Update mistral.py
Browse files- mistral.py +34 -20
mistral.py
CHANGED
|
@@ -1,7 +1,10 @@
|
|
| 1 |
"""
|
| 2 |
-
KTO strategies for
|
| 3 |
"""
|
|
|
|
| 4 |
# pylint: disable=duplicate-code
|
|
|
|
|
|
|
| 5 |
def argilla(
|
| 6 |
cfg,
|
| 7 |
**kwargs,
|
|
@@ -9,16 +12,19 @@ def argilla(
|
|
| 9 |
def transform_fn(sample):
|
| 10 |
if "system" in sample and sample["system"]:
|
| 11 |
sample["prompt"] = (
|
| 12 |
-
f"<s>[SYSTEM_PROMPT]{sample['system']}[/SYSTEM_PROMPT]
|
|
|
|
| 13 |
)
|
| 14 |
else:
|
| 15 |
sample["prompt"] = (
|
| 16 |
-
f"<s>[INST]{sample['instruction']}[/INST]"
|
| 17 |
)
|
| 18 |
-
sample["completion"] = f"{sample['completion']}</s>"
|
| 19 |
return sample
|
|
|
|
| 20 |
return transform_fn
|
| 21 |
|
|
|
|
| 22 |
def argilla_chat(
|
| 23 |
cfg,
|
| 24 |
**kwargs,
|
|
@@ -26,67 +32,75 @@ def argilla_chat(
|
|
| 26 |
"""
|
| 27 |
for argilla/kto-mix-15k conversations
|
| 28 |
"""
|
| 29 |
-
def transform_fn(sample):
|
| 30 |
-
# Assuming sample['completion'] is a list of dicts like [{"role": "user", "content": "..."}]
|
| 31 |
-
# This function is simplified, you might need more complex logic for multi-turn
|
| 32 |
-
user_message = next((msg['content'] for msg in sample['completion'] if msg.get('role') == 'user'), '')
|
| 33 |
-
assistant_response = next((msg['content'] for msg in sample['completion'] if msg.get('role') == 'assistant'), '')
|
| 34 |
|
|
|
|
| 35 |
sample["prompt"] = (
|
| 36 |
-
f"<s>[INST]{
|
| 37 |
)
|
| 38 |
-
sample["completion"] = f"{
|
| 39 |
return sample
|
|
|
|
| 40 |
return transform_fn
|
| 41 |
|
|
|
|
| 42 |
def intel(cfg, **kwargs): # pylint: disable=possibly-unused-variable,unused-argument
|
| 43 |
"""
|
| 44 |
For Intel Orca KTO
|
| 45 |
ex: argilla/distilabel-intel-orca-kto
|
| 46 |
"""
|
|
|
|
| 47 |
def transform_fn(sample):
|
| 48 |
if "system" in sample and sample["system"]:
|
| 49 |
sample["prompt"] = (
|
| 50 |
-
f"<s>[SYSTEM_PROMPT]{sample['system']}[/SYSTEM_PROMPT]
|
|
|
|
| 51 |
)
|
| 52 |
else:
|
| 53 |
sample["prompt"] = (
|
| 54 |
-
f"<s>[INST]{sample['question']}[/INST]"
|
| 55 |
)
|
| 56 |
-
sample["completion"] = f"{sample['completion']}</s>"
|
| 57 |
return sample
|
|
|
|
| 58 |
return transform_fn
|
| 59 |
|
|
|
|
| 60 |
def prompt_pairs(
|
| 61 |
cfg, **kwargs
|
| 62 |
): # pylint: disable=possibly-unused-variable,unused-argument
|
| 63 |
def transform_fn(sample):
|
| 64 |
if "system" in sample and sample["system"]:
|
| 65 |
sample["prompt"] = (
|
| 66 |
-
f"<s>[SYSTEM_PROMPT]{sample['system']}[/SYSTEM_PROMPT]
|
|
|
|
| 67 |
)
|
| 68 |
else:
|
| 69 |
sample["prompt"] = (
|
| 70 |
-
f"<s>[INST]{sample['prompt']}[/INST]"
|
| 71 |
)
|
| 72 |
-
sample["completion"] = f"{sample['completion']}</s>"
|
| 73 |
return sample
|
|
|
|
| 74 |
return transform_fn
|
| 75 |
|
|
|
|
| 76 |
def ultra(cfg, **kwargs): # pylint: disable=possibly-unused-variable,unused-argument
|
| 77 |
"""
|
| 78 |
for ultrafeedback binarized conversations
|
| 79 |
ex: argilla/ultrafeedback-binarized-preferences-cleaned-kto
|
| 80 |
"""
|
|
|
|
| 81 |
def transform_fn(sample):
|
| 82 |
if "system" in sample and sample["system"]:
|
| 83 |
sample["prompt"] = (
|
| 84 |
-
f"<s>[SYSTEM_PROMPT]{sample['system']}[/SYSTEM_PROMPT]
|
|
|
|
| 85 |
)
|
| 86 |
else:
|
| 87 |
sample["prompt"] = (
|
| 88 |
-
f"<s>[INST]{sample['prompt']}[/INST]"
|
| 89 |
)
|
| 90 |
-
sample["completion"] = f"{sample['completion']}</s>"
|
| 91 |
return sample
|
|
|
|
| 92 |
return transform_fn
|
|
|
|
| 1 |
"""
|
| 2 |
+
KTO strategies for mistral chat template
|
| 3 |
"""
|
| 4 |
+
|
| 5 |
# pylint: disable=duplicate-code
|
| 6 |
+
|
| 7 |
+
|
| 8 |
def argilla(
|
| 9 |
cfg,
|
| 10 |
**kwargs,
|
|
|
|
| 12 |
def transform_fn(sample):
|
| 13 |
if "system" in sample and sample["system"]:
|
| 14 |
sample["prompt"] = (
|
| 15 |
+
f"<s>[SYSTEM_PROMPT] {sample['system']}[/SYSTEM_PROMPT]"
|
| 16 |
+
f"[INST] {sample['instruction']}[/INST]"
|
| 17 |
)
|
| 18 |
else:
|
| 19 |
sample["prompt"] = (
|
| 20 |
+
f"<s>[INST] {sample['instruction']}[/INST]"
|
| 21 |
)
|
| 22 |
+
sample["completion"] = f" {sample['completion']}</s>"
|
| 23 |
return sample
|
| 24 |
+
|
| 25 |
return transform_fn
|
| 26 |
|
| 27 |
+
|
| 28 |
def argilla_chat(
|
| 29 |
cfg,
|
| 30 |
**kwargs,
|
|
|
|
| 32 |
"""
|
| 33 |
for argilla/kto-mix-15k conversations
|
| 34 |
"""
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 35 |
|
| 36 |
+
def transform_fn(sample):
|
| 37 |
sample["prompt"] = (
|
| 38 |
+
f"<s>[INST] {sample['completion'][0]['content']}[/INST]"
|
| 39 |
)
|
| 40 |
+
sample["completion"] = f" {sample['completion'][1]['content']}</s>"
|
| 41 |
return sample
|
| 42 |
+
|
| 43 |
return transform_fn
|
| 44 |
|
| 45 |
+
|
| 46 |
def intel(cfg, **kwargs): # pylint: disable=possibly-unused-variable,unused-argument
|
| 47 |
"""
|
| 48 |
For Intel Orca KTO
|
| 49 |
ex: argilla/distilabel-intel-orca-kto
|
| 50 |
"""
|
| 51 |
+
|
| 52 |
def transform_fn(sample):
|
| 53 |
if "system" in sample and sample["system"]:
|
| 54 |
sample["prompt"] = (
|
| 55 |
+
f"<s>[SYSTEM_PROMPT] {sample['system']}[/SYSTEM_PROMPT]"
|
| 56 |
+
f"[INST] {sample['question']}[/INST]"
|
| 57 |
)
|
| 58 |
else:
|
| 59 |
sample["prompt"] = (
|
| 60 |
+
f"<s>[INST] {sample['question']}[/INST]"
|
| 61 |
)
|
| 62 |
+
sample["completion"] = f" {sample['completion']}</s>"
|
| 63 |
return sample
|
| 64 |
+
|
| 65 |
return transform_fn
|
| 66 |
|
| 67 |
+
|
| 68 |
def prompt_pairs(
|
| 69 |
cfg, **kwargs
|
| 70 |
): # pylint: disable=possibly-unused-variable,unused-argument
|
| 71 |
def transform_fn(sample):
|
| 72 |
if "system" in sample and sample["system"]:
|
| 73 |
sample["prompt"] = (
|
| 74 |
+
f"<s>[SYSTEM_PROMPT] {sample['system']}[/SYSTEM_PROMPT]"
|
| 75 |
+
f"[INST] {sample['prompt']}[/INST] "
|
| 76 |
)
|
| 77 |
else:
|
| 78 |
sample["prompt"] = (
|
| 79 |
+
f"<s>[INST] {sample['prompt']}[/INST]"
|
| 80 |
)
|
| 81 |
+
sample["completion"] = f" {sample['completion']}</s>"
|
| 82 |
return sample
|
| 83 |
+
|
| 84 |
return transform_fn
|
| 85 |
|
| 86 |
+
|
| 87 |
def ultra(cfg, **kwargs): # pylint: disable=possibly-unused-variable,unused-argument
|
| 88 |
"""
|
| 89 |
for ultrafeedback binarized conversations
|
| 90 |
ex: argilla/ultrafeedback-binarized-preferences-cleaned-kto
|
| 91 |
"""
|
| 92 |
+
|
| 93 |
def transform_fn(sample):
|
| 94 |
if "system" in sample and sample["system"]:
|
| 95 |
sample["prompt"] = (
|
| 96 |
+
f"<s>[SYSTEM_PROMPT] {sample['system']}[/SYSTEM_PROMPT]"
|
| 97 |
+
f"[INST] {sample['prompt']}[/INST]"
|
| 98 |
)
|
| 99 |
else:
|
| 100 |
sample["prompt"] = (
|
| 101 |
+
f"<s>[INST] {sample['prompt']}[/INST]"
|
| 102 |
)
|
| 103 |
+
sample["completion"] = f" {sample['completion']}</s>"
|
| 104 |
return sample
|
| 105 |
+
|
| 106 |
return transform_fn
|