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ch07/02_dataset-utilities/README.md
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@ -12,7 +12,7 @@ pip install -r requirements-extra.txt
### Finding near duplicates
### Finding Near Duplicates
The `find-near-duplicates.py` function can be used to identify duplicates and near-duplicates in an instruction dataset. For example,
@ -23,6 +23,9 @@ python find-near-duplicates.py --json_file instruction-examples.json
```
```
scikit-learn version: 1.3.1
==================================================
Searching 'instruction' for duplicates ...
==================================================
@ -56,6 +59,22 @@ Duplicate pair found with similarity 1.00:
```
&nbsp
 
You can use the `--threshold` setting with a value between 0 and 1 to decrease or increase the sensitivity.
The default threshold is 0.9.
 
## Creating Passive Voice Entries
- The [create-passive-voice-entries.ipynb](create-passive-voice-entries.ipynb) notebook uses OpenAI's GPT-4 to create "passive voice" entries for an instruction dataset, as shown in the example below
```python
{
'instruction': 'Identify the verb in the following sentence',
'input': 'The cat sleeps on the couch.',
'output': 'The verb in the sentence is "sleeps."',
'output_2': 'The sentence is "sleeps."' # <---- Newly created entry
}
```