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"""
KTO strategies for llama-3 chat template
"""
# pylint: disable=duplicate-code
def argilla(
cfg,
**kwargs,
): # pylint: disable=possibly-unused-variable,unused-argument
def transform_fn(sample):
if "system" in sample and sample["system"]:
sample["prompt"] = (
f"<|start_header_id|>system<|end_header_id|>\n\n{sample['system']}<|eot_id|>"
f"<|start_header_id|>user<|end_header_id|>\n\n{sample['instruction']}<|eot_id|><|start_header_id|>assistant<|end_header_id|>\n\n"
)
else:
sample[
"prompt"
] = f"<|start_header_id|>user<|end_header_id|>\n\n{sample['instruction']}<|eot_id|><|start_header_id|>assistant<|end_header_id|>\n\n"
sample["completion"] = f"{sample['completion']}<|eot_id|>"
return sample
return transform_fn
def argilla_chat(
cfg,
**kwargs,
): # pylint: disable=possibly-unused-variable,unused-argument
"""
for argilla/kto-mix-15k conversations
"""
def transform_fn(sample):
sample[
"prompt"
] = f"<|start_header_id|>user<|end_header_id|>\n\n{sample['completion'][0]['content']}<|eot_id|><|start_header_id|>assistant<|end_header_id|>\n\n"
sample["completion"] = f"{sample['completion'][1]['content']}<|eot_id|>"
return sample
return transform_fn
def intel(cfg, **kwargs): # pylint: disable=possibly-unused-variable,unused-argument
"""
For Intel Orca KTO
ex: argilla/distilabel-intel-orca-kto
"""
def transform_fn(sample):
if "system" in sample and sample["system"]:
sample["prompt"] = (
f"<|start_header_id|>system<|end_header_id|>\n\n{sample['system']}<|eot_id|>"
f"<|start_header_id|>user<|end_header_id|>\n\n{sample['question']}<|eot_id|><|start_header_id|>assistant<|end_header_id|>\n\n"
)
else:
sample[
"prompt"
] = f"<|start_header_id|>user<|end_header_id|>\n\n{sample['question']}<|eot_id|><|start_header_id|>assistant<|end_header_id|>\n\n"
sample["completion"] = f"{sample['completion']}<|eot_id|>"
return sample
return transform_fn
def prompt_pairs(
cfg, **kwargs
): # pylint: disable=possibly-unused-variable,unused-argument
def transform_fn(sample):
if "system" in sample and sample["system"]:
sample["prompt"] = (
f"<|start_header_id|>system<|end_header_id|>\n\n{sample['system']}<|eot_id|>"
f"<|start_header_id|>user<|end_header_id|>\n\n{sample['prompt']}<|eot_id|><|start_header_id|>assistant<|end_header_id|>\n\n"
)
else:
sample[
"prompt"
] = f"<|start_header_id|>user<|end_header_id|>\n\n{sample['prompt']}<|eot_id|><|start_header_id|>assistant<|end_header_id|>\n\n"
sample["completion"] = f"{sample['completion']}<|eot_id|>"
return sample
return transform_fn
def ultra(cfg, **kwargs): # pylint: disable=possibly-unused-variable,unused-argument
"""
for ultrafeedback binarized conversations
ex: argilla/ultrafeedback-binarized-preferences-cleaned-kto
"""
def transform_fn(sample):
if "system" in sample and sample["system"]:
sample["prompt"] = (
f"<|start_header_id|>system<|end_header_id|>\n\n{sample['system']}<|eot_id|>"
f"<|start_header_id|>user<|end_header_id|>\n\n{sample['prompt']}<|eot_id|><|start_header_id|>assistant<|end_header_id|>\n\n"
)
else:
sample[
"prompt"
] = f"<|start_header_id|>user<|end_header_id|>\n\n{sample['prompt']}<|eot_id|><|start_header_id|>assistant<|end_header_id|>\n\n"
sample["completion"] = f"{sample['completion']}<|eot_id|>"
return sample
return transform_fn
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