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1 change: 1 addition & 0 deletions data/datasets/oa_dolly_15k_multilingual/README.md
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Reformat [argilla/databricks-dolly-15k-curated-multilingual](https://huggingface.co/datasets/argilla/databricks-dolly-15k-curated-multilingual) dataset
55 changes: 55 additions & 0 deletions data/datasets/oa_dolly_15k_multilingual/create_dataset.py
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import json
from pathlib import Path

from datasets import Dataset, load_dataset


def build_dataset(data_file: str, include_context: bool = True) -> Dataset:
json_data = [
to_oa_format(json.loads(line), include_context=include_context)
for line in Path(data_file).read_text().splitlines()
]

dataset = Dataset.from_list(json_data)
return dataset


def to_oa_format(data: dict, include_context: bool = True) -> dict:
output_data = {
"INSTRUCTION": data["instruction"],
"RESPONSE": data["response"],
"SOURCE": "databricks-dolly-15k",
"METADATA": {
"CATEGORY": data["category"],
},
}

if include_context:
output_data["METADATA"]["CONTEXT"] = data["context"]

return output_data


def main():
dataset = load_dataset("argilla/databricks-dolly-15k-curated-multilingual")
json_data = []
for lang, data in dataset.items():
for row in data:
json_data.append({
"INSTRUCTION": row["instruction"],
"INSTRUCTION_EN": row["instruction_original_en"],
"RESPONSE_EN": row["response_original_en"],
"RESPONSE": row["response"],
"SOURCE": "databricks-dolly-15k-curated-multilingual",
"METADATA": {
"CATEGORY": row["category"],
"CONTEXT": row["context"],
"LANG": lang
},
})
format_dataset = Dataset.from_list(json_data)
format_dataset.push_to_hub("blancsw/oa_dolly_15k_multilingual")


if __name__ == "__main__":
main()
2 changes: 1 addition & 1 deletion model/README.md
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Expand Up @@ -72,7 +72,7 @@ cd model_training
# export shared modules
export PYTHONPATH=$PYTHONPATH:../../oasst-shared

python trainer_sft.py --configs defaults oa_dataset_only pythia --cache_dir $DATA_PATH --output_dir $MODEL_PATH/sft_model
python trainer_sft.py --configs defaults oasst_only pythia-70m-deduped --cache_dir $DATA_PATH --output_dir $MODEL_PATH/sft_model

# if you want to use wandb, add
--wandb_entity your_username/team_name
Expand Down