[misc] update license year & fix llama pro (#6814)

* fix llamapro script

* change year

Former-commit-id: e2dc5b952aa22835d5220ba624f44676138b65ac
This commit is contained in:
hoshi-hiyouga 2025-02-05 01:53:33 +08:00 committed by GitHub
parent 8504bde893
commit 1fee69f874
114 changed files with 244 additions and 196 deletions

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@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

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@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

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@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
@ -19,15 +19,10 @@ from typing import Any, Dict
import fire
import torch
from huggingface_hub import split_torch_state_dict_into_shards
from safetensors.torch import save_file
from tqdm import tqdm
from transformers.modeling_utils import (
SAFE_WEIGHTS_INDEX_NAME,
SAFE_WEIGHTS_NAME,
WEIGHTS_INDEX_NAME,
WEIGHTS_NAME,
shard_checkpoint,
)
from transformers.modeling_utils import SAFE_WEIGHTS_INDEX_NAME, SAFE_WEIGHTS_NAME, WEIGHTS_INDEX_NAME, WEIGHTS_NAME
CONFIG_NAME = "config.json"
@ -40,34 +35,42 @@ def save_weight(input_dir: str, output_dir: str, shard_size: str, save_safetenso
shard_weight = torch.load(os.path.join(input_dir, filepath), map_location="cpu")
baichuan2_state_dict.update(shard_weight)
llama2_state_dict: Dict[str, torch.Tensor] = OrderedDict()
llama_state_dict: Dict[str, torch.Tensor] = OrderedDict()
for key, value in tqdm(baichuan2_state_dict.items(), desc="Convert format"):
if "W_pack" in key:
proj_size = value.size(0) // 3
llama2_state_dict[key.replace("W_pack", "q_proj")] = value[:proj_size, :]
llama2_state_dict[key.replace("W_pack", "k_proj")] = value[proj_size : 2 * proj_size, :]
llama2_state_dict[key.replace("W_pack", "v_proj")] = value[2 * proj_size :, :]
llama_state_dict[key.replace("W_pack", "q_proj")] = value[:proj_size, :]
llama_state_dict[key.replace("W_pack", "k_proj")] = value[proj_size : 2 * proj_size, :]
llama_state_dict[key.replace("W_pack", "v_proj")] = value[2 * proj_size :, :]
elif "lm_head" in key:
llama2_state_dict[key] = torch.nn.functional.normalize(value)
llama_state_dict[key] = torch.nn.functional.normalize(value)
else:
llama2_state_dict[key] = value
llama_state_dict[key] = value
weights_name = SAFE_WEIGHTS_NAME if save_safetensors else WEIGHTS_NAME
shards, index = shard_checkpoint(llama2_state_dict, max_shard_size=shard_size, weights_name=weights_name)
for shard_file, shard in tqdm(shards.items(), desc="Save weights"):
filename_pattern = weights_name.replace(".bin", "{suffix}.bin").replace(".safetensors", "{suffix}.safetensors")
state_dict_split = split_torch_state_dict_into_shards(
llama_state_dict, filename_pattern=filename_pattern, max_shard_size=shard_size
)
for shard_file, tensors in tqdm(state_dict_split.filename_to_tensors.items(), desc="Save weights"):
shard = {tensor: llama_state_dict[tensor].contiguous() for tensor in tensors}
if save_safetensors:
save_file(shard, os.path.join(output_dir, shard_file), metadata={"format": "pt"})
else:
torch.save(shard, os.path.join(output_dir, shard_file))
if index is None:
print(f"Model weights saved in {os.path.join(output_dir, WEIGHTS_NAME)}")
if not state_dict_split.is_sharded:
print(f"Model weights saved in {os.path.join(output_dir, weights_name)}.")
else:
index = {
"metadata": state_dict_split.metadata,
"weight_map": state_dict_split.tensor_to_filename,
}
index_name = SAFE_WEIGHTS_INDEX_NAME if save_safetensors else WEIGHTS_INDEX_NAME
with open(os.path.join(output_dir, index_name), "w", encoding="utf-8") as f:
json.dump(index, f, indent=2, sort_keys=True)
print(f"Model weights saved in {output_dir}")
print(f"Model weights saved in {output_dir}.")
def save_config(input_dir: str, output_dir: str):
@ -81,6 +84,7 @@ def save_config(input_dir: str, output_dir: str):
with open(os.path.join(output_dir, CONFIG_NAME), "w", encoding="utf-8") as f:
json.dump(llama2_config_dict, f, indent=2)
print(f"Model config saved in {os.path.join(output_dir, CONFIG_NAME)}")

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@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
@ -19,16 +19,11 @@ from typing import Any, Dict
import fire
import torch
from huggingface_hub import split_torch_state_dict_into_shards
from safetensors import safe_open
from safetensors.torch import save_file
from tqdm import tqdm
from transformers.modeling_utils import (
SAFE_WEIGHTS_INDEX_NAME,
SAFE_WEIGHTS_NAME,
WEIGHTS_INDEX_NAME,
WEIGHTS_NAME,
shard_checkpoint,
)
from transformers.modeling_utils import SAFE_WEIGHTS_INDEX_NAME, SAFE_WEIGHTS_NAME, WEIGHTS_INDEX_NAME, WEIGHTS_NAME
from transformers.utils import check_min_version
@ -49,60 +44,68 @@ def save_weight(input_dir: str, output_dir: str, shard_size: str, save_safetenso
for key in f.keys():
qwen_state_dict[key] = f.get_tensor(key)
llama2_state_dict: Dict[str, torch.Tensor] = OrderedDict()
llama_state_dict: Dict[str, torch.Tensor] = OrderedDict()
torch_dtype = None
for key, value in tqdm(qwen_state_dict.items(), desc="Convert format"):
if torch_dtype is None:
torch_dtype = value.dtype
if "wte" in key:
llama2_state_dict["model.embed_tokens.weight"] = value
llama_state_dict["model.embed_tokens.weight"] = value
elif "ln_f" in key:
llama2_state_dict["model.norm.weight"] = value
llama_state_dict["model.norm.weight"] = value
else:
key = key.replace("transformer.h", "model.layers")
if "attn.c_attn" in key:
proj_size = value.size(0) // 3
llama2_state_dict[key.replace("attn.c_attn", "self_attn.q_proj")] = value[:proj_size, ...]
llama2_state_dict[key.replace("attn.c_attn", "self_attn.k_proj")] = value[
llama_state_dict[key.replace("attn.c_attn", "self_attn.q_proj")] = value[:proj_size, ...]
llama_state_dict[key.replace("attn.c_attn", "self_attn.k_proj")] = value[
proj_size : 2 * proj_size, ...
]
llama2_state_dict[key.replace("attn.c_attn", "self_attn.v_proj")] = value[2 * proj_size :, ...]
llama_state_dict[key.replace("attn.c_attn", "self_attn.v_proj")] = value[2 * proj_size :, ...]
elif "attn.c_proj" in key:
llama2_state_dict[key.replace("attn.c_proj", "self_attn.o_proj")] = value
llama2_state_dict[key.replace("attn.c_proj.weight", "self_attn.o_proj.bias")] = torch.zeros_like(
llama_state_dict[key.replace("attn.c_proj", "self_attn.o_proj")] = value
llama_state_dict[key.replace("attn.c_proj.weight", "self_attn.o_proj.bias")] = torch.zeros_like(
value[:, 0]
).squeeze()
elif "ln_1" in key:
llama2_state_dict[key.replace("ln_1", "input_layernorm")] = value
llama_state_dict[key.replace("ln_1", "input_layernorm")] = value
elif "ln_2" in key:
llama2_state_dict[key.replace("ln_2", "post_attention_layernorm")] = value
llama_state_dict[key.replace("ln_2", "post_attention_layernorm")] = value
elif "mlp.w1" in key:
llama2_state_dict[key.replace("mlp.w1", "mlp.up_proj")] = value
llama_state_dict[key.replace("mlp.w1", "mlp.up_proj")] = value
elif "mlp.w2" in key:
llama2_state_dict[key.replace("mlp.w2", "mlp.gate_proj")] = value
llama_state_dict[key.replace("mlp.w2", "mlp.gate_proj")] = value
elif "mlp.c_proj" in key:
llama2_state_dict[key.replace("mlp.c_proj", "mlp.down_proj")] = value
llama_state_dict[key.replace("mlp.c_proj", "mlp.down_proj")] = value
elif "lm_head" in key:
llama2_state_dict[key] = value
llama_state_dict[key] = value
else:
raise KeyError(f"Unable to process key {key}")
weights_name = SAFE_WEIGHTS_NAME if save_safetensors else WEIGHTS_NAME
shards, index = shard_checkpoint(llama2_state_dict, max_shard_size=shard_size, weights_name=weights_name)
for shard_file, shard in tqdm(shards.items(), desc="Save weights"):
filename_pattern = weights_name.replace(".bin", "{suffix}.bin").replace(".safetensors", "{suffix}.safetensors")
state_dict_split = split_torch_state_dict_into_shards(
llama_state_dict, filename_pattern=filename_pattern, max_shard_size=shard_size
)
for shard_file, tensors in tqdm(state_dict_split.filename_to_tensors.items(), desc="Save weights"):
shard = {tensor: llama_state_dict[tensor].contiguous() for tensor in tensors}
if save_safetensors:
save_file(shard, os.path.join(output_dir, shard_file), metadata={"format": "pt"})
else:
torch.save(shard, os.path.join(output_dir, shard_file))
if index is None:
print(f"Model weights saved in {os.path.join(output_dir, weights_name)}")
if not state_dict_split.is_sharded:
print(f"Model weights saved in {os.path.join(output_dir, weights_name)}.")
else:
index = {
"metadata": state_dict_split.metadata,
"weight_map": state_dict_split.tensor_to_filename,
}
index_name = SAFE_WEIGHTS_INDEX_NAME if save_safetensors else WEIGHTS_INDEX_NAME
with open(os.path.join(output_dir, index_name), "w", encoding="utf-8") as f:
json.dump(index, f, indent=2, sort_keys=True)
print(f"Model weights saved in {output_dir}")
print(f"Model weights saved in {output_dir}.")
return str(torch_dtype).replace("torch.", "")
@ -134,6 +137,7 @@ def save_config(input_dir: str, output_dir: str, torch_dtype: str):
with open(os.path.join(output_dir, CONFIG_NAME), "w", encoding="utf-8") as f:
json.dump(llama2_config_dict, f, indent=2)
print(f"Model config saved in {os.path.join(output_dir, CONFIG_NAME)}")

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@ -1,4 +1,4 @@
# Copyright 2024 Tencent Inc. and the LlamaFactory team.
# Copyright 2025 Tencent Inc. and the LlamaFactory team.
#
# This code is inspired by the Tencent's LLaMA-Pro library.
# https://github.com/TencentARC/LLaMA-Pro/blob/main/scripts/block_expansion.py
@ -18,20 +18,15 @@
import json
import os
from collections import OrderedDict
from typing import TYPE_CHECKING
from typing import TYPE_CHECKING, Dict
import fire
import torch
from huggingface_hub import split_torch_state_dict_into_shards
from safetensors.torch import save_file
from tqdm import tqdm
from transformers import AutoConfig, AutoModelForCausalLM, AutoTokenizer, PreTrainedModel
from transformers.modeling_utils import (
SAFE_WEIGHTS_INDEX_NAME,
SAFE_WEIGHTS_NAME,
WEIGHTS_INDEX_NAME,
WEIGHTS_NAME,
shard_checkpoint,
)
from transformers.modeling_utils import SAFE_WEIGHTS_INDEX_NAME, SAFE_WEIGHTS_NAME, WEIGHTS_INDEX_NAME, WEIGHTS_NAME
if TYPE_CHECKING:
@ -46,41 +41,36 @@ def block_expansion(
model_name_or_path: str,
output_dir: str,
num_expand: int,
shard_size: str = "2GB",
shard_size: str = "5GB",
save_safetensors: bool = True,
):
r"""
Performs block expansion for LLaMA, Mistral, Qwen1.5 or Yi models.
Performs block expansion for LLaMA, Mistral, Qwen2 or Yi models.
Usage: python llama_pro.py --model_name_or_path meta-llama/Llama-2-7b-hf --output_dir llama2_pro --num_expand 8
"""
config: "PretrainedConfig" = AutoConfig.from_pretrained(model_name_or_path)
config: "PretrainedConfig" = AutoConfig.from_pretrained(model_name_or_path, trust_remote_code=True)
num_layers = getattr(config, "num_hidden_layers")
setattr(config, "num_hidden_layers", num_layers + num_expand)
config.save_pretrained(output_dir)
tokenizer = AutoTokenizer.from_pretrained(model_name_or_path)
tokenizer.save_pretrained(output_dir)
config = AutoConfig.from_pretrained(model_name_or_path) # load the original one
if save_safetensors:
setattr(config, "tie_word_embeddings", False) # safetensors does not allow shared weights
model = AutoModelForCausalLM.from_pretrained(
model_name_or_path,
config=config,
torch_dtype="auto",
trust_remote_code=True,
low_cpu_mem_usage=True,
)
assert isinstance(model, PreTrainedModel) # type hint
state_dict = model.state_dict()
if num_layers % num_expand != 0:
raise ValueError(f"`num_layers` {num_layers} should be divisible by `num_expand` {num_expand}.")
setattr(config, "num_hidden_layers", num_layers + num_expand)
config.save_pretrained(output_dir)
tokenizer = AutoTokenizer.from_pretrained(model_name_or_path, trust_remote_code=True)
tokenizer.save_pretrained(output_dir)
print(f"Expanding model of {num_layers} layers to {num_layers + num_expand} layers.")
model = AutoModelForCausalLM.from_pretrained(
model_name_or_path, torch_dtype="auto", device_map="cpu", trust_remote_code=True, low_cpu_mem_usage=True
)
assert isinstance(model, PreTrainedModel) # type hint
if save_safetensors and getattr(model.config, "tie_word_embeddings", False):
del model.lm_head # safetensors does not allow shared weights
split = num_layers // num_expand
layer_cnt = 0
output_state_dict = OrderedDict()
state_dict = model.state_dict()
output_state_dict: Dict[str, "torch.Tensor"] = OrderedDict()
for i in range(num_layers):
for key, value in state_dict.items():
if f".{i:d}." in key:
@ -104,17 +94,24 @@ def block_expansion(
output_state_dict[key] = value
weights_name = SAFE_WEIGHTS_NAME if save_safetensors else WEIGHTS_NAME
shards, index = shard_checkpoint(output_state_dict, max_shard_size=shard_size, weights_name=weights_name)
for shard_file, shard in tqdm(shards.items(), desc="Save weights"):
filename_pattern = weights_name.replace(".bin", "{suffix}.bin").replace(".safetensors", "{suffix}.safetensors")
state_dict_split = split_torch_state_dict_into_shards(
output_state_dict, filename_pattern=filename_pattern, max_shard_size=shard_size
)
for shard_file, tensors in tqdm(state_dict_split.filename_to_tensors.items(), desc="Save weights"):
shard = {tensor: output_state_dict[tensor].contiguous() for tensor in tensors}
if save_safetensors:
save_file(shard, os.path.join(output_dir, shard_file), metadata={"format": "pt"})
else:
torch.save(shard, os.path.join(output_dir, shard_file))
if index is None:
if not state_dict_split.is_sharded:
print(f"Model weights saved in {os.path.join(output_dir, weights_name)}.")
else:
index = {
"metadata": state_dict_split.metadata,
"weight_map": state_dict_split.tensor_to_filename,
}
index_name = SAFE_WEIGHTS_INDEX_NAME if save_safetensors else WEIGHTS_INDEX_NAME
with open(os.path.join(output_dir, index_name), "w", encoding="utf-8") as f:
json.dump(index, f, indent=2, sort_keys=True)

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@ -1,4 +1,4 @@
# Copyright 2024 HuggingFace Inc. and the LlamaFactory team.
# Copyright 2025 HuggingFace Inc. and the LlamaFactory team.
#
# This code is based on the HuggingFace's PEFT library.
# https://github.com/huggingface/peft/blob/v0.10.0/examples/loftq_finetuning/quantize_save_load.py

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@ -1,4 +1,4 @@
# Copyright 2024 HuggingFace Inc. and the LlamaFactory team.
# Copyright 2025 HuggingFace Inc. and the LlamaFactory team.
#
# This code is based on the HuggingFace's PEFT library.
# https://github.com/huggingface/peft/blob/v0.11.0/examples/pissa_finetuning/preprocess.py

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@ -1,4 +1,4 @@
# Copyright 2024 Microsoft Corporation and the LlamaFactory team.
# Copyright 2025 Microsoft Corporation and the LlamaFactory team.
#
# This code is inspired by the Microsoft's DeepSpeed library.
# https://www.deepspeed.ai/tutorials/flops-profiler/

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@ -1,4 +1,4 @@
# Copyright 2024 imoneoi and the LlamaFactory team.
# Copyright 2025 imoneoi and the LlamaFactory team.
#
# This code is inspired by the imoneoi's OpenChat library.
# https://github.com/imoneoi/openchat/blob/3.6.0/ochat/training_deepspeed/train.py

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@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

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@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

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@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

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@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

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@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

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@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

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@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

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@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

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@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

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@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

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@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

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@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

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@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

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@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

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@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

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@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

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@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

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@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

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@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

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@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

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@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

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@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

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@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

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@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

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@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

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@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

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@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

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@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

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@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
@ -642,7 +642,7 @@ _register_template(
_register_template(
name="empty",
efficient_eos=True,
format_assistant=StringFormatter(slots=["{{content}}"]),
)

View File

@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

View File

@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# This code is inspired by the Dan's test library.
# https://github.com/hendrycks/test/blob/master/evaluate_flan.py

View File

@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

View File

@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

View File

@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

View File

@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

View File

@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

View File

@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

View File

@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

View File

@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

View File

@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

View File

@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

View File

@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

View File

@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

View File

@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

View File

@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

View File

@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

View File

@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

View File

@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

View File

@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

View File

@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

View File

@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

View File

@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

View File

@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

View File

@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

View File

@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

View File

@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

View File

@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

View File

@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

View File

@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

View File

@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

View File

@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

View File

@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

View File

@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

View File

@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

View File

@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

View File

@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

View File

@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

View File

@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

View File

@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

View File

@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

View File

@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

View File

@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

View File

@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

View File

@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

View File

@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

View File

@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

View File

@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

View File

@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

View File

@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

View File

@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

View File

@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

View File

@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

View File

@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

View File

@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

View File

@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

View File

@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

View File

@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

View File

@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

View File

@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

View File

@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

View File

@ -1,4 +1,4 @@
# Copyright 2024 the LlamaFactory team.
# Copyright 2025 the LlamaFactory team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.

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