add bad case analysis for text classification #3385
Merged
Conversation
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
ZeyuChen
reviewed
Sep 29, 2022
| @@ -3,13 +3,16 @@ | |||
| **目录** | |||
| * [analysis模块介绍](#analysis模块介绍) | |||
| @@ -3,13 +3,16 @@ | |||
| **目录** | |||
| * [analysis模块介绍](#analysis模块介绍) | |||
| * [模型评估](#模型评估) | |||
| * [错误样例分析](#错误样例分析) | |||
| * [稀疏数据筛选方案](#稀疏数据筛选方案) | |||
| * [脏数据清洗方案](#脏数据清洗方案) | |||
| * [数据增强策略方案](#数据增强策略方案) | |||
|
|
|||
| ## analysis模块介绍 | |||
|
|
||
| **安装TrustAI** | ||
| ```shell | ||
| pip install trustai==0.1.7 |
| pip install trustai==0.1.7 | ||
| ``` | ||
|
|
||
| **安装interpretdl**（可选）如果使用词级别可解释性分析GradShap方法，需要安转interpretdl |
|
|
||
| 可支持配置的参数： | ||
|
|
||
| * `device`: 选用什么设备进行训练，选择cpu、gpu、xpu、npu；默认为"gpu"。 |
| parser.add_argument("--top_k", type=int, default=3, help="Top K important training data.") | ||
| parser.add_argument("--train_file", type=str, default="train.txt", help="Train dataset file name") | ||
| parser.add_argument("--interpret_file", type=str, default="bad_case.txt", help="interpretation file name") | ||
| parser.add_argument("--interpreted_file", type=str, default="sent_interpret.txt", help="interpreted file name") |
There was a problem hiding this comment.
已修改为interpret_input_file、interpret_result_file
| * `top_k`：筛选支持训练证据数量；默认为3。 | ||
| * `train_file`：本地数据集中训练集文件名；默认为"train.txt"。 | ||
| * `interpret_file`：本地数据集中待分析文件名；默认为"bad_case.txt"。 | ||
| * `interpreted_file`：保存句子级别可解释性结果文件名；默认为"sent_interpret.txt"。 |
There was a problem hiding this comment.
这两个args命名再斟酌下，不是太容易区分。
是否按照interpret_input/interpret_result 这类更直接的描述来区分
There was a problem hiding this comment.
已修改为interpret_input_file、interpret_result_file
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
Add this suggestion to a batch that can be applied as a single commit.
This suggestion is invalid because no changes were made to the code.
Suggestions cannot be applied while the pull request is closed.
Suggestions cannot be applied while viewing a subset of changes.
Only one suggestion per line can be applied in a batch.
Add this suggestion to a batch that can be applied as a single commit.
Applying suggestions on deleted lines is not supported.
You must change the existing code in this line in order to create a valid suggestion.
Outdated suggestions cannot be applied.
This suggestion has been applied or marked resolved.
Suggestions cannot be applied from pending reviews.
Suggestions cannot be applied on multi-line comments.
Suggestions cannot be applied while the pull request is queued to merge.
Suggestion cannot be applied right now. Please check back later.
PR types
Others
PR changes
Others
Description
新增错误样例分析方案
-基于token级别的可信分析（LIME、GradShap、InterGrad）
-基于特征级别的可信分析（FeatureSimilarity）