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Refactor submission instructions

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  1. LICENSE +201 -0
  2. README.md +196 -0
  3. cookiecutter.json +5 -0
  4. hooks/post_gen_project.py +5 -0
  5. hooks/pre_gen_project.py +16 -0
  6. requirements.txt +4 -0
  7. validation.py +28 -0
  8. {{cookiecutter.repo_name}}/LICENSE +201 -0
  9. {{cookiecutter.repo_name}}/README.md +94 -0
  10. {{cookiecutter.repo_name}}/cli.py +115 -0
  11. {{cookiecutter.repo_name}}/data/ade_corpus_v2/predictions.csv +0 -0
  12. {{cookiecutter.repo_name}}/data/ade_corpus_v2/task.json +1 -0
  13. {{cookiecutter.repo_name}}/data/banking_77/predictions.csv +0 -0
  14. {{cookiecutter.repo_name}}/data/banking_77/task.json +1 -0
  15. {{cookiecutter.repo_name}}/data/neurips_impact_statement_risks/predictions.csv +151 -0
  16. {{cookiecutter.repo_name}}/data/neurips_impact_statement_risks/task.json +1 -0
  17. {{cookiecutter.repo_name}}/data/one_stop_english/predictions.csv +519 -0
  18. {{cookiecutter.repo_name}}/data/one_stop_english/task.json +1 -0
  19. {{cookiecutter.repo_name}}/data/overruling/predictions.csv +2351 -0
  20. {{cookiecutter.repo_name}}/data/overruling/task.json +1 -0
  21. {{cookiecutter.repo_name}}/data/semiconductor_org_types/predictions.csv +450 -0
  22. {{cookiecutter.repo_name}}/data/semiconductor_org_types/task.json +1 -0
  23. {{cookiecutter.repo_name}}/data/systematic_review_inclusion/predictions.csv +2245 -0
  24. {{cookiecutter.repo_name}}/data/systematic_review_inclusion/task.json +1 -0
  25. {{cookiecutter.repo_name}}/data/tai_safety_research/predictions.csv +1640 -0
  26. {{cookiecutter.repo_name}}/data/tai_safety_research/task.json +1 -0
  27. {{cookiecutter.repo_name}}/data/terms_of_service/predictions.csv +0 -0
  28. {{cookiecutter.repo_name}}/data/terms_of_service/task.json +1 -0
  29. {{cookiecutter.repo_name}}/data/tweet_eval_hate/predictions.csv +2967 -0
  30. {{cookiecutter.repo_name}}/data/tweet_eval_hate/task.json +1 -0
  31. {{cookiecutter.repo_name}}/data/twitter_complaints/predictions.csv +3400 -0
  32. {{cookiecutter.repo_name}}/data/twitter_complaints/task.json +1 -0
  33. {{cookiecutter.repo_name}}/requirements.txt +2 -0
  34. {{cookiecutter.repo_name}}/{{cookiecutter.repo_name}}.py +304 -0
LICENSE ADDED
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README.md ADDED
@@ -0,0 +1,196 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ # RAFT Submission Template
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+
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+ Welcome to the RAFT benchmark! RAFT is a few-shot classification benchmark that tests language models:
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+
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+ - across multiple domains (lit review, tweets, customer interaction, etc.)
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+ - on economically valuable classification tasks (someone inherently cares about the task)
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+ - in a setting that mirrors deployment (50 examples per task, info retrieval allowed, hidden test set)
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+
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+ This repository can be used to generate a template so you can submit your predictions for evaluation on [the leaderboard](https://huggingface.co/spaces/ought/raft-leaderboard).
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+
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+ ## Quickstart
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+
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+ ### 1. Create an account and repository on the Hugging Face Hub
14
+
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+ First create an account on the Hugging Face Hub and you can sign up [here](https://huggingface.co/join) if you haven't already!
16
+
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+ ### 2. Create a template repository on your machine
18
+
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+ The next step is to create a template repository on your local machine that contains various files and a CLI to help you validate and submit your predictions. You can run the following commands to create the repository:
20
+
21
+ ```bash
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+ # Install the following libraries if you don't have them
23
+ pip install cookiecutter huggingface-hub==0.0.16
24
+ # Create the template repository
25
+ cookiecutter https://github.com/oughtinc/raft_submission.git
26
+ ```
27
+
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+ This will ask you to specify your Hugging Face Hub username, password, and the name of the repository:
29
+
30
+ ```
31
+ hf_hub_username [<huggingface>]:
32
+ hf_hub_password [<password>]:
33
+ repo_name [<my-raft-submissions>]:
34
+ ```
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+
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+ This will trigger the following steps:
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+
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+ 1. Create a private dataset repository on the Hugging Face Hub under `{hf_hub_username}/{repo_name}`
39
+ 2. Clone the repository to your local machine
40
+ 3. Add various template files and commit them locally to the repository
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+
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+ The resulting repository should have the following structure:
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+
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+ ```
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+ my-raft-submission
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+ ├── LICENSE
47
+ ├── README.md <- The top-level README with submission instructions
48
+ ├── cli.py <- The CLI for installing dependencies, validating predictions, and making submissions
49
+ ├── data
50
+ │   ├── ade_corpus_v2 <- The predictions for each task are stored in their corresponding directory
51
+ │   │   ├── predictions.csv <- A CSV file of the predictions with `ID` and `Label` columns
52
+ │   │   └── task.json <- Configuration file for loading the predictions. Do not edit!
53
+ │   ├── banking_77
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+ │   │   ├── predictions.csv
55
+ │   │   └── task.json
56
+ │   ├── neurips_impact_statement_risks
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+ │   │   ├── predictions.csv
58
+ │   │   └── task.json
59
+ │   ├── one_stop_english
60
+ │   │   ├── predictions.csv
61
+ │   │   └── task.json
62
+ │   ├── overruling
63
+ │   │   ├── predictions.csv
64
+ │   │   └── task.json
65
+ │   ├── semiconductor_org_types
66
+ │   │   ├── predictions.csv
67
+ │   │   └── task.json
68
+ │   ├── systematic_review_inclusion
69
+ │   │   ├── predictions.csv
70
+ │   │   └── task.json
71
+ │   ├── tai_safety_research
72
+ │   │   ├── predictions.csv
73
+ │   │   └── task.json
74
+ │   ├── terms_of_service
75
+ │   │   ├── predictions.csv
76
+ │   │   └── task.json
77
+ │   ├── tweet_eval_hate
78
+ │   │   ├── predictions.csv
79
+ │   │   └── task.json
80
+ │   └── twitter_complaints
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+ │   ├── predictions.csv
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+ │   └── task.json
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+ ├── my-raft-submission.py <- Script to load predictions during evaluation. Do not edit!
84
+ └── requirements.txt <- The requirements file for the submissions
85
+ ```
86
+
87
+ ### 3. Install the dependencies
88
+
89
+ The final step is to install the project's dependencies. We recommend creating a Python virtual environment for the project, e.g. with Anaconda:
90
+
91
+ ```bash
92
+ # Navigate to the template repository
93
+ cd my-raft-submissions
94
+ # Create and activate a virtual environment
95
+ conda create -n raft python=3.8 && conda activate raft
96
+ # Install dependencies
97
+ python cli.py install
98
+ ```
99
+
100
+ That's it! You're now all set to start generating predictions - see the instructions below on how to submit them to the Hub.
101
+
102
+ ## Submitting to the leaderboard
103
+
104
+ To make a submission to the [leaderboard](https://huggingface.co/spaces/ought/raft-leaderboard), there are three main steps:
105
+
106
+ 1. Generate predictions on the unlabeled test set of each task
107
+ 2. Validate the predictions are compatible with the evaluation framework
108
+ 3. Push the predictions to the Hub!
109
+
110
+ See the instructions below for more details.
111
+
112
+ ### Rules
113
+
114
+ 1. To prevent overfitting to the public leaderboard, we only evaluate **one submission per week**. You can push predictions to the Hub as many times as you wish, but we will only evaluate the most recent commit in a given week.
115
+ 2. Transfer or meta-learning using other datasets, including further pre-training on other corpora, is allowed.
116
+ 3. Use of unlabeled test data is allowed, as is it always available in the applied setting. For example, further pre-training using the unlabeled data for a task would be permitted.
117
+ 4. Systems may be augmented with information retrieved from the internet, e.g. via automated web searches.
118
+
119
+
120
+ ### Submission file format
121
+
122
+ For each task in RAFT, you should create a CSV file called `predictions.csv` with your model's predictions on the unlabeled test set. Each file should have exactly 2 columns:
123
+
124
+ * ID (int)
125
+ * Label (string)
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+
127
+ See the dummy predictions in the `data` folder for examples with the expected format. Each `predictions.csv` file should be stored in the task's subfolder in `data` and at the end you should have something like the following:
128
+
129
+ ```
130
+ data
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+ ├── ade_corpus_v2
132
+ │ ├── predictions.csv
133
+ │ └── task.json
134
+ ├── banking_77
135
+ │ ├── predictions.csv
136
+ │ └── task.json
137
+ ├── neurips_impact_statement_risks
138
+ │ ├── predictions.csv
139
+ │ └── task.json
140
+ ├── one_stop_english
141
+ │ ├── predictions.csv
142
+ │ └── task.json
143
+ ├── overruling
144
+ │ ├── predictions.csv
145
+ │ └── task.json
146
+ ├── semiconductor_org_types
147
+ │ ├── predictions.csv
148
+ │ └── task.json
149
+ ├── systematic_review_inclusion
150
+ │ ├── predictions.csv
151
+ │ └── task.json
152
+ ├── tai_safety_research
153
+ │ ├── predictions.csv
154
+ │ └── task.json
155
+ ├── terms_of_service
156
+ │ ├── predictions.csv
157
+ │ └── task.json
158
+ ├── tweet_eval_hate
159
+ │ ├── predictions.csv
160
+ │ └── task.json
161
+ └── twitter_complaints
162
+ ├── predictions.csv
163
+ └── task.json
164
+ ```
165
+
166
+ ### Validate your submission
167
+
168
+ To ensure that your submission files are correctly formatted, run the following command from the root of the repository:
169
+
170
+ ```
171
+ python cli.py validate
172
+ ```
173
+
174
+ If everything is correct, you should see the following message:
175
+
176
+ ```
177
+ All submission files validated! ✨ 🚀 ✨
178
+ Now you can make a submission 🤗
179
+ ```
180
+
181
+ ### Push your submission to the Hugging Face Hub!
182
+
183
+ The final step is to commit your files and push them to the Hub:
184
+
185
+ ```
186
+ python cli.py submit
187
+ ```
188
+
189
+ If there are no errors, you should see the following message:
190
+
191
+ ```
192
+ Submission successful! 🎉 🥳 🎉
193
+ Your submission will be evaulated on Sunday 05 September 2021 ⏳
194
+ ```
195
+
196
+ where the evaluation is run every Sunday and your results will be visible on the leaderboard.
cookiecutter.json ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
1
+ {
2
+ "hf_hub_username": "huggingface",
3
+ "hf_hub_password": "password",
4
+ "repo_name": "my-raft-submission"
5
+ }
hooks/post_gen_project.py ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
1
+ import subprocess
2
+
3
+ subprocess.call("git pull origin main".split())
4
+ subprocess.call(["git", "add", "."])
5
+ subprocess.call(["git", "commit", "-m", "Add template files"])
hooks/pre_gen_project.py ADDED
@@ -0,0 +1,16 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ from huggingface_hub import HfApi, HfFolder, Repository
2
+
3
+ hf_user = "{{cookiecutter.hf_hub_username}}"
4
+ hf_password = "{{cookiecutter.hf_hub_password}}"
5
+ huggingface_token = HfApi().login(username=hf_user, password=hf_password)
6
+ HfFolder.save_token(huggingface_token)
7
+
8
+ repo_url = HfApi().create_repo(
9
+ token=huggingface_token,
10
+ name="{{cookiecutter.repo_name}}",
11
+ organization=hf_user,
12
+ exist_ok=True,
13
+ private=True,
14
+ )
15
+
16
+ model_repo = Repository(local_dir=".", clone_from=repo_url, use_auth_token=huggingface_token)
requirements.txt ADDED
@@ -0,0 +1,4 @@
 
 
 
 
1
+ datasets>=1.11.0
2
+ typer
3
+ cookiecutter
4
+ huggingface-hub==0.0.16
validation.py ADDED
@@ -0,0 +1,28 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ from pathlib import Path
2
+
3
+ from datasets import load_dataset
4
+
5
+
6
+ def main():
7
+ tasks = ["safety_or_not"]
8
+
9
+ # check that all the expected files exist
10
+ prediction_files = list(Path(".").glob("*.csv"))
11
+ mismatched_files = set(tasks).symmetric_difference(set([f.stem for f in prediction_files]))
12
+ if mismatched_files:
13
+ raise ValueError(f"Incorrect number of files! Expected {len(tasks)} files, but got {len(prediction_files)}.")
14
+
15
+ # check we can load the dataset for each task
16
+ load_errors = []
17
+ for task in tasks:
18
+ try:
19
+ dset = load_dataset("../raft_submission", task)
20
+ except Exception as e:
21
+ load_errors.append(e)
22
+
23
+ if load_errors:
24
+ raise ValueError(f"Could not load predictions! Errors: {load_errors}")
25
+
26
+
27
+ if __name__ == "__main__":
28
+ main()
{{cookiecutter.repo_name}}/LICENSE ADDED
@@ -0,0 +1,201 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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{{cookiecutter.repo_name}}/README.md ADDED
@@ -0,0 +1,94 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ benchmark: raft
3
+ type: prediction
4
+ ---
5
+
6
+ # RAFT submissions for {{cookiecutter.repo_name}}
7
+
8
+ ## Submitting to the leaderboard
9
+
10
+ To make a submission to the [leaderboard](https://huggingface.co/spaces/ought/raft-leaderboard), there are three main steps:
11
+
12
+ 1. Generate predictions on the unlabeled test set of each task
13
+ 2. Validate the predictions are compatible with the evaluation framework
14
+ 3. Push the predictions to the Hub!
15
+
16
+ See the instructions below for more details.
17
+
18
+ ### Rules
19
+
20
+ 1. To prevent overfitting to the public leaderboard, we only evaluate **one submission per week**. You can push predictions to the Hub as many times as you wish, but we will only evaluate the most recent commit in a given week.
21
+ 2. Transfer or meta-learning using other datasets, including further pre-training on other corpora, is allowed.
22
+ 3. Use of unlabeled test data is allowed, as is it always available in the applied setting. For example, further pre-training using the unlabeled data for a task would be permitted.
23
+ 4. Systems may be augmented with information retrieved from the internet, e.g. via automated web searches.
24
+
25
+ ### Submission file format
26
+
27
+ For each task in RAFT, you should create a CSV file called `predictions.csv` with your model's predictions on the unlabeled test set. Each file should have exactly 2 columns:
28
+
29
+ * ID (int)
30
+ * Label (string)
31
+
32
+ See the dummy predictions in the `data` folder for examples with the expected format. Each `predictions.csv` file should be stored in the task's subfolder in `data` and at the end you should have something like the following:
33
+
34
+ ```
35
+ data
36
+ ├── ade_corpus_v2
37
+ │ ├── predictions.csv
38
+ │ └── task.json
39
+ ├── banking_77
40
+ │ ├── predictions.csv
41
+ │ └── task.json
42
+ ├── neurips_impact_statement_risks
43
+ │ ├── predictions.csv
44
+ │ └── task.json
45
+ ├── one_stop_english
46
+ │ ├── predictions.csv
47
+ │ └── task.json
48
+ ├── overruling
49
+ │ ├── predictions.csv
50
+ │ └── task.json
51
+ ├── semiconductor_org_types
52
+ │ ├── predictions.csv
53
+ │ └── task.json
54
+ ├── systematic_review_inclusion
55
+ │ ├── predictions.csv
56
+ │ └── task.json
57
+ ├── tai_safety_research
58
+ │ ├── predictions.csv
59
+ │ └── task.json
60
+ ├── terms_of_service
61
+ │ ├── predictions.csv
62
+ │ └── task.json
63
+ ├── tweet_eval_hate
64
+ │ ├── predictions.csv
65
+ │ └── task.json
66
+ └── twitter_complaints
67
+ ├── predictions.csv
68
+ └── task.json
69
+ ```
70
+
71
+ ### Validate your submission
72
+
73
+ To ensure that your submission files are correctly formatted, run the following command from the root of the repository:
74
+
75
+ ```
76
+ python cli.py validate
77
+ ```
78
+
79
+ If everything is correct, you should see the following message:
80
+
81
+ ```
82
+ All submission files validated! ✨ 🚀 ✨
83
+ Now you can make a submission 🤗
84
+ ```
85
+
86
+ ### Push your submission to the Hugging Face Hub!
87
+
88
+ The final step is to commit your files and push them to the Hub:
89
+
90
+ ```bash
91
+ git add .
92
+ git commit -m "Some commit message"
93
+ git push -f origin HEAD:main
94
+ ```
{{cookiecutter.repo_name}}/cli.py ADDED
@@ -0,0 +1,115 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import datetime
2
+ import subprocess
3
+ from pathlib import Path
4
+
5
+ import pandas as pd
6
+ import typer
7
+ from click.utils import echo
8
+ from datasets import get_dataset_config_names, load_dataset
9
+
10
+ CSV_SCHEMA = {
11
+ "banking_77": (5000, 2),
12
+ "overruling": (2350, 2),
13
+ "semiconductor_org_types": (449, 2),
14
+ "ade_corpus_v2": (5000, 2),
15
+ "twitter_complaints": (3399, 2),
16
+ "neurips_impact_statement_risks": (150, 2),
17
+ "systematic_review_inclusion": (2244, 2),
18
+ "terms_of_service": (5000, 2),
19
+ "tai_safety_research": (1639, 2),
20
+ "one_stop_english": (518, 2),
21
+ "tweet_eval_hate": (2966, 2),
22
+ }
23
+
24
+ app = typer.Typer()
25
+
26
+
27
+ @app.command()
28
+ def install():
29
+ typer.echo("Installing dependencies ...")
30
+ try:
31
+ p = subprocess.run(
32
+ "pip install --upgrade pip".split(),
33
+ stderr=subprocess.PIPE,
34
+ stdout=subprocess.PIPE,
35
+ check=True,
36
+ encoding="utf-8",
37
+ )
38
+ except subprocess.CalledProcessError as exc:
39
+ raise EnvironmentError(exc.stderr)
40
+
41
+ try:
42
+ p = subprocess.run(
43
+ "pip install --upgrade -r requirements.txt".split(),
44
+ stderr=subprocess.PIPE,
45
+ stdout=subprocess.PIPE,
46
+ check=True,
47
+ encoding="utf-8",
48
+ )
49
+ except subprocess.CalledProcessError as exc:
50
+ raise EnvironmentError(exc.stderr)
51
+
52
+ typer.echo("Success!")
53
+
54
+
55
+ @app.command()
56
+ def validate():
57
+ tasks = get_dataset_config_names("ought/raft")
58
+
59
+ # Check that all the expected files exist
60
+ prediction_files = list(Path("data").rglob("*.csv"))
61
+ mismatched_files = set(tasks).symmetric_difference(set([f.parent.name for f in prediction_files]))
62
+ if mismatched_files:
63
+ raise ValueError(f"Incorrect number of files! Expected {len(tasks)} files, but got {len(prediction_files)}.")
64
+
65
+ # Check all files have the expected shape (number of rows, number of columns)
66
+ # TODO(lewtun): Add a check for the IDs per file
67
+ shape_errors = []
68
+ column_errors = []
69
+ for prediction_file in prediction_files:
70
+ df = pd.read_csv(prediction_file)
71
+ incorrect_shape = df.shape != CSV_SCHEMA[prediction_file.parent.name]
72
+ if incorrect_shape:
73
+ shape_errors.append(prediction_file)
74
+ incorrect_columns = sorted(df.columns) != ["ID", "Label"]
75
+ if incorrect_columns:
76
+ column_errors.append(prediction_file)
77
+
78
+ if shape_errors:
79
+ raise ValueError(f"Incorrect CSV shapes in files: {shape_errors}")
80
+
81
+ if column_errors:
82
+ raise ValueError(f"Incorrect CSV columns in files: {column_errors}")
83
+
84
+ # Check we can load the dataset for each task
85
+ load_errors = []
86
+ for task in tasks:
87
+ try:
88
+ _ = load_dataset("../{{cookiecutter.repo_name}}", task)
89
+ except Exception as e:
90
+ load_errors.append(e)
91
+
92
+ if load_errors:
93
+ raise ValueError(f"Could not load predictions! Errors: {load_errors}")
94
+
95
+ typer.echo("All submission files validated! ✨ 🚀 ✨")
96
+ typer.echo("Now you can make a submission 🤗")
97
+
98
+
99
+ @app.command()
100
+ def submit():
101
+ subprocess.call("git pull origin main".split())
102
+ subprocess.call(["git", "add", "."])
103
+ subprocess.call(["git", "commit", "-m", "Submission"])
104
+ subprocess.call(["git", "push"])
105
+
106
+ today = datetime.date.today()
107
+ # MON = 0, SUN = 6 -> SUN = 0 .. SAT = 6
108
+ idx = (today.weekday() + 1) % 7
109
+ sun = today + datetime.timedelta(7 - idx)
110
+ typer.echo("Submission successful! 🎉 🥳 🎉")
111
+ typer.echo(f"Your submission will be evaulated on {sun:%A %d %B %Y} ⏳")
112
+
113
+
114
+ if __name__ == "__main__":
115
+ app()
{{cookiecutter.repo_name}}/data/ade_corpus_v2/predictions.csv ADDED
The diff for this file is too large to render. See raw diff
{{cookiecutter.repo_name}}/data/ade_corpus_v2/task.json ADDED
@@ -0,0 +1 @@
 
1
+ {"name": "ade_corpus_v2", "description": "", "data_columns": ["Sentence", "ID"], "label_columns": {"Label": ["ADE-related", "not ADE-related"]}}
{{cookiecutter.repo_name}}/data/banking_77/predictions.csv ADDED
The diff for this file is too large to render. See raw diff
{{cookiecutter.repo_name}}/data/banking_77/task.json ADDED
@@ -0,0 +1 @@
 
1
+ {"name": "banking_77", "description": "", "data_columns": ["Query", "ID"], "label_columns": {"Label": ["Refund_not_showing_up", "activate_my_card", "age_limit", "apple_pay_or_google_pay", "atm_support", "automatic_top_up", "balance_not_updated_after_bank_transfer", "balance_not_updated_after_cheque_or_cash_deposit", "beneficiary_not_allowed", "cancel_transfer", "card_about_to_expire", "card_acceptance", "card_arrival", "card_delivery_estimate", "card_linking", "card_not_working", "card_payment_fee_charged", "card_payment_not_recognised", "card_payment_wrong_exchange_rate", "card_swallowed", "cash_withdrawal_charge", "cash_withdrawal_not_recognised", "change_pin", "compromised_card", "contactless_not_working", "country_support", "declined_card_payment", "declined_cash_withdrawal", "declined_transfer", "direct_debit_payment_not_recognised", "disposable_card_limits", "edit_personal_details", "exchange_charge", "exchange_rate", "exchange_via_app", "extra_charge_on_statement", "failed_transfer", "fiat_currency_support", "get_disposable_virtual_card", "get_physical_card", "getting_spare_card", "getting_virtual_card", "lost_or_stolen_card", "lost_or_stolen_phone", "order_physical_card", "passcode_forgotten", "pending_card_payment", "pending_cash_withdrawal", "pending_top_up", "pending_transfer", "pin_blocked", "receiving_money", "request_refund", "reverted_card_payment?", "supported_cards_and_currencies", "terminate_account", "top_up_by_bank_transfer_charge", "top_up_by_card_charge", "top_up_by_cash_or_cheque", "top_up_failed", "top_up_limits", "top_up_reverted", "topping_up_by_card", "transaction_charged_twice", "transfer_fee_charged", "transfer_into_account", "transfer_not_received_by_recipient", "transfer_timing", "unable_to_verify_identity", "verify_my_identity", "verify_source_of_funds", "verify_top_up", "virtual_card_not_working", "visa_or_mastercard", "why_verify_identity", "wrong_amount_of_cash_received", "wrong_exchange_rate_for_cash_withdrawal"]}}
{{cookiecutter.repo_name}}/data/neurips_impact_statement_risks/predictions.csv ADDED
@@ -0,0 +1,151 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ID,Label
2
+ 50,doesn't mention a harmful application
3
+ 51,mentions a harmful application
4
+ 52,doesn't mention a harmful application
5
+ 53,mentions a harmful application
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523
+ 571,not overruling
524
+ 572,not overruling
525
+ 573,not overruling
526
+ 574,overruling
527
+ 575,overruling
528
+ 576,not overruling
529
+ 577,not overruling
530
+ 578,not overruling
531
+ 579,overruling
532
+ 580,overruling
533
+ 581,overruling
534
+ 582,overruling
535
+ 583,overruling
536
+ 584,overruling
537
+ 585,overruling
538
+ 586,not overruling
539
+ 587,not overruling
540
+ 588,not overruling
541
+ 589,not overruling
542
+ 590,overruling
543
+ 591,not overruling
544
+ 592,overruling
545
+ 593,not overruling
546
+ 594,overruling
547
+ 595,not overruling
548
+ 596,overruling
549
+ 597,overruling
550
+ 598,overruling
551
+ 599,not overruling
552
+ 600,not overruling
553
+ 601,not overruling
554
+ 602,overruling
555
+ 603,not overruling
556
+ 604,not overruling
557
+ 605,not overruling
558
+ 606,not overruling
559
+ 607,not overruling
560
+ 608,not overruling
561
+ 609,overruling
562
+ 610,overruling
563
+ 611,overruling
564
+ 612,not overruling
565
+ 613,overruling
566
+ 614,overruling
567
+ 615,not overruling
568
+ 616,not overruling
569
+ 617,overruling
570
+ 618,overruling
571
+ 619,overruling
572
+ 620,overruling
573
+ 621,not overruling
574
+ 622,overruling
575
+ 623,not overruling
576
+ 624,overruling
577
+ 625,not overruling
578
+ 626,overruling
579
+ 627,not overruling
580
+ 628,not overruling
581
+ 629,overruling
582
+ 630,overruling
583
+ 631,not overruling
584
+ 632,not overruling
585
+ 633,overruling
586
+ 634,not overruling
587
+ 635,not overruling
588
+ 636,not overruling
589
+ 637,not overruling
590
+ 638,overruling
591
+ 639,not overruling
592
+ 640,not overruling
593
+ 641,overruling
594
+ 642,overruling
595
+ 643,not overruling
596
+ 644,not overruling
597
+ 645,not overruling
598
+ 646,not overruling
599
+ 647,not overruling
600
+ 648,overruling
601
+ 649,not overruling
602
+ 650,overruling
603
+ 651,overruling
604
+ 652,overruling
605
+ 653,not overruling
606
+ 654,overruling
607
+ 655,overruling
608
+ 656,overruling
609
+ 657,overruling
610
+ 658,not overruling
611
+ 659,not overruling
612
+ 660,overruling
613
+ 661,not overruling
614
+ 662,overruling
615
+ 663,overruling
616
+ 664,not overruling
617
+ 665,not overruling
618
+ 666,not overruling
619
+ 667,not overruling
620
+ 668,not overruling
621
+ 669,not overruling
622
+ 670,not overruling
623
+ 671,overruling
624
+ 672,not overruling
625
+ 673,not overruling
626
+ 674,not overruling
627
+ 675,not overruling
628
+ 676,overruling
629
+ 677,not overruling
630
+ 678,overruling
631
+ 679,overruling
632
+ 680,overruling
633
+ 681,not overruling
634
+ 682,overruling
635
+ 683,overruling
636
+ 684,not overruling
637
+ 685,not overruling
638
+ 686,overruling
639
+ 687,overruling
640
+ 688,not overruling
641
+ 689,not overruling
642
+ 690,overruling
643
+ 691,overruling
644
+ 692,not overruling
645
+ 693,not overruling
646
+ 694,overruling
647
+ 695,not overruling
648
+ 696,overruling
649
+ 697,not overruling
650
+ 698,overruling
651
+ 699,not overruling
652
+ 700,not overruling
653
+ 701,not overruling
654
+ 702,not overruling
655
+ 703,not overruling
656
+ 704,not overruling
657
+ 705,not overruling
658
+ 706,not overruling
659
+ 707,overruling
660
+ 708,overruling
661
+ 709,not overruling
662
+ 710,not overruling
663
+ 711,overruling
664
+ 712,not overruling
665
+ 713,not overruling
666
+ 714,not overruling
667
+ 715,not overruling
668
+ 716,not overruling
669
+ 717,not overruling
670
+ 718,overruling
671
+ 719,not overruling
672
+ 720,not overruling
673
+ 721,overruling
674
+ 722,overruling
675
+ 723,overruling
676
+ 724,not overruling
677
+ 725,not overruling
678
+ 726,not overruling
679
+ 727,not overruling
680
+ 728,not overruling
681
+ 729,not overruling
682
+ 730,overruling
683
+ 731,overruling
684
+ 732,overruling
685
+ 733,overruling
686
+ 734,not overruling
687
+ 735,overruling
688
+ 736,overruling
689
+ 737,not overruling
690
+ 738,overruling
691
+ 739,not overruling
692
+ 740,overruling
693
+ 741,not overruling
694
+ 742,not overruling
695
+ 743,overruling
696
+ 744,overruling
697
+ 745,overruling
698
+ 746,not overruling
699
+ 747,overruling
700
+ 748,not overruling
701
+ 749,overruling
702
+ 750,overruling
703
+ 751,overruling
704
+ 752,not overruling
705
+ 753,overruling
706
+ 754,overruling
707
+ 755,overruling
708
+ 756,overruling
709
+ 757,not overruling
710
+ 758,overruling
711
+ 759,not overruling
712
+ 760,not overruling
713
+ 761,overruling
714
+ 762,not overruling
715
+ 763,not overruling
716
+ 764,overruling
717
+ 765,not overruling
718
+ 766,overruling
719
+ 767,not overruling
720
+ 768,not overruling
721
+ 769,not overruling
722
+ 770,not overruling
723
+ 771,not overruling
724
+ 772,not overruling
725
+ 773,not overruling
726
+ 774,overruling
727
+ 775,overruling
728
+ 776,overruling
729
+ 777,not overruling
730
+ 778,overruling
731
+ 779,overruling
732
+ 780,overruling
733
+ 781,not overruling
734
+ 782,overruling
735
+ 783,not overruling
736
+ 784,not overruling
737
+ 785,not overruling
738
+ 786,not overruling
739
+ 787,overruling
740
+ 788,not overruling
741
+ 789,overruling
742
+ 790,not overruling
743
+ 791,overruling
744
+ 792,not overruling
745
+ 793,not overruling
746
+ 794,overruling
747
+ 795,overruling
748
+ 796,overruling
749
+ 797,not overruling
750
+ 798,not overruling
751
+ 799,overruling
752
+ 800,overruling
753
+ 801,not overruling
754
+ 802,overruling
755
+ 803,not overruling
756
+ 804,overruling
757
+ 805,overruling
758
+ 806,overruling
759
+ 807,not overruling
760
+ 808,overruling
761
+ 809,not overruling
762
+ 810,not overruling
763
+ 811,overruling
764
+ 812,overruling
765
+ 813,not overruling
766
+ 814,not overruling
767
+ 815,not overruling
768
+ 816,overruling
769
+ 817,not overruling
770
+ 818,not overruling
771
+ 819,not overruling
772
+ 820,overruling
773
+ 821,overruling
774
+ 822,overruling
775
+ 823,overruling
776
+ 824,overruling
777
+ 825,overruling
778
+ 826,overruling
779
+ 827,overruling
780
+ 828,not overruling
781
+ 829,overruling
782
+ 830,overruling
783
+ 831,not overruling
784
+ 832,overruling
785
+ 833,overruling
786
+ 834,overruling
787
+ 835,not overruling
788
+ 836,not overruling
789
+ 837,overruling
790
+ 838,overruling
791
+ 839,not overruling
792
+ 840,overruling
793
+ 841,not overruling
794
+ 842,not overruling
795
+ 843,not overruling
796
+ 844,overruling
797
+ 845,not overruling
798
+ 846,overruling
799
+ 847,overruling
800
+ 848,overruling
801
+ 849,overruling
802
+ 850,not overruling
803
+ 851,overruling
804
+ 852,not overruling
805
+ 853,overruling
806
+ 854,overruling
807
+ 855,overruling
808
+ 856,overruling
809
+ 857,not overruling
810
+ 858,not overruling
811
+ 859,overruling
812
+ 860,overruling
813
+ 861,not overruling
814
+ 862,overruling
815
+ 863,overruling
816
+ 864,not overruling
817
+ 865,overruling
818
+ 866,overruling
819
+ 867,overruling
820
+ 868,overruling
821
+ 869,not overruling
822
+ 870,overruling
823
+ 871,overruling
824
+ 872,not overruling
825
+ 873,not overruling
826
+ 874,not overruling
827
+ 875,overruling
828
+ 876,overruling
829
+ 877,not overruling
830
+ 878,not overruling
831
+ 879,not overruling
832
+ 880,not overruling
833
+ 881,overruling
834
+ 882,not overruling
835
+ 883,overruling
836
+ 884,overruling
837
+ 885,overruling
838
+ 886,not overruling
839
+ 887,overruling
840
+ 888,not overruling
841
+ 889,not overruling
842
+ 890,not overruling
843
+ 891,overruling
844
+ 892,not overruling
845
+ 893,not overruling
846
+ 894,not overruling
847
+ 895,overruling
848
+ 896,not overruling
849
+ 897,not overruling
850
+ 898,not overruling
851
+ 899,not overruling
852
+ 900,not overruling
853
+ 901,not overruling
854
+ 902,not overruling
855
+ 903,not overruling
856
+ 904,not overruling
857
+ 905,overruling
858
+ 906,overruling
859
+ 907,overruling
860
+ 908,overruling
861
+ 909,overruling
862
+ 910,not overruling
863
+ 911,overruling
864
+ 912,not overruling
865
+ 913,overruling
866
+ 914,overruling
867
+ 915,not overruling
868
+ 916,not overruling
869
+ 917,overruling
870
+ 918,not overruling
871
+ 919,overruling
872
+ 920,not overruling
873
+ 921,not overruling
874
+ 922,not overruling
875
+ 923,not overruling
876
+ 924,overruling
877
+ 925,overruling
878
+ 926,overruling
879
+ 927,not overruling
880
+ 928,not overruling
881
+ 929,not overruling
882
+ 930,overruling
883
+ 931,overruling
884
+ 932,overruling
885
+ 933,not overruling
886
+ 934,not overruling
887
+ 935,not overruling
888
+ 936,not overruling
889
+ 937,not overruling
890
+ 938,overruling
891
+ 939,overruling
892
+ 940,overruling
893
+ 941,overruling
894
+ 942,overruling
895
+ 943,not overruling
896
+ 944,overruling
897
+ 945,overruling
898
+ 946,not overruling
899
+ 947,overruling
900
+ 948,overruling
901
+ 949,overruling
902
+ 950,overruling
903
+ 951,not overruling
904
+ 952,not overruling
905
+ 953,not overruling
906
+ 954,not overruling
907
+ 955,overruling
908
+ 956,not overruling
909
+ 957,not overruling
910
+ 958,not overruling
911
+ 959,not overruling
912
+ 960,not overruling
913
+ 961,overruling
914
+ 962,not overruling
915
+ 963,not overruling
916
+ 964,overruling
917
+ 965,not overruling
918
+ 966,not overruling
919
+ 967,overruling
920
+ 968,overruling
921
+ 969,not overruling
922
+ 970,not overruling
923
+ 971,not overruling
924
+ 972,overruling
925
+ 973,overruling
926
+ 974,overruling
927
+ 975,overruling
928
+ 976,not overruling
929
+ 977,not overruling
930
+ 978,overruling
931
+ 979,overruling
932
+ 980,not overruling
933
+ 981,overruling
934
+ 982,overruling
935
+ 983,not overruling
936
+ 984,overruling
937
+ 985,not overruling
938
+ 986,not overruling
939
+ 987,not overruling
940
+ 988,overruling
941
+ 989,not overruling
942
+ 990,not overruling
943
+ 991,not overruling
944
+ 992,overruling
945
+ 993,overruling
946
+ 994,not overruling
947
+ 995,not overruling
948
+ 996,overruling
949
+ 997,overruling
950
+ 998,overruling
951
+ 999,overruling
952
+ 1000,overruling
953
+ 1001,not overruling
954
+ 1002,overruling
955
+ 1003,overruling
956
+ 1004,overruling
957
+ 1005,overruling
958
+ 1006,not overruling
959
+ 1007,not overruling
960
+ 1008,overruling
961
+ 1009,overruling
962
+ 1010,overruling
963
+ 1011,overruling
964
+ 1012,not overruling
965
+ 1013,overruling
966
+ 1014,overruling
967
+ 1015,not overruling
968
+ 1016,overruling
969
+ 1017,not overruling
970
+ 1018,not overruling
971
+ 1019,overruling
972
+ 1020,not overruling
973
+ 1021,overruling
974
+ 1022,overruling
975
+ 1023,not overruling
976
+ 1024,not overruling
977
+ 1025,overruling
978
+ 1026,not overruling
979
+ 1027,not overruling
980
+ 1028,overruling
981
+ 1029,not overruling
982
+ 1030,not overruling
983
+ 1031,overruling
984
+ 1032,overruling
985
+ 1033,overruling
986
+ 1034,overruling
987
+ 1035,overruling
988
+ 1036,overruling
989
+ 1037,overruling
990
+ 1038,not overruling
991
+ 1039,not overruling
992
+ 1040,not overruling
993
+ 1041,not overruling
994
+ 1042,not overruling
995
+ 1043,overruling
996
+ 1044,overruling
997
+ 1045,overruling
998
+ 1046,not overruling
999
+ 1047,not overruling
1000
+ 1048,overruling
1001
+ 1049,not overruling
1002
+ 1050,overruling
1003
+ 1051,overruling
1004
+ 1052,overruling
1005
+ 1053,not overruling
1006
+ 1054,overruling
1007
+ 1055,overruling
1008
+ 1056,overruling
1009
+ 1057,overruling
1010
+ 1058,not overruling
1011
+ 1059,overruling
1012
+ 1060,not overruling
1013
+ 1061,not overruling
1014
+ 1062,overruling
1015
+ 1063,overruling
1016
+ 1064,overruling
1017
+ 1065,not overruling
1018
+ 1066,overruling
1019
+ 1067,overruling
1020
+ 1068,overruling
1021
+ 1069,not overruling
1022
+ 1070,not overruling
1023
+ 1071,not overruling
1024
+ 1072,overruling
1025
+ 1073,not overruling
1026
+ 1074,not overruling
1027
+ 1075,overruling
1028
+ 1076,not overruling
1029
+ 1077,overruling
1030
+ 1078,not overruling
1031
+ 1079,not overruling
1032
+ 1080,overruling
1033
+ 1081,overruling
1034
+ 1082,overruling
1035
+ 1083,overruling
1036
+ 1084,not overruling
1037
+ 1085,not overruling
1038
+ 1086,not overruling
1039
+ 1087,not overruling
1040
+ 1088,overruling
1041
+ 1089,overruling
1042
+ 1090,overruling
1043
+ 1091,not overruling
1044
+ 1092,overruling
1045
+ 1093,overruling
1046
+ 1094,overruling
1047
+ 1095,not overruling
1048
+ 1096,not overruling
1049
+ 1097,overruling
1050
+ 1098,overruling
1051
+ 1099,overruling
1052
+ 1100,overruling
1053
+ 1101,overruling
1054
+ 1102,overruling
1055
+ 1103,not overruling
1056
+ 1104,not overruling
1057
+ 1105,overruling
1058
+ 1106,overruling
1059
+ 1107,not overruling
1060
+ 1108,not overruling
1061
+ 1109,not overruling
1062
+ 1110,not overruling
1063
+ 1111,overruling
1064
+ 1112,overruling
1065
+ 1113,overruling
1066
+ 1114,not overruling
1067
+ 1115,overruling
1068
+ 1116,overruling
1069
+ 1117,overruling
1070
+ 1118,overruling
1071
+ 1119,not overruling
1072
+ 1120,overruling
1073
+ 1121,not overruling
1074
+ 1122,overruling
1075
+ 1123,overruling
1076
+ 1124,overruling
1077
+ 1125,not overruling
1078
+ 1126,overruling
1079
+ 1127,not overruling
1080
+ 1128,overruling
1081
+ 1129,overruling
1082
+ 1130,overruling
1083
+ 1131,overruling
1084
+ 1132,overruling
1085
+ 1133,not overruling
1086
+ 1134,overruling
1087
+ 1135,overruling
1088
+ 1136,overruling
1089
+ 1137,overruling
1090
+ 1138,not overruling
1091
+ 1139,not overruling
1092
+ 1140,not overruling
1093
+ 1141,overruling
1094
+ 1142,not overruling
1095
+ 1143,overruling
1096
+ 1144,overruling
1097
+ 1145,overruling
1098
+ 1146,overruling
1099
+ 1147,overruling
1100
+ 1148,not overruling
1101
+ 1149,overruling
1102
+ 1150,not overruling
1103
+ 1151,overruling
1104
+ 1152,overruling
1105
+ 1153,overruling
1106
+ 1154,not overruling
1107
+ 1155,overruling
1108
+ 1156,overruling
1109
+ 1157,not overruling
1110
+ 1158,not overruling
1111
+ 1159,overruling
1112
+ 1160,not overruling
1113
+ 1161,overruling
1114
+ 1162,not overruling
1115
+ 1163,not overruling
1116
+ 1164,overruling
1117
+ 1165,not overruling
1118
+ 1166,not overruling
1119
+ 1167,overruling
1120
+ 1168,overruling
1121
+ 1169,overruling
1122
+ 1170,overruling
1123
+ 1171,not overruling
1124
+ 1172,not overruling
1125
+ 1173,not overruling
1126
+ 1174,overruling
1127
+ 1175,overruling
1128
+ 1176,not overruling
1129
+ 1177,overruling
1130
+ 1178,overruling
1131
+ 1179,not overruling
1132
+ 1180,overruling
1133
+ 1181,not overruling
1134
+ 1182,overruling
1135
+ 1183,overruling
1136
+ 1184,overruling
1137
+ 1185,not overruling
1138
+ 1186,not overruling
1139
+ 1187,overruling
1140
+ 1188,overruling
1141
+ 1189,not overruling
1142
+ 1190,overruling
1143
+ 1191,overruling
1144
+ 1192,not overruling
1145
+ 1193,not overruling
1146
+ 1194,not overruling
1147
+ 1195,overruling
1148
+ 1196,not overruling
1149
+ 1197,overruling
1150
+ 1198,not overruling
1151
+ 1199,not overruling
1152
+ 1200,overruling
1153
+ 1201,not overruling
1154
+ 1202,not overruling
1155
+ 1203,overruling
1156
+ 1204,not overruling
1157
+ 1205,not overruling
1158
+ 1206,overruling
1159
+ 1207,overruling
1160
+ 1208,not overruling
1161
+ 1209,not overruling
1162
+ 1210,overruling
1163
+ 1211,overruling
1164
+ 1212,not overruling
1165
+ 1213,overruling
1166
+ 1214,not overruling
1167
+ 1215,overruling
1168
+ 1216,not overruling
1169
+ 1217,not overruling
1170
+ 1218,not overruling
1171
+ 1219,overruling
1172
+ 1220,not overruling
1173
+ 1221,not overruling
1174
+ 1222,not overruling
1175
+ 1223,not overruling
1176
+ 1224,not overruling
1177
+ 1225,not overruling
1178
+ 1226,overruling
1179
+ 1227,not overruling
1180
+ 1228,not overruling
1181
+ 1229,overruling
1182
+ 1230,overruling
1183
+ 1231,overruling
1184
+ 1232,overruling
1185
+ 1233,overruling
1186
+ 1234,not overruling
1187
+ 1235,not overruling
1188
+ 1236,overruling
1189
+ 1237,overruling
1190
+ 1238,overruling
1191
+ 1239,overruling
1192
+ 1240,not overruling
1193
+ 1241,not overruling
1194
+ 1242,overruling
1195
+ 1243,overruling
1196
+ 1244,not overruling
1197
+ 1245,overruling
1198
+ 1246,not overruling
1199
+ 1247,overruling
1200
+ 1248,not overruling
1201
+ 1249,overruling
1202
+ 1250,not overruling
1203
+ 1251,overruling
1204
+ 1252,overruling
1205
+ 1253,overruling
1206
+ 1254,overruling
1207
+ 1255,overruling
1208
+ 1256,overruling
1209
+ 1257,not overruling
1210
+ 1258,not overruling
1211
+ 1259,not overruling
1212
+ 1260,overruling
1213
+ 1261,overruling
1214
+ 1262,overruling
1215
+ 1263,overruling
1216
+ 1264,not overruling
1217
+ 1265,overruling
1218
+ 1266,not overruling
1219
+ 1267,overruling
1220
+ 1268,not overruling
1221
+ 1269,overruling
1222
+ 1270,overruling
1223
+ 1271,not overruling
1224
+ 1272,not overruling
1225
+ 1273,overruling
1226
+ 1274,overruling
1227
+ 1275,not overruling
1228
+ 1276,overruling
1229
+ 1277,not overruling
1230
+ 1278,not overruling
1231
+ 1279,not overruling
1232
+ 1280,not overruling
1233
+ 1281,overruling
1234
+ 1282,not overruling
1235
+ 1283,overruling
1236
+ 1284,not overruling
1237
+ 1285,not overruling
1238
+ 1286,not overruling
1239
+ 1287,not overruling
1240
+ 1288,not overruling
1241
+ 1289,not overruling
1242
+ 1290,not overruling
1243
+ 1291,overruling
1244
+ 1292,not overruling
1245
+ 1293,overruling
1246
+ 1294,not overruling
1247
+ 1295,overruling
1248
+ 1296,not overruling
1249
+ 1297,not overruling
1250
+ 1298,overruling
1251
+ 1299,overruling
1252
+ 1300,overruling
1253
+ 1301,overruling
1254
+ 1302,overruling
1255
+ 1303,not overruling
1256
+ 1304,not overruling
1257
+ 1305,overruling
1258
+ 1306,overruling
1259
+ 1307,overruling
1260
+ 1308,overruling
1261
+ 1309,overruling
1262
+ 1310,overruling
1263
+ 1311,overruling
1264
+ 1312,not overruling
1265
+ 1313,overruling
1266
+ 1314,not overruling
1267
+ 1315,overruling
1268
+ 1316,not overruling
1269
+ 1317,not overruling
1270
+ 1318,overruling
1271
+ 1319,overruling
1272
+ 1320,overruling
1273
+ 1321,not overruling
1274
+ 1322,overruling
1275
+ 1323,overruling
1276
+ 1324,not overruling
1277
+ 1325,overruling
1278
+ 1326,not overruling
1279
+ 1327,overruling
1280
+ 1328,not overruling
1281
+ 1329,not overruling
1282
+ 1330,not overruling
1283
+ 1331,not overruling
1284
+ 1332,overruling
1285
+ 1333,overruling
1286
+ 1334,overruling
1287
+ 1335,not overruling
1288
+ 1336,overruling
1289
+ 1337,not overruling
1290
+ 1338,not overruling
1291
+ 1339,not overruling
1292
+ 1340,not overruling
1293
+ 1341,overruling
1294
+ 1342,not overruling
1295
+ 1343,not overruling
1296
+ 1344,not overruling
1297
+ 1345,not overruling
1298
+ 1346,overruling
1299
+ 1347,overruling
1300
+ 1348,not overruling
1301
+ 1349,not overruling
1302
+ 1350,not overruling
1303
+ 1351,not overruling
1304
+ 1352,overruling
1305
+ 1353,overruling
1306
+ 1354,overruling
1307
+ 1355,not overruling
1308
+ 1356,overruling
1309
+ 1357,overruling
1310
+ 1358,not overruling
1311
+ 1359,overruling
1312
+ 1360,overruling
1313
+ 1361,not overruling
1314
+ 1362,overruling
1315
+ 1363,not overruling
1316
+ 1364,overruling
1317
+ 1365,not overruling
1318
+ 1366,not overruling
1319
+ 1367,not overruling
1320
+ 1368,not overruling
1321
+ 1369,overruling
1322
+ 1370,overruling
1323
+ 1371,overruling
1324
+ 1372,overruling
1325
+ 1373,not overruling
1326
+ 1374,not overruling
1327
+ 1375,overruling
1328
+ 1376,not overruling
1329
+ 1377,overruling
1330
+ 1378,not overruling
1331
+ 1379,overruling
1332
+ 1380,overruling
1333
+ 1381,overruling
1334
+ 1382,overruling
1335
+ 1383,not overruling
1336
+ 1384,overruling
1337
+ 1385,overruling
1338
+ 1386,overruling
1339
+ 1387,overruling
1340
+ 1388,overruling
1341
+ 1389,not overruling
1342
+ 1390,overruling
1343
+ 1391,overruling
1344
+ 1392,not overruling
1345
+ 1393,not overruling
1346
+ 1394,not overruling
1347
+ 1395,overruling
1348
+ 1396,overruling
1349
+ 1397,overruling
1350
+ 1398,not overruling
1351
+ 1399,overruling
1352
+ 1400,not overruling
1353
+ 1401,overruling
1354
+ 1402,overruling
1355
+ 1403,overruling
1356
+ 1404,not overruling
1357
+ 1405,not overruling
1358
+ 1406,overruling
1359
+ 1407,not overruling
1360
+ 1408,not overruling
1361
+ 1409,overruling
1362
+ 1410,not overruling
1363
+ 1411,not overruling
1364
+ 1412,overruling
1365
+ 1413,not overruling
1366
+ 1414,not overruling
1367
+ 1415,overruling
1368
+ 1416,overruling
1369
+ 1417,overruling
1370
+ 1418,not overruling
1371
+ 1419,not overruling
1372
+ 1420,not overruling
1373
+ 1421,not overruling
1374
+ 1422,not overruling
1375
+ 1423,not overruling
1376
+ 1424,overruling
1377
+ 1425,not overruling
1378
+ 1426,not overruling
1379
+ 1427,not overruling
1380
+ 1428,overruling
1381
+ 1429,overruling
1382
+ 1430,not overruling
1383
+ 1431,not overruling
1384
+ 1432,overruling
1385
+ 1433,not overruling
1386
+ 1434,overruling
1387
+ 1435,not overruling
1388
+ 1436,overruling
1389
+ 1437,overruling
1390
+ 1438,overruling
1391
+ 1439,not overruling
1392
+ 1440,overruling
1393
+ 1441,not overruling
1394
+ 1442,overruling
1395
+ 1443,overruling
1396
+ 1444,not overruling
1397
+ 1445,not overruling
1398
+ 1446,overruling
1399
+ 1447,overruling
1400
+ 1448,overruling
1401
+ 1449,not overruling
1402
+ 1450,not overruling
1403
+ 1451,not overruling
1404
+ 1452,not overruling
1405
+ 1453,overruling
1406
+ 1454,not overruling
1407
+ 1455,not overruling
1408
+ 1456,overruling
1409
+ 1457,not overruling
1410
+ 1458,overruling
1411
+ 1459,overruling
1412
+ 1460,overruling
1413
+ 1461,overruling
1414
+ 1462,not overruling
1415
+ 1463,overruling
1416
+ 1464,not overruling
1417
+ 1465,overruling
1418
+ 1466,overruling
1419
+ 1467,not overruling
1420
+ 1468,not overruling
1421
+ 1469,not overruling
1422
+ 1470,not overruling
1423
+ 1471,overruling
1424
+ 1472,not overruling
1425
+ 1473,overruling
1426
+ 1474,overruling
1427
+ 1475,overruling
1428
+ 1476,not overruling
1429
+ 1477,not overruling
1430
+ 1478,overruling
1431
+ 1479,overruling
1432
+ 1480,not overruling
1433
+ 1481,not overruling
1434
+ 1482,overruling
1435
+ 1483,overruling
1436
+ 1484,overruling
1437
+ 1485,overruling
1438
+ 1486,not overruling
1439
+ 1487,not overruling
1440
+ 1488,overruling
1441
+ 1489,not overruling
1442
+ 1490,overruling
1443
+ 1491,overruling
1444
+ 1492,overruling
1445
+ 1493,overruling
1446
+ 1494,overruling
1447
+ 1495,overruling
1448
+ 1496,overruling
1449
+ 1497,not overruling
1450
+ 1498,not overruling
1451
+ 1499,not overruling
1452
+ 1500,not overruling
1453
+ 1501,overruling
1454
+ 1502,not overruling
1455
+ 1503,overruling
1456
+ 1504,overruling
1457
+ 1505,not overruling
1458
+ 1506,overruling
1459
+ 1507,not overruling
1460
+ 1508,overruling
1461
+ 1509,overruling
1462
+ 1510,not overruling
1463
+ 1511,overruling
1464
+ 1512,overruling
1465
+ 1513,not overruling
1466
+ 1514,not overruling
1467
+ 1515,overruling
1468
+ 1516,not overruling
1469
+ 1517,not overruling
1470
+ 1518,not overruling
1471
+ 1519,overruling
1472
+ 1520,overruling
1473
+ 1521,not overruling
1474
+ 1522,overruling
1475
+ 1523,not overruling
1476
+ 1524,overruling
1477
+ 1525,overruling
1478
+ 1526,overruling
1479
+ 1527,overruling
1480
+ 1528,overruling
1481
+ 1529,not overruling
1482
+ 1530,not overruling
1483
+ 1531,not overruling
1484
+ 1532,not overruling
1485
+ 1533,not overruling
1486
+ 1534,overruling
1487
+ 1535,not overruling
1488
+ 1536,not overruling
1489
+ 1537,overruling
1490
+ 1538,not overruling
1491
+ 1539,overruling
1492
+ 1540,overruling
1493
+ 1541,overruling
1494
+ 1542,not overruling
1495
+ 1543,not overruling
1496
+ 1544,not overruling
1497
+ 1545,not overruling
1498
+ 1546,not overruling
1499
+ 1547,not overruling
1500
+ 1548,not overruling
1501
+ 1549,overruling
1502
+ 1550,not overruling
1503
+ 1551,not overruling
1504
+ 1552,not overruling
1505
+ 1553,overruling
1506
+ 1554,not overruling
1507
+ 1555,not overruling
1508
+ 1556,overruling
1509
+ 1557,overruling
1510
+ 1558,overruling
1511
+ 1559,not overruling
1512
+ 1560,overruling
1513
+ 1561,overruling
1514
+ 1562,overruling
1515
+ 1563,not overruling
1516
+ 1564,overruling
1517
+ 1565,overruling
1518
+ 1566,overruling
1519
+ 1567,not overruling
1520
+ 1568,not overruling
1521
+ 1569,not overruling
1522
+ 1570,not overruling
1523
+ 1571,overruling
1524
+ 1572,not overruling
1525
+ 1573,not overruling
1526
+ 1574,not overruling
1527
+ 1575,not overruling
1528
+ 1576,not overruling
1529
+ 1577,not overruling
1530
+ 1578,overruling
1531
+ 1579,overruling
1532
+ 1580,overruling
1533
+ 1581,not overruling
1534
+ 1582,not overruling
1535
+ 1583,overruling
1536
+ 1584,not overruling
1537
+ 1585,overruling
1538
+ 1586,not overruling
1539
+ 1587,overruling
1540
+ 1588,overruling
1541
+ 1589,overruling
1542
+ 1590,not overruling
1543
+ 1591,not overruling
1544
+ 1592,overruling
1545
+ 1593,not overruling
1546
+ 1594,not overruling
1547
+ 1595,not overruling
1548
+ 1596,overruling
1549
+ 1597,not overruling
1550
+ 1598,not overruling
1551
+ 1599,not overruling
1552
+ 1600,not overruling
1553
+ 1601,not overruling
1554
+ 1602,overruling
1555
+ 1603,not overruling
1556
+ 1604,overruling
1557
+ 1605,overruling
1558
+ 1606,overruling
1559
+ 1607,overruling
1560
+ 1608,overruling
1561
+ 1609,not overruling
1562
+ 1610,overruling
1563
+ 1611,overruling
1564
+ 1612,not overruling
1565
+ 1613,overruling
1566
+ 1614,not overruling
1567
+ 1615,not overruling
1568
+ 1616,not overruling
1569
+ 1617,overruling
1570
+ 1618,overruling
1571
+ 1619,not overruling
1572
+ 1620,overruling
1573
+ 1621,overruling
1574
+ 1622,overruling
1575
+ 1623,not overruling
1576
+ 1624,overruling
1577
+ 1625,not overruling
1578
+ 1626,not overruling
1579
+ 1627,overruling
1580
+ 1628,not overruling
1581
+ 1629,overruling
1582
+ 1630,not overruling
1583
+ 1631,overruling
1584
+ 1632,not overruling
1585
+ 1633,not overruling
1586
+ 1634,not overruling
1587
+ 1635,overruling
1588
+ 1636,overruling
1589
+ 1637,overruling
1590
+ 1638,not overruling
1591
+ 1639,overruling
1592
+ 1640,overruling
1593
+ 1641,overruling
1594
+ 1642,overruling
1595
+ 1643,overruling
1596
+ 1644,not overruling
1597
+ 1645,not overruling
1598
+ 1646,not overruling
1599
+ 1647,not overruling
1600
+ 1648,overruling
1601
+ 1649,not overruling
1602
+ 1650,not overruling
1603
+ 1651,overruling
1604
+ 1652,not overruling
1605
+ 1653,overruling
1606
+ 1654,not overruling
1607
+ 1655,not overruling
1608
+ 1656,overruling
1609
+ 1657,not overruling
1610
+ 1658,not overruling
1611
+ 1659,not overruling
1612
+ 1660,not overruling
1613
+ 1661,overruling
1614
+ 1662,not overruling
1615
+ 1663,not overruling
1616
+ 1664,not overruling
1617
+ 1665,not overruling
1618
+ 1666,not overruling
1619
+ 1667,overruling
1620
+ 1668,overruling
1621
+ 1669,not overruling
1622
+ 1670,overruling
1623
+ 1671,overruling
1624
+ 1672,not overruling
1625
+ 1673,overruling
1626
+ 1674,not overruling
1627
+ 1675,not overruling
1628
+ 1676,overruling
1629
+ 1677,not overruling
1630
+ 1678,overruling
1631
+ 1679,not overruling
1632
+ 1680,overruling
1633
+ 1681,not overruling
1634
+ 1682,overruling
1635
+ 1683,overruling
1636
+ 1684,overruling
1637
+ 1685,not overruling
1638
+ 1686,not overruling
1639
+ 1687,not overruling
1640
+ 1688,overruling
1641
+ 1689,overruling
1642
+ 1690,overruling
1643
+ 1691,overruling
1644
+ 1692,not overruling
1645
+ 1693,not overruling
1646
+ 1694,overruling
1647
+ 1695,overruling
1648
+ 1696,overruling
1649
+ 1697,not overruling
1650
+ 1698,not overruling
1651
+ 1699,overruling
1652
+ 1700,overruling
1653
+ 1701,overruling
1654
+ 1702,overruling
1655
+ 1703,not overruling
1656
+ 1704,not overruling
1657
+ 1705,not overruling
1658
+ 1706,overruling
1659
+ 1707,not overruling
1660
+ 1708,overruling
1661
+ 1709,not overruling
1662
+ 1710,not overruling
1663
+ 1711,not overruling
1664
+ 1712,not overruling
1665
+ 1713,overruling
1666
+ 1714,overruling
1667
+ 1715,overruling
1668
+ 1716,not overruling
1669
+ 1717,overruling
1670
+ 1718,overruling
1671
+ 1719,not overruling
1672
+ 1720,overruling
1673
+ 1721,not overruling
1674
+ 1722,overruling
1675
+ 1723,not overruling
1676
+ 1724,not overruling
1677
+ 1725,overruling
1678
+ 1726,overruling
1679
+ 1727,not overruling
1680
+ 1728,not overruling
1681
+ 1729,not overruling
1682
+ 1730,overruling
1683
+ 1731,not overruling
1684
+ 1732,not overruling
1685
+ 1733,overruling
1686
+ 1734,overruling
1687
+ 1735,not overruling
1688
+ 1736,not overruling
1689
+ 1737,overruling
1690
+ 1738,overruling
1691
+ 1739,overruling
1692
+ 1740,overruling
1693
+ 1741,not overruling
1694
+ 1742,not overruling
1695
+ 1743,not overruling
1696
+ 1744,not overruling
1697
+ 1745,not overruling
1698
+ 1746,overruling
1699
+ 1747,overruling
1700
+ 1748,not overruling
1701
+ 1749,overruling
1702
+ 1750,overruling
1703
+ 1751,not overruling
1704
+ 1752,overruling
1705
+ 1753,not overruling
1706
+ 1754,overruling
1707
+ 1755,not overruling
1708
+ 1756,not overruling
1709
+ 1757,not overruling
1710
+ 1758,not overruling
1711
+ 1759,not overruling
1712
+ 1760,not overruling
1713
+ 1761,overruling
1714
+ 1762,not overruling
1715
+ 1763,overruling
1716
+ 1764,not overruling
1717
+ 1765,not overruling
1718
+ 1766,not overruling
1719
+ 1767,overruling
1720
+ 1768,not overruling
1721
+ 1769,not overruling
1722
+ 1770,not overruling
1723
+ 1771,not overruling
1724
+ 1772,not overruling
1725
+ 1773,not overruling
1726
+ 1774,overruling
1727
+ 1775,overruling
1728
+ 1776,not overruling
1729
+ 1777,overruling
1730
+ 1778,overruling
1731
+ 1779,overruling
1732
+ 1780,not overruling
1733
+ 1781,not overruling
1734
+ 1782,overruling
1735
+ 1783,overruling
1736
+ 1784,not overruling
1737
+ 1785,overruling
1738
+ 1786,overruling
1739
+ 1787,overruling
1740
+ 1788,not overruling
1741
+ 1789,overruling
1742
+ 1790,overruling
1743
+ 1791,overruling
1744
+ 1792,not overruling
1745
+ 1793,not overruling
1746
+ 1794,overruling
1747
+ 1795,not overruling
1748
+ 1796,not overruling
1749
+ 1797,overruling
1750
+ 1798,overruling
1751
+ 1799,not overruling
1752
+ 1800,overruling
1753
+ 1801,overruling
1754
+ 1802,not overruling
1755
+ 1803,overruling
1756
+ 1804,overruling
1757
+ 1805,overruling
1758
+ 1806,overruling
1759
+ 1807,not overruling
1760
+ 1808,not overruling
1761
+ 1809,not overruling
1762
+ 1810,overruling
1763
+ 1811,overruling
1764
+ 1812,not overruling
1765
+ 1813,not overruling
1766
+ 1814,overruling
1767
+ 1815,overruling
1768
+ 1816,overruling
1769
+ 1817,overruling
1770
+ 1818,overruling
1771
+ 1819,overruling
1772
+ 1820,overruling
1773
+ 1821,overruling
1774
+ 1822,overruling
1775
+ 1823,overruling
1776
+ 1824,not overruling
1777
+ 1825,overruling
1778
+ 1826,not overruling
1779
+ 1827,overruling
1780
+ 1828,not overruling
1781
+ 1829,not overruling
1782
+ 1830,overruling
1783
+ 1831,overruling
1784
+ 1832,not overruling
1785
+ 1833,overruling
1786
+ 1834,overruling
1787
+ 1835,overruling
1788
+ 1836,overruling
1789
+ 1837,not overruling
1790
+ 1838,not overruling
1791
+ 1839,not overruling
1792
+ 1840,overruling
1793
+ 1841,overruling
1794
+ 1842,overruling
1795
+ 1843,not overruling
1796
+ 1844,not overruling
1797
+ 1845,not overruling
1798
+ 1846,not overruling
1799
+ 1847,not overruling
1800
+ 1848,overruling
1801
+ 1849,not overruling
1802
+ 1850,not overruling
1803
+ 1851,overruling
1804
+ 1852,overruling
1805
+ 1853,not overruling
1806
+ 1854,not overruling
1807
+ 1855,not overruling
1808
+ 1856,overruling
1809
+ 1857,not overruling
1810
+ 1858,not overruling
1811
+ 1859,not overruling
1812
+ 1860,overruling
1813
+ 1861,not overruling
1814
+ 1862,not overruling
1815
+ 1863,overruling
1816
+ 1864,overruling
1817
+ 1865,overruling
1818
+ 1866,not overruling
1819
+ 1867,not overruling
1820
+ 1868,not overruling
1821
+ 1869,overruling
1822
+ 1870,overruling
1823
+ 1871,overruling
1824
+ 1872,overruling
1825
+ 1873,overruling
1826
+ 1874,not overruling
1827
+ 1875,overruling
1828
+ 1876,not overruling
1829
+ 1877,overruling
1830
+ 1878,not overruling
1831
+ 1879,overruling
1832
+ 1880,overruling
1833
+ 1881,not overruling
1834
+ 1882,not overruling
1835
+ 1883,overruling
1836
+ 1884,overruling
1837
+ 1885,overruling
1838
+ 1886,overruling
1839
+ 1887,overruling
1840
+ 1888,overruling
1841
+ 1889,not overruling
1842
+ 1890,not overruling
1843
+ 1891,overruling
1844
+ 1892,not overruling
1845
+ 1893,overruling
1846
+ 1894,overruling
1847
+ 1895,not overruling
1848
+ 1896,not overruling
1849
+ 1897,overruling
1850
+ 1898,overruling
1851
+ 1899,overruling
1852
+ 1900,not overruling
1853
+ 1901,not overruling
1854
+ 1902,not overruling
1855
+ 1903,not overruling
1856
+ 1904,overruling
1857
+ 1905,overruling
1858
+ 1906,not overruling
1859
+ 1907,not overruling
1860
+ 1908,overruling
1861
+ 1909,not overruling
1862
+ 1910,not overruling
1863
+ 1911,not overruling
1864
+ 1912,not overruling
1865
+ 1913,overruling
1866
+ 1914,not overruling
1867
+ 1915,overruling
1868
+ 1916,overruling
1869
+ 1917,overruling
1870
+ 1918,not overruling
1871
+ 1919,not overruling
1872
+ 1920,not overruling
1873
+ 1921,not overruling
1874
+ 1922,not overruling
1875
+ 1923,overruling
1876
+ 1924,overruling
1877
+ 1925,not overruling
1878
+ 1926,overruling
1879
+ 1927,not overruling
1880
+ 1928,not overruling
1881
+ 1929,overruling
1882
+ 1930,overruling
1883
+ 1931,not overruling
1884
+ 1932,not overruling
1885
+ 1933,not overruling
1886
+ 1934,not overruling
1887
+ 1935,not overruling
1888
+ 1936,not overruling
1889
+ 1937,overruling
1890
+ 1938,overruling
1891
+ 1939,overruling
1892
+ 1940,not overruling
1893
+ 1941,not overruling
1894
+ 1942,not overruling
1895
+ 1943,overruling
1896
+ 1944,overruling
1897
+ 1945,overruling
1898
+ 1946,not overruling
1899
+ 1947,overruling
1900
+ 1948,not overruling
1901
+ 1949,overruling
1902
+ 1950,not overruling
1903
+ 1951,not overruling
1904
+ 1952,not overruling
1905
+ 1953,not overruling
1906
+ 1954,not overruling
1907
+ 1955,not overruling
1908
+ 1956,not overruling
1909
+ 1957,not overruling
1910
+ 1958,not overruling
1911
+ 1959,overruling
1912
+ 1960,not overruling
1913
+ 1961,overruling
1914
+ 1962,not overruling
1915
+ 1963,not overruling
1916
+ 1964,overruling
1917
+ 1965,not overruling
1918
+ 1966,overruling
1919
+ 1967,overruling
1920
+ 1968,not overruling
1921
+ 1969,not overruling
1922
+ 1970,overruling
1923
+ 1971,not overruling
1924
+ 1972,overruling
1925
+ 1973,overruling
1926
+ 1974,not overruling
1927
+ 1975,not overruling
1928
+ 1976,overruling
1929
+ 1977,not overruling
1930
+ 1978,not overruling
1931
+ 1979,not overruling
1932
+ 1980,overruling
1933
+ 1981,not overruling
1934
+ 1982,not overruling
1935
+ 1983,overruling
1936
+ 1984,not overruling
1937
+ 1985,overruling
1938
+ 1986,not overruling
1939
+ 1987,not overruling
1940
+ 1988,overruling
1941
+ 1989,not overruling
1942
+ 1990,overruling
1943
+ 1991,not overruling
1944
+ 1992,overruling
1945
+ 1993,overruling
1946
+ 1994,overruling
1947
+ 1995,overruling
1948
+ 1996,not overruling
1949
+ 1997,overruling
1950
+ 1998,overruling
1951
+ 1999,overruling
1952
+ 2000,not overruling
1953
+ 2001,not overruling
1954
+ 2002,overruling
1955
+ 2003,not overruling
1956
+ 2004,not overruling
1957
+ 2005,not overruling
1958
+ 2006,not overruling
1959
+ 2007,not overruling
1960
+ 2008,not overruling
1961
+ 2009,not overruling
1962
+ 2010,not overruling
1963
+ 2011,not overruling
1964
+ 2012,not overruling
1965
+ 2013,overruling
1966
+ 2014,not overruling
1967
+ 2015,overruling
1968
+ 2016,overruling
1969
+ 2017,not overruling
1970
+ 2018,not overruling
1971
+ 2019,overruling
1972
+ 2020,overruling
1973
+ 2021,overruling
1974
+ 2022,overruling
1975
+ 2023,overruling
1976
+ 2024,overruling
1977
+ 2025,overruling
1978
+ 2026,not overruling
1979
+ 2027,not overruling
1980
+ 2028,not overruling
1981
+ 2029,overruling
1982
+ 2030,overruling
1983
+ 2031,not overruling
1984
+ 2032,not overruling
1985
+ 2033,overruling
1986
+ 2034,overruling
1987
+ 2035,overruling
1988
+ 2036,overruling
1989
+ 2037,overruling
1990
+ 2038,overruling
1991
+ 2039,overruling
1992
+ 2040,not overruling
1993
+ 2041,not overruling
1994
+ 2042,overruling
1995
+ 2043,overruling
1996
+ 2044,not overruling
1997
+ 2045,overruling
1998
+ 2046,not overruling
1999
+ 2047,not overruling
2000
+ 2048,not overruling
2001
+ 2049,not overruling
2002
+ 2050,not overruling
2003
+ 2051,not overruling
2004
+ 2052,overruling
2005
+ 2053,overruling
2006
+ 2054,overruling
2007
+ 2055,not overruling
2008
+ 2056,not overruling
2009
+ 2057,not overruling
2010
+ 2058,overruling
2011
+ 2059,not overruling
2012
+ 2060,not overruling
2013
+ 2061,not overruling
2014
+ 2062,overruling
2015
+ 2063,overruling
2016
+ 2064,not overruling
2017
+ 2065,not overruling
2018
+ 2066,overruling
2019
+ 2067,not overruling
2020
+ 2068,overruling
2021
+ 2069,not overruling
2022
+ 2070,not overruling
2023
+ 2071,overruling
2024
+ 2072,overruling
2025
+ 2073,not overruling
2026
+ 2074,not overruling
2027
+ 2075,overruling
2028
+ 2076,overruling
2029
+ 2077,not overruling
2030
+ 2078,not overruling
2031
+ 2079,not overruling
2032
+ 2080,not overruling
2033
+ 2081,overruling
2034
+ 2082,not overruling
2035
+ 2083,not overruling
2036
+ 2084,overruling
2037
+ 2085,not overruling
2038
+ 2086,not overruling
2039
+ 2087,overruling
2040
+ 2088,not overruling
2041
+ 2089,not overruling
2042
+ 2090,overruling
2043
+ 2091,not overruling
2044
+ 2092,not overruling
2045
+ 2093,not overruling
2046
+ 2094,overruling
2047
+ 2095,overruling
2048
+ 2096,not overruling
2049
+ 2097,not overruling
2050
+ 2098,not overruling
2051
+ 2099,overruling
2052
+ 2100,not overruling
2053
+ 2101,overruling
2054
+ 2102,not overruling
2055
+ 2103,overruling
2056
+ 2104,not overruling
2057
+ 2105,overruling
2058
+ 2106,not overruling
2059
+ 2107,overruling
2060
+ 2108,not overruling
2061
+ 2109,overruling
2062
+ 2110,overruling
2063
+ 2111,not overruling
2064
+ 2112,overruling
2065
+ 2113,not overruling
2066
+ 2114,not overruling
2067
+ 2115,not overruling
2068
+ 2116,not overruling
2069
+ 2117,not overruling
2070
+ 2118,overruling
2071
+ 2119,overruling
2072
+ 2120,overruling
2073
+ 2121,overruling
2074
+ 2122,overruling
2075
+ 2123,overruling
2076
+ 2124,overruling
2077
+ 2125,not overruling
2078
+ 2126,overruling
2079
+ 2127,overruling
2080
+ 2128,not overruling
2081
+ 2129,overruling
2082
+ 2130,overruling
2083
+ 2131,overruling
2084
+ 2132,overruling
2085
+ 2133,overruling
2086
+ 2134,overruling
2087
+ 2135,not overruling
2088
+ 2136,not overruling
2089
+ 2137,not overruling
2090
+ 2138,overruling
2091
+ 2139,overruling
2092
+ 2140,not overruling
2093
+ 2141,not overruling
2094
+ 2142,overruling
2095
+ 2143,overruling
2096
+ 2144,not overruling
2097
+ 2145,not overruling
2098
+ 2146,not overruling
2099
+ 2147,not overruling
2100
+ 2148,overruling
2101
+ 2149,not overruling
2102
+ 2150,overruling
2103
+ 2151,not overruling
2104
+ 2152,overruling
2105
+ 2153,not overruling
2106
+ 2154,overruling
2107
+ 2155,not overruling
2108
+ 2156,not overruling
2109
+ 2157,overruling
2110
+ 2158,not overruling
2111
+ 2159,not overruling
2112
+ 2160,overruling
2113
+ 2161,overruling
2114
+ 2162,not overruling
2115
+ 2163,not overruling
2116
+ 2164,overruling
2117
+ 2165,not overruling
2118
+ 2166,not overruling
2119
+ 2167,not overruling
2120
+ 2168,not overruling
2121
+ 2169,not overruling
2122
+ 2170,not overruling
2123
+ 2171,overruling
2124
+ 2172,not overruling
2125
+ 2173,overruling
2126
+ 2174,overruling
2127
+ 2175,not overruling
2128
+ 2176,overruling
2129
+ 2177,overruling
2130
+ 2178,overruling
2131
+ 2179,not overruling
2132
+ 2180,overruling
2133
+ 2181,overruling
2134
+ 2182,not overruling
2135
+ 2183,not overruling
2136
+ 2184,overruling
2137
+ 2185,overruling
2138
+ 2186,overruling
2139
+ 2187,not overruling
2140
+ 2188,overruling
2141
+ 2189,overruling
2142
+ 2190,not overruling
2143
+ 2191,overruling
2144
+ 2192,not overruling
2145
+ 2193,not overruling
2146
+ 2194,overruling
2147
+ 2195,overruling
2148
+ 2196,overruling
2149
+ 2197,not overruling
2150
+ 2198,overruling
2151
+ 2199,overruling
2152
+ 2200,not overruling
2153
+ 2201,not overruling
2154
+ 2202,not overruling
2155
+ 2203,overruling
2156
+ 2204,not overruling
2157
+ 2205,overruling
2158
+ 2206,overruling
2159
+ 2207,not overruling
2160
+ 2208,overruling
2161
+ 2209,not overruling
2162
+ 2210,not overruling
2163
+ 2211,overruling
2164
+ 2212,overruling
2165
+ 2213,not overruling
2166
+ 2214,overruling
2167
+ 2215,not overruling
2168
+ 2216,not overruling
2169
+ 2217,not overruling
2170
+ 2218,not overruling
2171
+ 2219,not overruling
2172
+ 2220,not overruling
2173
+ 2221,not overruling
2174
+ 2222,not overruling
2175
+ 2223,overruling
2176
+ 2224,not overruling
2177
+ 2225,overruling
2178
+ 2226,overruling
2179
+ 2227,overruling
2180
+ 2228,overruling
2181
+ 2229,overruling
2182
+ 2230,overruling
2183
+ 2231,not overruling
2184
+ 2232,overruling
2185
+ 2233,overruling
2186
+ 2234,overruling
2187
+ 2235,not overruling
2188
+ 2236,overruling
2189
+ 2237,overruling
2190
+ 2238,overruling
2191
+ 2239,not overruling
2192
+ 2240,overruling
2193
+ 2241,overruling
2194
+ 2242,overruling
2195
+ 2243,overruling
2196
+ 2244,overruling
2197
+ 2245,not overruling
2198
+ 2246,not overruling
2199
+ 2247,not overruling
2200
+ 2248,not overruling
2201
+ 2249,not overruling
2202
+ 2250,overruling
2203
+ 2251,overruling
2204
+ 2252,overruling
2205
+ 2253,not overruling
2206
+ 2254,not overruling
2207
+ 2255,overruling
2208
+ 2256,not overruling
2209
+ 2257,overruling
2210
+ 2258,overruling
2211
+ 2259,not overruling
2212
+ 2260,not overruling
2213
+ 2261,overruling
2214
+ 2262,not overruling
2215
+ 2263,overruling
2216
+ 2264,not overruling
2217
+ 2265,not overruling
2218
+ 2266,not overruling
2219
+ 2267,overruling
2220
+ 2268,not overruling
2221
+ 2269,overruling
2222
+ 2270,overruling
2223
+ 2271,overruling
2224
+ 2272,not overruling
2225
+ 2273,not overruling
2226
+ 2274,overruling
2227
+ 2275,overruling
2228
+ 2276,not overruling
2229
+ 2277,overruling
2230
+ 2278,not overruling
2231
+ 2279,not overruling
2232
+ 2280,not overruling
2233
+ 2281,overruling
2234
+ 2282,not overruling
2235
+ 2283,overruling
2236
+ 2284,overruling
2237
+ 2285,overruling
2238
+ 2286,overruling
2239
+ 2287,not overruling
2240
+ 2288,overruling
2241
+ 2289,overruling
2242
+ 2290,overruling
2243
+ 2291,not overruling
2244
+ 2292,overruling
2245
+ 2293,overruling
2246
+ 2294,overruling
2247
+ 2295,not overruling
2248
+ 2296,overruling
2249
+ 2297,not overruling
2250
+ 2298,overruling
2251
+ 2299,not overruling
2252
+ 2300,not overruling
2253
+ 2301,overruling
2254
+ 2302,overruling
2255
+ 2303,overruling
2256
+ 2304,overruling
2257
+ 2305,overruling
2258
+ 2306,overruling
2259
+ 2307,overruling
2260
+ 2308,overruling
2261
+ 2309,not overruling
2262
+ 2310,overruling
2263
+ 2311,overruling
2264
+ 2312,not overruling
2265
+ 2313,overruling
2266
+ 2314,overruling
2267
+ 2315,overruling
2268
+ 2316,not overruling
2269
+ 2317,not overruling
2270
+ 2318,not overruling
2271
+ 2319,overruling
2272
+ 2320,not overruling
2273
+ 2321,overruling
2274
+ 2322,not overruling
2275
+ 2323,overruling
2276
+ 2324,not overruling
2277
+ 2325,not overruling
2278
+ 2326,not overruling
2279
+ 2327,not overruling
2280
+ 2328,overruling
2281
+ 2329,not overruling
2282
+ 2330,not overruling
2283
+ 2331,not overruling
2284
+ 2332,not overruling
2285
+ 2333,overruling
2286
+ 2334,overruling
2287
+ 2335,not overruling
2288
+ 2336,not overruling
2289
+ 2337,overruling
2290
+ 2338,not overruling
2291
+ 2339,overruling
2292
+ 2340,overruling
2293
+ 2341,overruling
2294
+ 2342,overruling
2295
+ 2343,not overruling
2296
+ 2344,overruling
2297
+ 2345,not overruling
2298
+ 2346,overruling
2299
+ 2347,overruling
2300
+ 2348,overruling
2301
+ 2349,overruling
2302
+ 2350,overruling
2303
+ 2351,overruling
2304
+ 2352,not overruling
2305
+ 2353,not overruling
2306
+ 2354,overruling
2307
+ 2355,overruling
2308
+ 2356,not overruling
2309
+ 2357,overruling
2310
+ 2358,not overruling
2311
+ 2359,overruling
2312
+ 2360,not overruling
2313
+ 2361,not overruling
2314
+ 2362,not overruling
2315
+ 2363,not overruling
2316
+ 2364,overruling
2317
+ 2365,overruling
2318
+ 2366,not overruling
2319
+ 2367,overruling
2320
+ 2368,overruling
2321
+ 2369,not overruling
2322
+ 2370,overruling
2323
+ 2371,overruling
2324
+ 2372,not overruling
2325
+ 2373,overruling
2326
+ 2374,not overruling
2327
+ 2375,not overruling
2328
+ 2376,not overruling
2329
+ 2377,not overruling
2330
+ 2378,overruling
2331
+ 2379,not overruling
2332
+ 2380,not overruling
2333
+ 2381,not overruling
2334
+ 2382,overruling
2335
+ 2383,overruling
2336
+ 2384,overruling
2337
+ 2385,not overruling
2338
+ 2386,overruling
2339
+ 2387,overruling
2340
+ 2388,overruling
2341
+ 2389,not overruling
2342
+ 2390,overruling
2343
+ 2391,overruling
2344
+ 2392,not overruling
2345
+ 2393,not overruling
2346
+ 2394,overruling
2347
+ 2395,overruling
2348
+ 2396,overruling
2349
+ 2397,overruling
2350
+ 2398,not overruling
2351
+ 2399,not overruling
{{cookiecutter.repo_name}}/data/overruling/task.json ADDED
@@ -0,0 +1 @@
 
1
+ {"name": "overruling", "description": "", "data_columns": ["Sentence", "ID"], "label_columns": {"Label": ["not overruling", "overruling"]}}
{{cookiecutter.repo_name}}/data/semiconductor_org_types/predictions.csv ADDED
@@ -0,0 +1,450 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ID,Label
2
+ 50,company
3
+ 51,research institute
4
+ 52,company
5
+ 53,university
6
+ 54,research institute
7
+ 55,research institute
8
+ 56,company
9
+ 57,company
10
+ 58,company
11
+ 59,company
12
+ 60,research institute
13
+ 61,university
14
+ 62,research institute
15
+ 63,company
16
+ 64,company
17
+ 65,university
18
+ 66,university
19
+ 67,research institute
20
+ 68,research institute
21
+ 69,company
22
+ 70,company
23
+ 71,research institute
24
+ 72,company
25
+ 73,company
26
+ 74,university
27
+ 75,research institute
28
+ 76,research institute
29
+ 77,company
30
+ 78,company
31
+ 79,research institute
32
+ 80,research institute
33
+ 81,university
34
+ 82,university
35
+ 83,research institute
36
+ 84,company
37
+ 85,university
38
+ 86,research institute
39
+ 87,university
40
+ 88,research institute
41
+ 89,university
42
+ 90,company
43
+ 91,company
44
+ 92,company
45
+ 93,research institute
46
+ 94,research institute
47
+ 95,company
48
+ 96,university
49
+ 97,research institute
50
+ 98,company
51
+ 99,research institute
52
+ 100,university
53
+ 101,university
54
+ 102,research institute
55
+ 103,university
56
+ 104,company
57
+ 105,research institute
58
+ 106,research institute
59
+ 107,university
60
+ 108,research institute
61
+ 109,research institute
62
+ 110,research institute
63
+ 111,company
64
+ 112,company
65
+ 113,research institute
66
+ 114,research institute
67
+ 115,company
68
+ 116,company
69
+ 117,company
70
+ 118,research institute
71
+ 119,university
72
+ 120,research institute
73
+ 121,university
74
+ 122,university
75
+ 123,university
76
+ 124,research institute
77
+ 125,university
78
+ 126,research institute
79
+ 127,company
80
+ 128,university
81
+ 129,company
82
+ 130,company
83
+ 131,research institute
84
+ 132,company
85
+ 133,university
86
+ 134,university
87
+ 135,research institute
88
+ 136,research institute
89
+ 137,company
90
+ 138,research institute
91
+ 139,research institute
92
+ 140,university
93
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{{cookiecutter.repo_name}}/data/terms_of_service/predictions.csv ADDED
The diff for this file is too large to render. See raw diff
{{cookiecutter.repo_name}}/data/terms_of_service/task.json ADDED
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1
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1
+ ID,Label
2
+ 50,hate speech
3
+ 51,not hate speech
4
+ 52,hate speech
5
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{{cookiecutter.repo_name}}/data/twitter_complaints/task.json ADDED
@@ -0,0 +1 @@
 
1
+ {"name": "twitter_complaints", "description": "", "data_columns": ["Tweet text", "ID"], "label_columns": {"Label": ["complaint", "no complaint"]}}
{{cookiecutter.repo_name}}/requirements.txt ADDED
@@ -0,0 +1,2 @@
 
 
1
+ datasets>=1.11.0
2
+ typer
{{cookiecutter.repo_name}}/{{cookiecutter.repo_name}}.py ADDED
@@ -0,0 +1,304 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # coding=utf-8
2
+ # Copyright 2020 The HuggingFace Datasets Authors and the current dataset script contributor.
3
+ #
4
+ # Licensed under the Apache License, Version 2.0 (the "License");
5
+ # you may not use this file except in compliance with the License.
6
+ # You may obtain a copy of the License at
7
+ #
8
+ # http://www.apache.org/licenses/LICENSE-2.0
9
+ #
10
+ # Unless required by applicable law or agreed to in writing, software
11
+ # distributed under the License is distributed on an "AS IS" BASIS,
12
+ # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
13
+ # See the License for the specific language governing permissions and
14
+ # limitations under the License.
15
+
16
+ import csv
17
+
18
+ import datasets
19
+
20
+ # TODO: Add BibTeX citation
21
+ # Find for instance the citation on arxiv or on the dataset repo/website
22
+ _CITATION = """\
23
+ @InProceedings{huggingface:dataset,
24
+ title = {A great new dataset},
25
+ author={huggingface, Inc.
26
+ },
27
+ year={2020}
28
+ }
29
+ """
30
+
31
+ # You can copy an official description
32
+ _DESCRIPTION = """
33
+ """
34
+
35
+ # TODO: Add a link to an official homepage for the dataset here
36
+ _HOMEPAGE = ""
37
+
38
+ # TODO: Add the licence for the dataset here if you can find it
39
+ _LICENSE = ""
40
+
41
+ # TODO: Add link to the official dataset URLs here
42
+ # The HuggingFace dataset library don't host the datasets but only point to the original files
43
+ # This can be an arbitrary nested dict/list of URLs (see below in `_split_generators` method)
44
+ # This gets all folders within the directory named `data`
45
+ # DATA_DIRS = next(os.walk('data'))[1]
46
+ DATA_DIR_URL = "data/" # "https://huggingface.co/datasets/ought/raft/resolve/main/data/"
47
+ # print([p for p in DATA_DIR_PATH.iterdir() if p.is_dir()])
48
+ TASKS = {
49
+ "ade_corpus_v2": {
50
+ "name": "ade_corpus_v2",
51
+ "description": "",
52
+ "data_columns": ["Sentence", "ID"],
53
+ "label_columns": {"Label": ["ADE-related", "not ADE-related"]},
54
+ },
55
+ "banking_77": {
56
+ "name": "banking_77",
57
+ "description": "",
58
+ "data_columns": ["Query", "ID"],
59
+ "label_columns": {
60
+ "Label": [
61
+ "Refund_not_showing_up",
62
+ "activate_my_card",
63
+ "age_limit",
64
+ "apple_pay_or_google_pay",
65
+ "atm_support",
66
+ "automatic_top_up",
67
+ "balance_not_updated_after_bank_transfer",
68
+ "balance_not_updated_after_cheque_or_cash_deposit",
69
+ "beneficiary_not_allowed",
70
+ "cancel_transfer",
71
+ "card_about_to_expire",
72
+ "card_acceptance",
73
+ "card_arrival",
74
+ "card_delivery_estimate",
75
+ "card_linking",
76
+ "card_not_working",
77
+ "card_payment_fee_charged",
78
+ "card_payment_not_recognised",
79
+ "card_payment_wrong_exchange_rate",
80
+ "card_swallowed",
81
+ "cash_withdrawal_charge",
82
+ "cash_withdrawal_not_recognised",
83
+ "change_pin",
84
+ "compromised_card",
85
+ "contactless_not_working",
86
+ "country_support",
87
+ "declined_card_payment",
88
+ "declined_cash_withdrawal",
89
+ "declined_transfer",
90
+ "direct_debit_payment_not_recognised",
91
+ "disposable_card_limits",
92
+ "edit_personal_details",
93
+ "exchange_charge",
94
+ "exchange_rate",
95
+ "exchange_via_app",
96
+ "extra_charge_on_statement",
97
+ "failed_transfer",
98
+ "fiat_currency_support",
99
+ "get_disposable_virtual_card",
100
+ "get_physical_card",
101
+ "getting_spare_card",
102
+ "getting_virtual_card",
103
+ "lost_or_stolen_card",
104
+ "lost_or_stolen_phone",
105
+ "order_physical_card",
106
+ "passcode_forgotten",
107
+ "pending_card_payment",
108
+ "pending_cash_withdrawal",
109
+ "pending_top_up",
110
+ "pending_transfer",
111
+ "pin_blocked",
112
+ "receiving_money",
113
+ "request_refund",
114
+ "reverted_card_payment?",
115
+ "supported_cards_and_currencies",
116
+ "terminate_account",
117
+ "top_up_by_bank_transfer_charge",
118
+ "top_up_by_card_charge",
119
+ "top_up_by_cash_or_cheque",
120
+ "top_up_failed",
121
+ "top_up_limits",
122
+ "top_up_reverted",
123
+ "topping_up_by_card",
124
+ "transaction_charged_twice",
125
+ "transfer_fee_charged",
126
+ "transfer_into_account",
127
+ "transfer_not_received_by_recipient",
128
+ "transfer_timing",
129
+ "unable_to_verify_identity",
130
+ "verify_my_identity",
131
+ "verify_source_of_funds",
132
+ "verify_top_up",
133
+ "virtual_card_not_working",
134
+ "visa_or_mastercard",
135
+ "why_verify_identity",
136
+ "wrong_amount_of_cash_received",
137
+ "wrong_exchange_rate_for_cash_withdrawal",
138
+ ]
139
+ },
140
+ },
141
+ "terms_of_service": {
142
+ "name": "terms_of_service",
143
+ "description": "",
144
+ "data_columns": ["Sentence", "ID"],
145
+ "label_columns": {"Label": ["not potentially unfair", "potentially unfair"]},
146
+ },
147
+ "tai_safety_research": {
148
+ "name": "tai_safety_research",
149
+ "description": "",
150
+ "data_columns": [
151
+ "Title",
152
+ "Abstract Note",
153
+ "Url",
154
+ "Publication Year",
155
+ "Item Type",
156
+ "Author",
157
+ "Publication Title",
158
+ "ID",
159
+ ],
160
+ "label_columns": {"Label": ["TAI safety research", "not TAI safety research"]},
161
+ },
162
+ "neurips_impact_statement_risks": {
163
+ "name": "neurips_impact_statement_risks",
164
+ "description": "",
165
+ "data_columns": ["Paper title", "Paper link", "Impact statement", "ID"],
166
+ "label_columns": {"Label": ["doesn't mention a harmful application", "mentions a harmful application"]},
167
+ },
168
+ "overruling": {
169
+ "name": "overruling",
170
+ "description": "",
171
+ "data_columns": ["Sentence", "ID"],
172
+ "label_columns": {"Label": ["not overruling", "overruling"]},
173
+ },
174
+ "systematic_review_inclusion": {
175
+ "name": "systematic_review_inclusion",
176
+ "description": "",
177
+ "data_columns": ["Title", "Abstract", "Authors", "Journal", "ID"],
178
+ "label_columns": {"Label": ["included", "not included"]},
179
+ },
180
+ "one_stop_english": {
181
+ "name": "one_stop_english",
182
+ "description": "",
183
+ "data_columns": ["Article", "ID"],
184
+ "label_columns": {"Label": ["advanced", "elementary", "intermediate"]},
185
+ },
186
+ "tweet_eval_hate": {
187
+ "name": "tweet_eval_hate",
188
+ "description": "",
189
+ "data_columns": ["Tweet", "ID"],
190
+ "label_columns": {"Label": ["hate speech", "not hate speech"]},
191
+ },
192
+ "twitter_complaints": {
193
+ "name": "twitter_complaints",
194
+ "description": "",
195
+ "data_columns": ["Tweet text", "ID"],
196
+ "label_columns": {"Label": ["complaint", "no complaint"]},
197
+ },
198
+ "semiconductor_org_types": {
199
+ "name": "semiconductor_org_types",
200
+ "description": "",
201
+ "data_columns": ["Paper title", "Organization name", "ID"],
202
+ "label_columns": {"Label": ["company", "research institute", "university"]},
203
+ },
204
+ }
205
+
206
+ _URLs = {s: {"test": f"{DATA_DIR_URL}{s}/predictions.csv"} for s in TASKS}
207
+
208
+
209
+ class RaftSubmission(datasets.GeneratorBasedBuilder):
210
+ """RAFT Dataset dummy predictions."""
211
+
212
+ VERSION = datasets.Version("1.1.0")
213
+
214
+ # This is an example of a dataset with multiple configurations.
215
+ # If you don't want/need to define several sub-sets in your dataset,
216
+ # just remove the BUILDER_CONFIG_CLASS and the BUILDER_CONFIGS attributes.
217
+
218
+ # If you need to make complex sub-parts in the datasets with configurable options
219
+ # You can create your own builder configuration class to store attribute, inheriting from datasets.BuilderConfig
220
+ # BUILDER_CONFIG_CLASS = MyBuilderConfig
221
+
222
+ # You will be able to load one or the other configurations in the following list with
223
+ # data = datasets.load_dataset('my_dataset', 'first_domain')
224
+ # data = datasets.load_dataset('my_dataset', 'second_domain')
225
+
226
+ # TODO: Load task jsons
227
+
228
+ # tasks = {}
229
+ # for sd in DATA_DIRS:
230
+ # with open(os.path.join('data', sd, 'task.json')) as f:
231
+ # task_data = json.load(f)
232
+ # tasks[sd] = task_data
233
+
234
+ BUILDER_CONFIGS = []
235
+ for key in TASKS:
236
+ td = TASKS[key]
237
+ name = td["name"]
238
+ description = td["description"]
239
+ BUILDER_CONFIGS.append(datasets.BuilderConfig(name=name, version=VERSION, description=description))
240
+
241
+ DEFAULT_CONFIG_NAME = (
242
+ "tai_safety_research" # It's not mandatory to have a default configuration. Just use one if it make sense.
243
+ )
244
+
245
+ def _info(self):
246
+ # TODO: This method specifies the datasets.DatasetInfo object which contains informations and typings for the dataset
247
+ DEFAULT_LABEL_NAME = "Unlabeled"
248
+
249
+ task = TASKS[self.config.name]
250
+ data_columns = {"ID": datasets.Value("string")}
251
+
252
+ label_columns = {}
253
+ for label_name in task["label_columns"]:
254
+ labels = [DEFAULT_LABEL_NAME] + task["label_columns"][label_name]
255
+ label_columns[label_name] = datasets.ClassLabel(len(labels), labels)
256
+
257
+ # Merge dicts
258
+ features = datasets.Features(**data_columns, **label_columns)
259
+
260
+ return datasets.DatasetInfo(
261
+ # This is the description that will appear on the datasets page.
262
+ description=_DESCRIPTION,
263
+ # This defines the different columns of the dataset and their types
264
+ features=features, # Here we define them above because they are different between the two configurations
265
+ # If there's a common (input, target) tuple from the features,
266
+ # specify them here. They'll be used if as_supervised=True in
267
+ # builder.as_dataset.
268
+ supervised_keys=None,
269
+ # Homepage of the dataset for documentation
270
+ homepage=_HOMEPAGE,
271
+ # License for the dataset if available
272
+ license=_LICENSE,
273
+ # Citation for the dataset
274
+ citation=_CITATION,
275
+ )
276
+
277
+ def _split_generators(self, dl_manager):
278
+ """Returns SplitGenerators."""
279
+ # TODO: This method is tasked with downloading/extracting the data and defining the splits depending on the configuration
280
+ # If several configurations are possible (listed in BUILDER_CONFIGS), the configuration selected by the user is in self.config.name
281
+
282
+ # dl_manager is a datasets.download.DownloadManager that can be used to download and extract URLs
283
+ # It can accept any type or nested list/dict and will give back the same structure with the url replaced with path to local files.
284
+ # By default the archives will be extracted and a path to a cached folder where they are extracted is returned instead of the archive
285
+ data_dir = dl_manager.download_and_extract(_URLs)
286
+ dataset = self.config.name
287
+ return [
288
+ datasets.SplitGenerator(
289
+ name=datasets.Split.TEST, gen_kwargs={"filepath": data_dir[dataset]["test"], "split": "test"}
290
+ )
291
+ ]
292
+
293
+ def _generate_examples(
294
+ self, filepath, split # method parameters are unpacked from `gen_kwargs` as given in `_split_generators`
295
+ ):
296
+ """Yields examples as (key, example) tuples."""
297
+ # This method handles input defined in _split_generators to yield (key, example) tuples from the dataset.
298
+ # The `key` is here for legacy reason (tfds) and is not important in itself.
299
+ with open(filepath, encoding="utf-8") as f:
300
+ csv_reader = csv.reader(f, quotechar='"', delimiter=",", quoting=csv.QUOTE_ALL, skipinitialspace=True)
301
+ column_names = next(csv_reader)
302
+ for id_, row in enumerate(csv_reader):
303
+ # dicts don't have inherent ordering in python, right??
304
+ yield id_, {name: value for name, value in zip(column_names, row)}