在大模型上建立一个新的生态系统。 + +我们讨论了构建具有强大推理能力的模型的方法:预训练、有监督的微调和强化学习。我们发现提高推理能力的方法与提高代码能力的方法密切相关,这加深了我们先前关于推理与代码之间密切关系的假设。我们进一步讨论了高级提示工程技巧和在执行复杂推理时模型行为的分析。 + +最后,我们讨论了如何评估模型的推理能力,并介绍了 chain-of-thought hub,这是一个正在进行的项目,旨在统一评估语言模型的推理性能。 + +希望这篇文章能成为构建具有强大推理能力的开源模型的路线图。 + + +#### 更多大语言模型推理的相关资源 + +* [Prompt Engineering](https://lilianweng.github.io/posts/2023-03-15-prompt-engineering/) +* [Microsoft Semantic Kernel ](https://github.com/microsoft/semantic-kernel) +* [Prompt Engineering Guide](https://github.com/dair-ai/Prompt-Engineering-Guide) +* [Towards Reasoning in Large Language Models: A Survey](https://arxiv.org/abs/2212.10403) \ No newline at end of file From cfdc706ea5069935a6446dbb2eacd8274a99218f Mon Sep 17 00:00:00 2001 From: keke Date: Tue, 2 Apr 2024 09:10:28 +0800 Subject: [PATCH 50/68] feat: update llm --- assets/src/LLM/llm01.md | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/assets/src/LLM/llm01.md b/assets/src/LLM/llm01.md index 83fcd454..59b0057c 100644 --- a/assets/src/LLM/llm01.md +++ b/assets/src/LLM/llm01.md @@ -264,10 +264,10 @@ LLM 将通过实现客户自助服务自动化、加快对越来越多任务的 - Claude 是唯一可以与 GPT 系列相媲美的模型家族。 - 较小的模型,如 FlanT5 11B 和 LLaMA 7B,明显落后于排行榜,这意味着复杂推理可能只是大型模型的能力。 -进一步地,在 github 仓库中,我们包括了: +在 github 中,进一步地分析和了解: -- 详细的实验设置和结果分析 -- 用于重现 GPT 和 Claude 所有结果的脚本 +- 详细的实验设置和结果分析。 +- 用于重现 GPT 和 Claude 所有结果的脚本。 因此,在上面我们讨论了大型语言模型的推理能力。复杂推理不仅仅是因为它是更强模型与更弱模型之间的核心区分点,而且它还是模型成为下一代计算平台或者操作系统的基础能力,从而有可能在大模型上建立一个新的生态系统。 From 1b9c1f9bf1b904d7c559bddb5c849adf5758cb05 Mon Sep 17 00:00:00 2001 From: keke Date: Thu, 4 Apr 2024 16:26:28 +0800 Subject: [PATCH 51/68] feat: update llm --- assets/src/LLM/llm01.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/assets/src/LLM/llm01.md b/assets/src/LLM/llm01.md index 59b0057c..c7031565 100644 --- a/assets/src/LLM/llm01.md +++ b/assets/src/LLM/llm01.md @@ -235,7 +235,7 @@ LLM 将通过实现客户自助服务自动化、加快对越来越多任务的 1. 预训练 checkpoint 具有 in-context learning 的能力。大多数预训练模型可以进行 in-context answer-only,一些更好的模型可以进行 in-context chain-of-thought(但目前尚不清楚为什么某些预训练模型可以进行 CoT 而其他模型却不能)。然而,预训练 checkpoint 可能无法进行 zero-shot,因为它们没有经过这方面的训练(但某些预训练检查点仍然可以进行 zero-shot CoT,请参阅 “[让我们逐步思考(https://arxiv.org/abs/2205.11916)” 的论文)。 2. 指令微调过后的 checkpoint 既具有 zero-shot 又有 in-context 的能力。这里需要注意的是,如果没调好,指令微调之后 in-context 性能可能会[稍有下降](https://arxiv.org/abs/2203.02155)。 -最后,在评估方面,我们区分了两种类型的模型:预训练之后的 checkpoint 和指令微调之后的 checkpoint。 +最后,在评估方面,这里区分了两种类型的模型:预训练之后的 checkpoint 和指令微调之后的 checkpoint。 - 预训练 checkpoint 具有 in-context learning 的能力。大多数预训练模型可以进行 in-context answer-only,一些更好的模型可以进行 in-context chain-of-thought(但目前尚不清楚为什么某些预训练模型可以进行 CoT 而其他模型却不能)。然而,预训练 checkpoint 可能无法进行 zero-shot,因为它们没有经过这方面的训练(但某些预训练检查点仍然可以进行 zero-shot CoT,请参阅 “让我们逐步思考” 的论文)。 - 指令微调过后的 checkpoint 既具有 zero-shot 又有 in-context 的能力。这里需要注意的是,如果没调好,指令微调之后 in-context 性能可能会稍有下降。 @@ -258,7 +258,7 @@ LLM 将通过实现客户自助服务自动化、加快对越来越多任务的 总的来说: -- 我们根据 GSM8K 对模型性能进行排名,这是一个经典的基准测试,用于衡量链式思维数学推理性能。这不是唯一的度量标准,但一个很好的解释是 “在保持其他通用能力的同时,模型在数学方面的表现如何” —— 这也非常困难。 +- 根据 GSM8K 对模型性能进行排名,这是一个经典的基准测试,用于衡量链式思维数学推理性能。这不是唯一的度量标准,但一个很好的解释是 “在保持其他通用能力的同时,模型在数学方面的表现如何” —— 这也非常困难。 - GPT-4 在 GSM8K 和 MMLU 上明显优于所有其他模型。 - 65B LLaMA 与 text/code-davinci-002 非常接近,这意味着基于它,如果 SFT 和 RLHF 操作正确,我们很有可能基于 65B LLaMA 复现 ChatGPT。 - Claude 是唯一可以与 GPT 系列相媲美的模型家族。 From 04630675117bc79601fdaca7ebb4a3db516e0650 Mon Sep 17 00:00:00 2001 From: keke Date: Sat, 6 Apr 2024 18:41:41 +0800 Subject: [PATCH 52/68] =?UTF-8?q?feat=EF=BC=9A=20update=20llm?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- assets/src/LLM/llm01.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/assets/src/LLM/llm01.md b/assets/src/LLM/llm01.md index c7031565..b0aff186 100644 --- a/assets/src/LLM/llm01.md +++ b/assets/src/LLM/llm01.md @@ -240,7 +240,7 @@ LLM 将通过实现客户自助服务自动化、加快对越来越多任务的 - 预训练 checkpoint 具有 in-context learning 的能力。大多数预训练模型可以进行 in-context answer-only,一些更好的模型可以进行 in-context chain-of-thought(但目前尚不清楚为什么某些预训练模型可以进行 CoT 而其他模型却不能)。然而,预训练 checkpoint 可能无法进行 zero-shot,因为它们没有经过这方面的训练(但某些预训练检查点仍然可以进行 zero-shot CoT,请参阅 “让我们逐步思考” 的论文)。 - 指令微调过后的 checkpoint 既具有 zero-shot 又有 in-context 的能力。这里需要注意的是,如果没调好,指令微调之后 in-context 性能可能会稍有下降。 -综上所述,我们建议使用 in-context chain-of-thought 进行评估: +综上所述,我们建议使用 in-context 和 chain-of-thought 进行评估: - In-context 是评估 pretrained checkpoint 的更好方法,因为它更好地揭示了模型潜力。Zero-shot 可能低估模型性能,尤其是对于不支持 Zero-shot chain-of-thought 的(“让我们逐步思考”)的模型。 - Chain-of-thought prompting 是评估推理能力的更好方法,因为它比 answer-only prompting 更充分地发挥了模型的推理性能。 From 751afa530e5cc1930f0ad77a73c3078639413cba Mon Sep 17 00:00:00 2001 From: keke Date: Sun, 7 Apr 2024 09:11:17 +0800 Subject: [PATCH 53/68] feat: update llm --- assets/src/LLM/llm01.md | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/assets/src/LLM/llm01.md b/assets/src/LLM/llm01.md index b0aff186..1920759c 100644 --- a/assets/src/LLM/llm01.md +++ b/assets/src/LLM/llm01.md @@ -121,7 +121,6 @@ LLM 将通过实现客户自助服务自动化、加快对越来越多任务的 |简单和中等难度的任务 | 一步一步推理|面向过程编程 | |困难任务 | 问题分解 |面向对象编程 | - - 代码注释是自然存在的链式思维数据。 - 面向过程编程类似于逐步解决任务。这适用于简单和中等复杂度的任务。 - 面向对象编程类似于将任务分解为较小的任务,然后分别解决它们。这适用于较高复杂度的任务。 @@ -199,7 +198,7 @@ LLM 将通过实现客户自助服务自动化、加快对越来越多任务的 #### 评价大语言模型的推理能力 -## 评价方法的基础知识 +#### 评价方法的基础知识 在谈论评估时,有三个重要因素需要考虑:数据格式、能力类型和模型类型。 From ae94bf1eab48739d5dc62547febc21cd91c55adf Mon Sep 17 00:00:00 2001 From: keke Date: Mon, 8 Apr 2024 09:08:36 +0800 Subject: [PATCH 54/68] feat: update llm --- assets/src/LLM/llm01.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/assets/src/LLM/llm01.md b/assets/src/LLM/llm01.md index 1920759c..d8df185e 100644 --- a/assets/src/LLM/llm01.md +++ b/assets/src/LLM/llm01.md @@ -113,7 +113,7 @@ LLM 将通过实现客户自助服务自动化、加快对越来越多任务的 #### 推理能力和代码能力的耦合 -我们提出了一个假设,即在代码上进行训练可能会提高推理能力,原因如下: +这里我们提出了一个假设,即在代码上进行训练可能会提高推理能力,原因如下: |-----------------|-----------|-----------| | | 推理 | 代码 | From 773c54503b734ad6957d7e2b13bb6279987643a0 Mon Sep 17 00:00:00 2001 From: keke Date: Wed, 10 Apr 2024 08:51:07 +0800 Subject: [PATCH 55/68] feat: update llm --- assets/src/LLM/llm01.md | 3 +++ 1 file changed, 3 insertions(+) diff --git a/assets/src/LLM/llm01.md b/assets/src/LLM/llm01.md index d8df185e..8bdfcd04 100644 --- a/assets/src/LLM/llm01.md +++ b/assets/src/LLM/llm01.md @@ -277,6 +277,9 @@ LLM 将通过实现客户自助服务自动化、加快对越来越多任务的 希望这篇文章能成为构建具有强大推理能力的开源模型的路线图。 +人世间数百万个闲暇的小时流逝过去,方始出现一个真正的历史性时刻,人类星光闪耀的时刻 —— 《人类群星闪耀时》斯蒂芬·茨威格 + + #### 更多大语言模型推理的相关资源 * [Prompt Engineering](https://lilianweng.github.io/posts/2023-03-15-prompt-engineering/) From 7bc1161af49766ee8de56206de7581bb53b22a60 Mon Sep 17 00:00:00 2001 From: keke Date: Fri, 12 Apr 2024 09:21:18 +0800 Subject: [PATCH 56/68] feat: update llm02 --- assets/src/LLM/llm02.md | 27 +++++++++++++++++++++++++++ 1 file changed, 27 insertions(+) create mode 100644 assets/src/LLM/llm02.md diff --git a/assets/src/LLM/llm02.md b/assets/src/LLM/llm02.md new file mode 100644 index 00000000..c5e901d9 --- /dev/null +++ b/assets/src/LLM/llm02.md @@ -0,0 +1,27 @@ +#### 什么是大型语言模型? + +大型语言模型(LLM)是基于大量数据进行预训练的超大型深度学习模型。底层转换器是一组神经网络,这些神经网络由具有自注意力功能的编码器和解码器组成。编码器和解码器从一系列文本中提取含义,并理解其中的单词和短语之间的关系。 + +转换器 LLM 能够进行无监督的训练,但更精确的解释是转换器可以执行自主学习。通过此过程,转换器可学会理解基本的语法、语言和知识。 + +与早期按顺序处理输入的循环神经网络(RNN)不同,转换器并行处理整个序列。这可让数据科学家使用 GPU 训练基于转换器的 LLM,从而大幅度缩短训练时间。 + +借助转换器神经网络架构,您可使用非常大规模的模型,其中通常具有数千亿个参数。这种大规模模型可以摄取通常来自互联网的大量数据,但也可以从包含 500 多亿个网页的 Common Crawl 和拥有约 5700 万个页面的 Wikipedia 等来源摄取数据。 + +#### 大语言模型综述 + +语言是人类表达和交流的突出能力,它在儿童早期发展 并在一生中不断演变。然而,机器不能自然地掌握以人类语言形式理解和交流的能力,除非配备了强大的人工智能算法。实现这一目标,让机器像人类一样阅读、写作和交流一直是一个长期的研究挑战。 + +从技术上讲,语言建模是提高机器语言智能的主要方法之一。一般来说,语言建模旨在对词序列的生成概率进行建模,以预测未来(或缺失)单词的概率。语言建模的研究在文献中受到了广泛关注,可以分为四个主要发展阶段: + + +1. 统计语言模型 (SLM) + +SLMs 基于统计学习方法 开发,并在 20 世纪 90 年代兴起。其基本思想是基于马尔可夫 假设建立词预测模型,例如根据最近的上下文预测下一个词。 +具有固定上下文长度 n 的 SLM 也称为 n-gram 语言模型,例 如 bigram 和 trigram 语言模型。SLM 已被广泛应用于提高信 息检索和自然语言处理的任务性能。然而,它们通常受到维数灾难的困扰:由于需要估计指数级数量的转 换概率,因此很难准确估计高阶语言模型。因此,专门设计的平滑策略,如回退估计和 Good–Turing 估计已被引入以缓解数据稀疏问题。 + + + + + + From 410a1ecde1aa63f628e8dc6a7e398fe57781d548 Mon Sep 17 00:00:00 2001 From: keke Date: Mon, 15 Apr 2024 09:18:21 +0800 Subject: [PATCH 57/68] feat: update llm --- assets/src/LLM/llm02.md | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/assets/src/LLM/llm02.md b/assets/src/LLM/llm02.md index c5e901d9..b12bae01 100644 --- a/assets/src/LLM/llm02.md +++ b/assets/src/LLM/llm02.md @@ -21,6 +21,11 @@ SLMs 基于统计学习方法 开发,并在 20 世纪 90 年代兴起。其基 具有固定上下文长度 n 的 SLM 也称为 n-gram 语言模型,例 如 bigram 和 trigram 语言模型。SLM 已被广泛应用于提高信 息检索和自然语言处理的任务性能。然而,它们通常受到维数灾难的困扰:由于需要估计指数级数量的转 换概率,因此很难准确估计高阶语言模型。因此,专门设计的平滑策略,如回退估计和 Good–Turing 估计已被引入以缓解数据稀疏问题。 +2. 神经语言模型(NLM) + +使用神经网络(例 如循环神经网络)来刻画词序列的概率。作为一个显著贡献,的工作引入了词的分布式表示概念,并在聚合上下文特征(即分布式词向量)的条件下构建词预测函数。通过扩展学习词或句子有效特征的想法,已有研究开发了一种通用神经 + +此外,word2vec被提出来构建一个简化的浅层神经网用于学习分布式词表示,这些表示在各种自然语言处理任务中被证明非常有效。这些研究开创了将语言模型用于表示学习(超越词序列建模),对自然语言处理领域产生了重要影响。 From d35a0397417f88eadc8033c70ad59758dd4a95fe Mon Sep 17 00:00:00 2001 From: keke Date: Mon, 15 Apr 2024 09:21:26 +0800 Subject: [PATCH 58/68] feat: update llm --- assets/src/LLM/llm02.md | 2 -- 1 file changed, 2 deletions(-) diff --git a/assets/src/LLM/llm02.md b/assets/src/LLM/llm02.md index b12bae01..6a81f697 100644 --- a/assets/src/LLM/llm02.md +++ b/assets/src/LLM/llm02.md @@ -14,13 +14,11 @@ 从技术上讲,语言建模是提高机器语言智能的主要方法之一。一般来说,语言建模旨在对词序列的生成概率进行建模,以预测未来(或缺失)单词的概率。语言建模的研究在文献中受到了广泛关注,可以分为四个主要发展阶段: - 1. 统计语言模型 (SLM) SLMs 基于统计学习方法 开发,并在 20 世纪 90 年代兴起。其基本思想是基于马尔可夫 假设建立词预测模型,例如根据最近的上下文预测下一个词。 具有固定上下文长度 n 的 SLM 也称为 n-gram 语言模型,例 如 bigram 和 trigram 语言模型。SLM 已被广泛应用于提高信 息检索和自然语言处理的任务性能。然而,它们通常受到维数灾难的困扰:由于需要估计指数级数量的转 换概率,因此很难准确估计高阶语言模型。因此,专门设计的平滑策略,如回退估计和 Good–Turing 估计已被引入以缓解数据稀疏问题。 - 2. 神经语言模型(NLM) 使用神经网络(例 如循环神经网络)来刻画词序列的概率。作为一个显著贡献,的工作引入了词的分布式表示概念,并在聚合上下文特征(即分布式词向量)的条件下构建词预测函数。通过扩展学习词或句子有效特征的想法,已有研究开发了一种通用神经 From 0b303489c6b7866aa19f74181be295db3f908ada Mon Sep 17 00:00:00 2001 From: keke Date: Tue, 16 Apr 2024 09:19:49 +0800 Subject: [PATCH 59/68] feat: update llm --- assets/src/LLM/llm02.md | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/assets/src/LLM/llm02.md b/assets/src/LLM/llm02.md index 6a81f697..1fee758c 100644 --- a/assets/src/LLM/llm02.md +++ b/assets/src/LLM/llm02.md @@ -25,6 +25,10 @@ SLMs 基于统计学习方法 开发,并在 20 世纪 90 年代兴起。其基 此外,word2vec被提出来构建一个简化的浅层神经网用于学习分布式词表示,这些表示在各种自然语言处理任务中被证明非常有效。这些研究开创了将语言模型用于表示学习(超越词序列建模),对自然语言处理领域产生了重要影响。 +3. 预训练语言模型 (PLM) +作为早期尝试,ELMo被提出来通过预训练一个双向 LSTM(biLSTM)网络(而不是 学习固定的词表示)来捕捉上下文感知的词表示,然后根据特定的下游任务微调 biLSTM 网络。进一步,基于自注意力机制的高度并行化 Transformer 架构,BERT作为双向语言模型,在大规模无标签语料库上使用专门设计的预训练任务。 +这些预训练的上下文感知词表示作为通用语义特征非常有效,极大地提高了自然语言处理任务的性能。这项研究激发了大量后续工作,确立了“预训练和微调”学习范式。 +遵循这一范式,已经建立了大量关于预训练语言模型的研究引入了不同的架构(例如 GPT-2和 BART),或者改进的预训练策略。在这个范式中,通常需要对预训练语言模型进行微调以适应不同的下游任务。 From aba91426103af724db89d6a2f633adb2577b6e07 Mon Sep 17 00:00:00 2001 From: keke Date: Wed, 17 Apr 2024 20:45:43 +0800 Subject: [PATCH 60/68] feat: update llm02 --- assets/src/LLM/llm02.md | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/assets/src/LLM/llm02.md b/assets/src/LLM/llm02.md index 1fee758c..d98d228f 100644 --- a/assets/src/LLM/llm02.md +++ b/assets/src/LLM/llm02.md @@ -32,3 +32,9 @@ SLMs 基于统计学习方法 开发,并在 20 世纪 90 年代兴起。其基 这些预训练的上下文感知词表示作为通用语义特征非常有效,极大地提高了自然语言处理任务的性能。这项研究激发了大量后续工作,确立了“预训练和微调”学习范式。 遵循这一范式,已经建立了大量关于预训练语言模型的研究引入了不同的架构(例如 GPT-2和 BART),或者改进的预训练策略。在这个范式中,通常需要对预训练语言模型进行微调以适应不同的下游任务。 + +4. 大语言模型 (LLM) + +研究人员发现,扩展预训练语言模型(例如扩展模型大小或数据大小)通常会提高下游任务的模型容量(即遵循扩展定律)。许多研究通过训练越来越大的 PLM(例如 175B 参数的 GPT-3 和 540B 参数的 PaLM)来探索性能极限。尽管扩展主要在模型大小方面进行(具有类似的架构和预训练任务),但这些大尺寸的预训练语言模型表现出与较小的预训练语言模型(如 330M 参数的 BERT和 1.5B 参数的 GPT-2)不同的行为, +并在解决一系列复杂任务中展示了惊人的能力(称为涌现能力)。例如,GPT-3 可以通过上下文学习解决少样本任务,而 GPT-2 则表现不佳。因此,研究界为这些大型预训练语言模型命名为“大语言模型 (LLM)”1。LLM 的一个显著应用是 ChatGPT2,它将 GPT 系列的 LLM 应用于对话,展现了惊人的与人类对话的能力。 + From 496e7cbc758e8c964316011332c909d6ef1995d1 Mon Sep 17 00:00:00 2001 From: keke Date: Thu, 18 Apr 2024 09:18:10 +0800 Subject: [PATCH 61/68] feat: update llm02 --- assets/src/LLM/llm02.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/assets/src/LLM/llm02.md b/assets/src/LLM/llm02.md index d98d228f..71c2bcf1 100644 --- a/assets/src/LLM/llm02.md +++ b/assets/src/LLM/llm02.md @@ -38,3 +38,5 @@ SLMs 基于统计学习方法 开发,并在 20 世纪 90 年代兴起。其基 研究人员发现,扩展预训练语言模型(例如扩展模型大小或数据大小)通常会提高下游任务的模型容量(即遵循扩展定律)。许多研究通过训练越来越大的 PLM(例如 175B 参数的 GPT-3 和 540B 参数的 PaLM)来探索性能极限。尽管扩展主要在模型大小方面进行(具有类似的架构和预训练任务),但这些大尺寸的预训练语言模型表现出与较小的预训练语言模型(如 330M 参数的 BERT和 1.5B 参数的 GPT-2)不同的行为, 并在解决一系列复杂任务中展示了惊人的能力(称为涌现能力)。例如,GPT-3 可以通过上下文学习解决少样本任务,而 GPT-2 则表现不佳。因此,研究界为这些大型预训练语言模型命名为“大语言模型 (LLM)”1。LLM 的一个显著应用是 ChatGPT2,它将 GPT 系列的 LLM 应用于对话,展现了惊人的与人类对话的能力。 +在现有文献中,PLM 已经得到了广泛的讨论和调研,而很少有研究对 LLM 以系统的方式进行回顾。为了激发我们的调研,我们首先强调 LLM 和 PLM 之间的三个主要区别。首先,LLM 表现出一些令人惊讶的涌现能力,这些能力可能在以前较小的 PLM 中没有观察到。这些能力是语言模型 可能在以前较小的 PLM 中没有观察到。这些能力是语言模型 的强大和有效性。其次,LLM 将彻底改变人类开发和使用人 工智能算法的方式。与小型 PLM 不同,访问 LLM 的主要方法是通过提示接口(例如 GPT-4 API)。 +人们必须了解 LLM的工作原理,并以 LLM 能够遵循的方式形式化他们的任务。第三,LLM 的发展不再明确区分研究和工程。训练 LLM 需要在大规模数据处理和分布式并行训练方面具有丰富的实践经验。为了开发出有能力的 LLM,研究人员必须解决复杂的工程问题,与工程师合作或成为工程师。 \ No newline at end of file From 300b290d499946b4a54cccfc70e9f0324b301b31 Mon Sep 17 00:00:00 2001 From: keke Date: Fri, 19 Apr 2024 09:27:16 +0800 Subject: [PATCH 62/68] feat: update llm02 --- assets/src/LLM/llm02.md | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/assets/src/LLM/llm02.md b/assets/src/LLM/llm02.md index 71c2bcf1..3611750a 100644 --- a/assets/src/LLM/llm02.md +++ b/assets/src/LLM/llm02.md @@ -39,4 +39,6 @@ SLMs 基于统计学习方法 开发,并在 20 世纪 90 年代兴起。其基 并在解决一系列复杂任务中展示了惊人的能力(称为涌现能力)。例如,GPT-3 可以通过上下文学习解决少样本任务,而 GPT-2 则表现不佳。因此,研究界为这些大型预训练语言模型命名为“大语言模型 (LLM)”1。LLM 的一个显著应用是 ChatGPT2,它将 GPT 系列的 LLM 应用于对话,展现了惊人的与人类对话的能力。 在现有文献中,PLM 已经得到了广泛的讨论和调研,而很少有研究对 LLM 以系统的方式进行回顾。为了激发我们的调研,我们首先强调 LLM 和 PLM 之间的三个主要区别。首先,LLM 表现出一些令人惊讶的涌现能力,这些能力可能在以前较小的 PLM 中没有观察到。这些能力是语言模型 可能在以前较小的 PLM 中没有观察到。这些能力是语言模型 的强大和有效性。其次,LLM 将彻底改变人类开发和使用人 工智能算法的方式。与小型 PLM 不同,访问 LLM 的主要方法是通过提示接口(例如 GPT-4 API)。 -人们必须了解 LLM的工作原理,并以 LLM 能够遵循的方式形式化他们的任务。第三,LLM 的发展不再明确区分研究和工程。训练 LLM 需要在大规模数据处理和分布式并行训练方面具有丰富的实践经验。为了开发出有能力的 LLM,研究人员必须解决复杂的工程问题,与工程师合作或成为工程师。 \ No newline at end of file +人们必须了解 LLM的工作原理,并以 LLM 能够遵循的方式形式化他们的任务。第三,LLM 的发展不再明确区分研究和工程。训练 LLM 需要在大规模数据处理和分布式并行训练方面具有丰富的实践经验。为了开发出有能力的 LLM,研究人员必须解决复杂的工程问题,与工程师合作或成为工程师。 + +如今,LLM 对 AI 社区产生了重大影响,ChatGPT 和GPT-4 的出现促使人们重新思考通用人工智能(AGI)的可能性。 From 6a5d349f7af2ee080caa3895a750a33b8cda9ea2 Mon Sep 17 00:00:00 2001 From: keke Date: Sat, 20 Apr 2024 11:10:47 +0800 Subject: [PATCH 63/68] feat: update llm --- assets/src/LLM/llm02.md | 6 +++++- 1 file changed, 5 insertions(+), 1 deletion(-) diff --git a/assets/src/LLM/llm02.md b/assets/src/LLM/llm02.md index 3611750a..9e0484b2 100644 --- a/assets/src/LLM/llm02.md +++ b/assets/src/LLM/llm02.md @@ -41,4 +41,8 @@ SLMs 基于统计学习方法 开发,并在 20 世纪 90 年代兴起。其基 在现有文献中,PLM 已经得到了广泛的讨论和调研,而很少有研究对 LLM 以系统的方式进行回顾。为了激发我们的调研,我们首先强调 LLM 和 PLM 之间的三个主要区别。首先,LLM 表现出一些令人惊讶的涌现能力,这些能力可能在以前较小的 PLM 中没有观察到。这些能力是语言模型 可能在以前较小的 PLM 中没有观察到。这些能力是语言模型 的强大和有效性。其次,LLM 将彻底改变人类开发和使用人 工智能算法的方式。与小型 PLM 不同,访问 LLM 的主要方法是通过提示接口(例如 GPT-4 API)。 人们必须了解 LLM的工作原理,并以 LLM 能够遵循的方式形式化他们的任务。第三,LLM 的发展不再明确区分研究和工程。训练 LLM 需要在大规模数据处理和分布式并行训练方面具有丰富的实践经验。为了开发出有能力的 LLM,研究人员必须解决复杂的工程问题,与工程师合作或成为工程师。 -如今,LLM 对 AI 社区产生了重大影响,ChatGPT 和GPT-4 的出现促使人们重新思考通用人工智能(AGI)的可能性。 + +如今,LLM 对 AI 社区产生了重大影响,ChatGPT 和GPT-4 的出现促使人们重新思考通用人工智能(AGI)的可能性。OpenAI 已经发布了一篇名为“Planning for AGI and beyond”的技术文章,讨论了实现 AGI 的短期和长期计划而一篇更近期的论文认为 GPT-4 可能被视为 AGI 系统的早期版本。AI 研究领域正因 LLM 的迅速发展而发生革命性变革。在自然语言处理领域,LLM 可以在一定程度上作为通用语言任务解决器,其研究范式已经转向使用 LLM。 +在信 息检索领域,传统搜索引擎正受到通过 AI 聊天机器人(即ChatGPT)搜索新信息的挑战,而 New Bing3展示了一个初步的基于 LLM 增强搜索结果的研究尝试。在计算机视觉领域,研究人员试图开发类似 ChatGPT 的视觉-语言模型,以更好地为多模态对话提供服务GPT-4已经通过整合视觉信息支持多模态输入。这一新技术浪潮可能会带来 例如GPT-3、PaLM、Galactica和LLaMA。 + + From 64347776d07b47c197c65748f4a76ca4dcabf805 Mon Sep 17 00:00:00 2001 From: keke Date: Sun, 21 Apr 2024 20:16:22 +0800 Subject: [PATCH 64/68] feat: update llm --- assets/src/LLM/llm02.md | 1 + 1 file changed, 1 insertion(+) diff --git a/assets/src/LLM/llm02.md b/assets/src/LLM/llm02.md index 9e0484b2..c24ea193 100644 --- a/assets/src/LLM/llm02.md +++ b/assets/src/LLM/llm02.md @@ -46,3 +46,4 @@ SLMs 基于统计学习方法 开发,并在 20 世纪 90 年代兴起。其基 在信 息检索领域,传统搜索引擎正受到通过 AI 聊天机器人(即ChatGPT)搜索新信息的挑战,而 New Bing3展示了一个初步的基于 LLM 增强搜索结果的研究尝试。在计算机视觉领域,研究人员试图开发类似 ChatGPT 的视觉-语言模型,以更好地为多模态对话提供服务GPT-4已经通过整合视觉信息支持多模态输入。这一新技术浪潮可能会带来 例如GPT-3、PaLM、Galactica和LLaMA。 +具体而言,LLM 基于 Transformer 架构构建,其中多头注意力层堆叠在非常深的神经网络中。 \ No newline at end of file From f17433e78f3367f8e0b0114cc0a9a4cd6ddd0381 Mon Sep 17 00:00:00 2001 From: keke Date: Tue, 23 Apr 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b/assets/src/LLM/llm02.md @@ -46,4 +46,6 @@ SLMs 基于统计学习方法 开发,并在 20 世纪 90 年代兴起。其基 在信 息检索领域,传统搜索引擎正受到通过 AI 聊天机器人(即ChatGPT)搜索新信息的挑战,而 New Bing3展示了一个初步的基于 LLM 增强搜索结果的研究尝试。在计算机视觉领域,研究人员试图开发类似 ChatGPT 的视觉-语言模型,以更好地为多模态对话提供服务GPT-4已经通过整合视觉信息支持多模态输入。这一新技术浪潮可能会带来 例如GPT-3、PaLM、Galactica和LLaMA。 -具体而言,LLM 基于 Transformer 架构构建,其中多头注意力层堆叠在非常深的神经网络中。 \ No newline at end of file +具体而言,LLM 基于 Transformer 架构构建,其中多头注意力层堆叠在非常深的神经网络中。现有的 LLM 主要采用与小语言模型类似的模型架构(即 Transformer)和预训练目标(即语言建模)。作为主要区别,LLM 大幅扩展了模型大小、预训练数据和总计算量(若干数量级),可以更好地根据上下文(即提示)理解自然语言并生成高质量的文本。这一能力提升可以部分通过扩展定律来描述,即任务性能大致随着模型大小的增加而显著提高然而,一些能力(例如上下文学习)是不可预测的,只有当模型大小超过一定水平时才能观察到。 + + From f7e0167a19c377060b0102bfd2bb0ea6597f9944 Mon Sep 17 00:00:00 2001 From: keke Date: Wed, 24 Apr 2024 09:32:00 +0800 Subject: [PATCH 66/68] feat: update llm --- assets/src/LLM/llm02.md | 1 + 1 file changed, 1 insertion(+) diff --git a/assets/src/LLM/llm02.md b/assets/src/LLM/llm02.md index 20d6cb40..45ed3c37 100644 --- a/assets/src/LLM/llm02.md +++ b/assets/src/LLM/llm02.md @@ -48,4 +48,5 @@ SLMs 基于统计学习方法 开发,并在 20 世纪 90 年代兴起。其基 具体而言,LLM 基于 Transformer 架构构建,其中多头注意力层堆叠在非常深的神经网络中。现有的 LLM 主要采用与小语言模型类似的模型架构(即 Transformer)和预训练目标(即语言建模)。作为主要区别,LLM 大幅扩展了模型大小、预训练数据和总计算量(若干数量级),可以更好地根据上下文(即提示)理解自然语言并生成高质量的文本。这一能力提升可以部分通过扩展定律来描述,即任务性能大致随着模型大小的增加而显著提高然而,一些能力(例如上下文学习)是不可预测的,只有当模型大小超过一定水平时才能观察到。 +大语言模型的涌现能力: 在文献中,LLM 的“涌现能力”被正式定义为“在小模型中不存在但在大模型中出现的能力”,这是区分 LLM 与以前的 PLM 最突出的特征之一。它进一步介绍了一个显著的特征,即当规模达到一定水平时,性能显著提高超过随机水平。类比地,这种涌现模式与物理学中的相变”现象有着密切的联系。原则上,涌现能力可以定义为与某些复杂任务相关的能力,而我们更关注能够应用于解决各种任务的通用能力。这里,我们简要介绍三个代表性的 LLM 涌现能力。 From 25091fbd43b0e374e36098ae5918330b41dda232 Mon Sep 17 00:00:00 2001 From: keke Date: Thu, 25 Apr 2024 09:11:28 +0800 Subject: [PATCH 67/68] feat: update llm --- assets/src/LLM/llm02.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/assets/src/LLM/llm02.md b/assets/src/LLM/llm02.md index 45ed3c37..98bc47d4 100644 --- a/assets/src/LLM/llm02.md +++ b/assets/src/LLM/llm02.md @@ -50,3 +50,5 @@ SLMs 基于统计学习方法 开发,并在 20 世纪 90 年代兴起。其基 大语言模型的涌现能力: 在文献中,LLM 的“涌现能力”被正式定义为“在小模型中不存在但在大模型中出现的能力”,这是区分 LLM 与以前的 PLM 最突出的特征之一。它进一步介绍了一个显著的特征,即当规模达到一定水平时,性能显著提高超过随机水平。类比地,这种涌现模式与物理学中的相变”现象有着密切的联系。原则上,涌现能力可以定义为与某些复杂任务相关的能力,而我们更关注能够应用于解决各种任务的通用能力。这里,我们简要介绍三个代表性的 LLM 涌现能力。 +* 上下文学习:上下文学习能力由 GPT-3 正式引入,假设提供给语言模型自然语言指令和/或多个任务演示,它可以通过完成输入文本的单词序列来为测试实例生成期望的输出,而无需额外的训练或梯度更新。 +* 指令遵循:通过使用自然语言描述的多任务数据集进行微调(称为指令微调),LLM 可以在同样使用指令形式化描述的未见任务上表现良好。通过指令微调,LLM 能够在没有使用显式示例的情况下遵循任务指令,从而具有更好的泛化能力。 \ No newline at end of file From 112d410f685ba83fa8b4ae804baf3bf93bf6751a Mon Sep 17 00:00:00 2001 From: keke Date: Sun, 28 Apr 2024 15:14:47 +0800 Subject: [PATCH 68/68] feat: update llm02 --- assets/src/LLM/llm02.md | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/assets/src/LLM/llm02.md b/assets/src/LLM/llm02.md index 98bc47d4..ea675909 100644 --- a/assets/src/LLM/llm02.md +++ b/assets/src/LLM/llm02.md @@ -51,4 +51,5 @@ SLMs 基于统计学习方法 开发,并在 20 世纪 90 年代兴起。其基 大语言模型的涌现能力: 在文献中,LLM 的“涌现能力”被正式定义为“在小模型中不存在但在大模型中出现的能力”,这是区分 LLM 与以前的 PLM 最突出的特征之一。它进一步介绍了一个显著的特征,即当规模达到一定水平时,性能显著提高超过随机水平。类比地,这种涌现模式与物理学中的相变”现象有着密切的联系。原则上,涌现能力可以定义为与某些复杂任务相关的能力,而我们更关注能够应用于解决各种任务的通用能力。这里,我们简要介绍三个代表性的 LLM 涌现能力。 * 上下文学习:上下文学习能力由 GPT-3 正式引入,假设提供给语言模型自然语言指令和/或多个任务演示,它可以通过完成输入文本的单词序列来为测试实例生成期望的输出,而无需额外的训练或梯度更新。 -* 指令遵循:通过使用自然语言描述的多任务数据集进行微调(称为指令微调),LLM 可以在同样使用指令形式化描述的未见任务上表现良好。通过指令微调,LLM 能够在没有使用显式示例的情况下遵循任务指令,从而具有更好的泛化能力。 \ No newline at end of file +* 指令遵循:通过使用自然语言描述的多任务数据集进行微调(称为指令微调),LLM 可以在同样使用指令形式化描述的未见任务上表现良好。通过指令微调,LLM 能够在没有使用显式示例的情况下遵循任务指令,从而具有更好的泛化能力。 +* 逐步推理:对于小语言模型来说,通常难以解决涉及多个推理步骤的复杂任务,例如数学问题。然而,通过采用“思维链”推理策略,LLM 可以利用包含中间推理步骤的提示机制来解决这些任务,得出最终答案。这种能力被认为可能通过在代码上进行训练来获得。 \ No newline at end of file

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