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LLaMA-Factory-310P3
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This commit is contained in:
hiyouga 2024-02-07 01:10:04 +08:00
parent aacc823b0f
commit 88a1bc9773
9 changed files with 928 additions and 199 deletions
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2
pyproject.toml
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@ -14,7 +14,7 @@ indent-width = 4
ignore = ["C408", "C901", "E501", "E731", "E741", "W605"]
select = ["C", "E", "F", "I", "W"]
[tool.ruff.isort]
[tool.ruff.lint.isort]
lines-after-imports = 2
known-first-party = ["llmtuner"]

3
src/llmtuner/data/formatter.py
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@ -75,8 +75,7 @@ class Formatter(ABC):
tool_format: Literal["default"] = "default"
@abstractmethod
def apply(self, **kwargs) -> SLOTS:
...
def apply(self, **kwargs) -> SLOTS: ...
def extract(self, content: str) -> Union[str, Tuple[str, str]]:
raise NotImplementedError

119
src/llmtuner/extras/constants.py
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@ -11,7 +11,14 @@ DEFAULT_MODULE = defaultdict(str)
DEFAULT_TEMPLATE = defaultdict(str)
FILEEXT2TYPE = {"arrow": "arrow", "csv": "csv", "json": "json", "jsonl": "json", "parquet": "parquet", "txt": "text"}
FILEEXT2TYPE = {
"arrow": "arrow",
"csv": "csv",
"json": "json",
"jsonl": "json",
"parquet": "parquet",
"txt": "text",
}
IGNORE_INDEX = -100
@ -46,7 +53,9 @@ class DownloadSource(str, Enum):
def register_model_group(
models: Dict[str, Dict[DownloadSource, str]], module: Optional[str] = None, template: Optional[str] = None
models: Dict[str, Dict[DownloadSource, str]],
module: Optional[str] = None,
template: Optional[str] = None,
) -> None:
prefix = None
for name, path in models.items():
@ -235,8 +244,12 @@ register_model_group(
DownloadSource.DEFAULT: "deepseek-ai/deepseek-llm-67b-chat",
DownloadSource.MODELSCOPE: "deepseek-ai/deepseek-llm-67b-chat",
},
"DeepSeek-Math-7B-Base": {DownloadSource.DEFAULT: "deepseek-ai/deepseek-math-7b-base"},
"DeepSeek-Math-7B-Chat": {DownloadSource.DEFAULT: "deepseek-ai/deepseek-math-7b-instruct"},
"DeepSeek-Math-7B-Base": {
DownloadSource.DEFAULT: "deepseek-ai/deepseek-math-7b-base",
},
"DeepSeek-Math-7B-Chat": {
DownloadSource.DEFAULT: "deepseek-ai/deepseek-math-7b-instruct",
},
"DeepSeek-MoE-16B-Base": {
DownloadSource.DEFAULT: "deepseek-ai/deepseek-moe-16b-base",
DownloadSource.MODELSCOPE: "deepseek-ai/deepseek-moe-16b-base",
@ -256,7 +269,9 @@ register_model_group(
DownloadSource.DEFAULT: "deepseek-ai/deepseek-coder-6.7b-base",
DownloadSource.MODELSCOPE: "deepseek-ai/deepseek-coder-6.7b-base",
},
"DeepSeekCoder-7B-Base": {DownloadSource.DEFAULT: "deepseek-ai/deepseek-coder-7b-base-v1.5"},
"DeepSeekCoder-7B-Base": {
DownloadSource.DEFAULT: "deepseek-ai/deepseek-coder-7b-base-v1.5",
},
"DeepSeekCoder-33B-Base": {
DownloadSource.DEFAULT: "deepseek-ai/deepseek-coder-33b-base",
DownloadSource.MODELSCOPE: "deepseek-ai/deepseek-coder-33b-base",
@ -265,7 +280,9 @@ register_model_group(
DownloadSource.DEFAULT: "deepseek-ai/deepseek-coder-6.7b-instruct",
DownloadSource.MODELSCOPE: "deepseek-ai/deepseek-coder-6.7b-instruct",
},
"DeepSeekCoder-7B-Chat": {DownloadSource.DEFAULT: "deepseek-ai/deepseek-coder-7b-instruct-v1.5"},
"DeepSeekCoder-7B-Chat": {
DownloadSource.DEFAULT: "deepseek-ai/deepseek-coder-7b-instruct-v1.5",
},
"DeepSeekCoder-33B-Chat": {
DownloadSource.DEFAULT: "deepseek-ai/deepseek-coder-33b-instruct",
DownloadSource.MODELSCOPE: "deepseek-ai/deepseek-coder-33b-instruct",
@ -367,7 +384,10 @@ register_model_group(
register_model_group(
models={
"LLaMA-7B": {DownloadSource.DEFAULT: "huggyllama/llama-7b", DownloadSource.MODELSCOPE: "skyline2006/llama-7b"},
"LLaMA-7B": {
DownloadSource.DEFAULT: "huggyllama/llama-7b",
DownloadSource.MODELSCOPE: "skyline2006/llama-7b",
},
"LLaMA-13B": {
DownloadSource.DEFAULT: "huggyllama/llama-13b",
DownloadSource.MODELSCOPE: "skyline2006/llama-13b",
@ -489,18 +509,36 @@ register_model_group(
register_model_group(
models={
"Phi-1.5-1.3B": {DownloadSource.DEFAULT: "microsoft/phi-1_5", DownloadSource.MODELSCOPE: "allspace/PHI_1-5"},
"Phi-2-2.7B": {DownloadSource.DEFAULT: "microsoft/phi-2", DownloadSource.MODELSCOPE: "AI-ModelScope/phi-2"},
"Phi-1.5-1.3B": {
DownloadSource.DEFAULT: "microsoft/phi-1_5",
DownloadSource.MODELSCOPE: "allspace/PHI_1-5",
},
"Phi-2-2.7B": {
DownloadSource.DEFAULT: "microsoft/phi-2",
DownloadSource.MODELSCOPE: "AI-ModelScope/phi-2",
},
}
)
register_model_group(
models={
"Qwen-1.8B": {DownloadSource.DEFAULT: "Qwen/Qwen-1_8B", DownloadSource.MODELSCOPE: "qwen/Qwen-1_8B"},
"Qwen-7B": {DownloadSource.DEFAULT: "Qwen/Qwen-7B", DownloadSource.MODELSCOPE: "qwen/Qwen-7B"},
"Qwen-14B": {DownloadSource.DEFAULT: "Qwen/Qwen-14B", DownloadSource.MODELSCOPE: "qwen/Qwen-14B"},
"Qwen-72B": {DownloadSource.DEFAULT: "Qwen/Qwen-72B", DownloadSource.MODELSCOPE: "qwen/Qwen-72B"},
"Qwen-1.8B": {
DownloadSource.DEFAULT: "Qwen/Qwen-1_8B",
DownloadSource.MODELSCOPE: "qwen/Qwen-1_8B",
},
"Qwen-7B": {
DownloadSource.DEFAULT: "Qwen/Qwen-7B",
DownloadSource.MODELSCOPE: "qwen/Qwen-7B",
},
"Qwen-14B": {
DownloadSource.DEFAULT: "Qwen/Qwen-14B",
DownloadSource.MODELSCOPE: "qwen/Qwen-14B",
},
"Qwen-72B": {
DownloadSource.DEFAULT: "Qwen/Qwen-72B",
DownloadSource.MODELSCOPE: "qwen/Qwen-72B",
},
"Qwen-1.8B-Chat": {
DownloadSource.DEFAULT: "Qwen/Qwen-1_8B-Chat",
DownloadSource.MODELSCOPE: "qwen/Qwen-1_8B-Chat",
@ -657,7 +695,9 @@ register_model_group(
register_model_group(
models={
"SOLAR-10.7B": {DownloadSource.DEFAULT: "upstage/SOLAR-10.7B-v1.0"},
"SOLAR-10.7B": {
DownloadSource.DEFAULT: "upstage/SOLAR-10.7B-v1.0",
},
"SOLAR-10.7B-Chat": {
DownloadSource.DEFAULT: "upstage/SOLAR-10.7B-Instruct-v1.0",
DownloadSource.MODELSCOPE: "AI-ModelScope/SOLAR-10.7B-Instruct-v1.0",
@ -694,10 +734,18 @@ register_model_group(
register_model_group(
models={
"XuanYuan-70B": {DownloadSource.DEFAULT: "Duxiaoman-DI/XuanYuan-70B"},
"XuanYuan-70B-Chat": {DownloadSource.DEFAULT: "Duxiaoman-DI/XuanYuan-70B-Chat"},
"XuanYuan-70B-int8-Chat": {DownloadSource.DEFAULT: "Duxiaoman-DI/XuanYuan-70B-Chat-8bit"},
"XuanYuan-70B-int4-Chat": {DownloadSource.DEFAULT: "Duxiaoman-DI/XuanYuan-70B-Chat-4bit"},
"XuanYuan-70B": {
DownloadSource.DEFAULT: "Duxiaoman-DI/XuanYuan-70B",
},
"XuanYuan-70B-Chat": {
DownloadSource.DEFAULT: "Duxiaoman-DI/XuanYuan-70B-Chat",
},
"XuanYuan-70B-int8-Chat": {
DownloadSource.DEFAULT: "Duxiaoman-DI/XuanYuan-70B-Chat-8bit",
},
"XuanYuan-70B-int4-Chat": {
DownloadSource.DEFAULT: "Duxiaoman-DI/XuanYuan-70B-Chat-4bit",
},
},
template="xuanyuan",
)
@ -705,9 +753,18 @@ register_model_group(
register_model_group(
models={
"XVERSE-7B": {DownloadSource.DEFAULT: "xverse/XVERSE-7B", DownloadSource.MODELSCOPE: "xverse/XVERSE-7B"},
"XVERSE-13B": {DownloadSource.DEFAULT: "xverse/XVERSE-13B", DownloadSource.MODELSCOPE: "xverse/XVERSE-13B"},
"XVERSE-65B": {DownloadSource.DEFAULT: "xverse/XVERSE-65B", DownloadSource.MODELSCOPE: "xverse/XVERSE-65B"},
"XVERSE-7B": {
DownloadSource.DEFAULT: "xverse/XVERSE-7B",
DownloadSource.MODELSCOPE: "xverse/XVERSE-7B",
},
"XVERSE-13B": {
DownloadSource.DEFAULT: "xverse/XVERSE-13B",
DownloadSource.MODELSCOPE: "xverse/XVERSE-13B",
},
"XVERSE-65B": {
DownloadSource.DEFAULT: "xverse/XVERSE-65B",
DownloadSource.MODELSCOPE: "xverse/XVERSE-65B",
},
"XVERSE-65B-2": {
DownloadSource.DEFAULT: "xverse/XVERSE-65B-2",
DownloadSource.MODELSCOPE: "xverse/XVERSE-65B-2",
@ -746,10 +803,22 @@ register_model_group(
register_model_group(
models={
"Yi-6B": {DownloadSource.DEFAULT: "01-ai/Yi-6B", DownloadSource.MODELSCOPE: "01ai/Yi-6B"},
"Yi-34B": {DownloadSource.DEFAULT: "01-ai/Yi-34B", DownloadSource.MODELSCOPE: "01ai/Yi-34B"},
"Yi-6B-Chat": {DownloadSource.DEFAULT: "01-ai/Yi-6B-Chat", DownloadSource.MODELSCOPE: "01ai/Yi-6B-Chat"},
"Yi-34B-Chat": {DownloadSource.DEFAULT: "01-ai/Yi-34B-Chat", DownloadSource.MODELSCOPE: "01ai/Yi-34B-Chat"},
"Yi-6B": {
DownloadSource.DEFAULT: "01-ai/Yi-6B",
DownloadSource.MODELSCOPE: "01ai/Yi-6B",
},
"Yi-34B": {
DownloadSource.DEFAULT: "01-ai/Yi-34B",
DownloadSource.MODELSCOPE: "01ai/Yi-34B",
},
"Yi-6B-Chat": {
DownloadSource.DEFAULT: "01-ai/Yi-6B-Chat",
DownloadSource.MODELSCOPE: "01ai/Yi-6B-Chat",
},
"Yi-34B-Chat": {
DownloadSource.DEFAULT: "01-ai/Yi-34B-Chat",
DownloadSource.MODELSCOPE: "01ai/Yi-34B-Chat",
},
"Yi-6B-int8-Chat": {
DownloadSource.DEFAULT: "01-ai/Yi-6B-Chat-8bits",
DownloadSource.MODELSCOPE: "01ai/Yi-6B-Chat-8bits",

1
src/llmtuner/hparams/data_args.py
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@ -7,6 +7,7 @@ class DataArguments:
r"""
Arguments pertaining to what data we are going to input our model for training and evaluation.
"""
template: Optional[str] = field(
default=None, metadata={"help": "Which template to use for constructing prompts in training and inference."}
)

1
src/llmtuner/hparams/evaluation_args.py
View File

@ -10,6 +10,7 @@ class EvaluationArguments:
r"""
Arguments pertaining to specify the evaluation parameters.
"""
task: str = field(metadata={"help": "Name of the evaluation task."})
task_dir: Optional[str] = field(
default="evaluation", metadata={"help": "Path to the folder containing the evaluation datasets."}

4
src/llmtuner/hparams/finetuning_args.py
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@ -8,6 +8,7 @@ class FreezeArguments:
r"""
Arguments pertaining to the freeze (partial-parameter) training.
"""
name_module_trainable: Optional[str] = field(
default="mlp",
metadata={
@ -31,6 +32,7 @@ class LoraArguments:
r"""
Arguments pertaining to the LoRA training.
"""
additional_target: Optional[str] = field(
default=None,
metadata={
@ -67,6 +69,7 @@ class RLHFArguments:
r"""
Arguments pertaining to the PPO and DPO training.
"""
dpo_beta: Optional[float] = field(default=0.1, metadata={"help": "The beta parameter for the DPO loss."})
dpo_loss: Optional[Literal["sigmoid", "hinge", "ipo", "kto"]] = field(
default="sigmoid", metadata={"help": "The type of DPO loss to use."}
@ -122,6 +125,7 @@ class FinetuningArguments(FreezeArguments, LoraArguments, RLHFArguments):
r"""
Arguments pertaining to which techniques we are going to fine-tuning with.
"""
stage: Optional[Literal["pt", "sft", "rm", "ppo", "dpo"]] = field(
default="sft", metadata={"help": "Which stage will be performed in training."}
)

1
src/llmtuner/hparams/generating_args.py
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@ -7,6 +7,7 @@ class GeneratingArguments:
r"""
Arguments pertaining to specify the decoding parameters.
"""
do_sample: Optional[bool] = field(
default=True, metadata={"help": "Whether or not to use sampling, use greedy decoding otherwise."}
)

1
src/llmtuner/hparams/model_args.py
View File

@ -7,6 +7,7 @@ class ModelArguments:
r"""
Arguments pertaining to which model/config/tokenizer we are going to fine-tune.
"""
model_name_or_path: str = field(
metadata={"help": "Path to the model weight or identifier from huggingface.co/models or modelscope.cn/models."}
)

995
src/llmtuner/webui/locales.py
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