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.gitattributes CHANGED
@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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  *.zip filter=lfs diff=lfs merge=lfs -text
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+ tokenizer.json filter=lfs diff=lfs merge=lfs -text
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+ {
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+ }
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+ {% for message in messages %}{% if loop.first and messages[0]['role'] != 'system' %}{{ '<|im_start|>system
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+ You are a helpful assistant.<|im_end|>
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+ ' }}{% endif %}{{'<|im_start|>' + message['role'] + '
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+ ' + message['content'] + '<|im_end|>' + '
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+ '}}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant
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+ ' }}{% endif %}
config.json ADDED
@@ -0,0 +1,66 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ {
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+ "architectures": [
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+ "Qwen2ForCausalLM"
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+ ],
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+ "attention_dropout": 0.0,
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+ "auto_map": {
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+ "AutoConfig": "configuration_qwen2.Qwen2Config",
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+ "AutoModelForCausalLM": "modeling_qwen2.Qwen2ForCausalLM"
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+ },
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+ "beacon_attend_prev": true,
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+ "beacon_attn": "full-coverage",
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+ "beacon_embed_init": "eos",
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+ "beacon_parallel_window": 1,
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+ "beacon_param": [
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+ "q",
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+ "k",
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+ "v"
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+ ],
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+ "beacon_pos": "interleave",
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+ "beacon_ratio": [
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+ 4
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+ ],
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+ "beacon_ratio_mix": "adapt-1024",
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+ "beacon_sink_size": 0,
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+ "beacon_stride": 2048,
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+ "beacon_window": 2048,
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+ "bos_token_id": 151643,
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+ "eos_token_id": 151645,
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+ "hidden_act": "silu",
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+ "hidden_size": 3584,
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+ "initializer_range": 0.02,
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+ "intermediate_size": 18944,
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+ "max_position_embeddings": 32768,
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+ "max_window_layers": 28,
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+ "model_type": "qwen2",
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+ "num_attention_heads": 28,
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+ "num_hidden_layers": 28,
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+ "num_key_value_heads": 4,
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+ "rms_norm_eps": 1e-06,
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+ "rope_scaling": null,
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+ "rope_theta": 1000000.0,
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+ "sliding_window": 131072,
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+ "tie_word_embeddings": false,
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+ "torch_dtype": "bfloat16",
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+ "transformers_version": "4.53.0",
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+ "use_cache": true,
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+ "use_sliding_window": false,
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+ "vocab_size": 152064,
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+ "lychee_memory_window": 2048,
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+ "lychee_memory_stride": 2048,
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+ "lychee_memory_attn": "full-coverage",
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+ "lychee_memory_ratio": [
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+ 4
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+ ],
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+ "lychee_memory_ratio_mix": "adapt-1024",
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+ "lychee_memory_param": [
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+ "q",
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+ "k",
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+ "v"
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+ ],
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+ "lychee_memory_embed_init": "eos",
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+ "lychee_memory_sink_size": 0,
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+ "lychee_memory_attend_prev": true,
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+ "lychee_memory_pos": "interleave",
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+ "lychee_memory_parallel_window": 1
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+ }
configuration_qwen2.py ADDED
@@ -0,0 +1,169 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ # coding=utf-8
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+ # Copyright 2024 The Qwen team, Alibaba Group and the HuggingFace Inc. team. All rights reserved.
3
+ #
4
+ # Licensed under the Apache License, Version 2.0 (the "License");
5
+ # you may not use this file except in compliance with the License.
6
+ # You may obtain a copy of the License at
7
+ #
8
+ # http://www.apache.org/licenses/LICENSE-2.0
9
+ #
10
+ # Unless required by applicable law or agreed to in writing, software
11
+ # distributed under the License is distributed on an "AS IS" BASIS,
12
+ # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
13
+ # See the License for the specific language governing permissions and
14
+ # limitations under the License.
15
+ """ Qwen2 model configuration"""
16
+
17
+ from transformers.configuration_utils import PretrainedConfig
18
+ from transformers.utils import logging
19
+
20
+
21
+ logger = logging.get_logger(__name__)
22
+
23
+ QWEN2_PRETRAINED_CONFIG_ARCHIVE_MAP = {
24
+ "Qwen/Qwen2-7B-beta": "https://huggingface.co/Qwen/Qwen2-7B-beta/resolve/main/config.json",
25
+ }
26
+
27
+
28
+ class Qwen2Config(PretrainedConfig):
29
+ r"""
30
+ This is the configuration class to store the configuration of a [`Qwen2Model`]. It is used to instantiate a
31
+ Qwen2 model according to the specified arguments, defining the model architecture. Instantiating a configuration
32
+ with the defaults will yield a similar configuration to that of
33
+ Qwen2-7B-beta [Qwen/Qwen2-7B-beta](https://huggingface.co/Qwen/Qwen2-7B-beta).
34
+
35
+ Configuration objects inherit from [`PretrainedConfig`] and can be used to control the model outputs. Read the
36
+ documentation from [`PretrainedConfig`] for more information.
37
+
38
+
39
+ Args:
40
+ vocab_size (`int`, *optional*, defaults to 151936):
41
+ Vocabulary size of the Qwen2 model. Defines the number of different tokens that can be represented by the
42
+ `inputs_ids` passed when calling [`Qwen2Model`]
43
+ hidden_size (`int`, *optional*, defaults to 4096):
44
+ Dimension of the hidden representations.
45
+ intermediate_size (`int`, *optional*, defaults to 22016):
46
+ Dimension of the MLP representations.
47
+ num_hidden_layers (`int`, *optional*, defaults to 32):
48
+ Number of hidden layers in the Transformer encoder.
49
+ num_attention_heads (`int`, *optional*, defaults to 32):
50
+ Number of attention heads for each attention layer in the Transformer encoder.
51
+ num_key_value_heads (`int`, *optional*, defaults to 32):
52
+ This is the number of key_value heads that should be used to implement Grouped Query Attention. If
53
+ `num_key_value_heads=num_attention_heads`, the model will use Multi Head Attention (MHA), if
54
+ `num_key_value_heads=1 the model will use Multi Query Attention (MQA) otherwise GQA is used. When
55
+ converting a multi-head checkpoint to a GQA checkpoint, each group key and value head should be constructed
56
+ by meanpooling all the original heads within that group. For more details checkout [this
57
+ paper](https://arxiv.org/pdf/2305.13245.pdf). If it is not specified, will default to `32`.
58
+ hidden_act (`str` or `function`, *optional*, defaults to `"silu"`):
59
+ The non-linear activation function (function or string) in the decoder.
60
+ max_position_embeddings (`int`, *optional*, defaults to 32768):
61
+ The maximum sequence length that this model might ever be used with.
62
+ initializer_range (`float`, *optional*, defaults to 0.02):
63
+ The standard deviation of the truncated_normal_initializer for initializing all weight matrices.
64
+ rms_norm_eps (`float`, *optional*, defaults to 1e-06):
65
+ The epsilon used by the rms normalization layers.
66
+ use_cache (`bool`, *optional*, defaults to `True`):
67
+ Whether or not the model should return the last key/values attentions (not used by all models). Only
68
+ relevant if `config.is_decoder=True`.
69
+ tie_word_embeddings (`bool`, *optional*, defaults to `False`):
70
+ Whether the model's input and output word embeddings should be tied.
71
+ rope_theta (`float`, *optional*, defaults to 10000.0):
72
+ The base period of the RoPE embeddings.
73
+ use_sliding_window (`bool`, *optional*, defaults to `False`):
74
+ Whether to use sliding window attention.
75
+ sliding_window (`int`, *optional*, defaults to 4096):
76
+ Sliding window attention (SWA) window size. If not specified, will default to `4096`.
77
+ max_window_layers (`int`, *optional*, defaults to 28):
78
+ The number of layers that use SWA (Sliding Window Attention). The bottom layers use SWA while the top use full attention.
79
+ attention_dropout (`float`, *optional*, defaults to 0.0):
80
+ The dropout ratio for the attention probabilities.
81
+
82
+ ```python
83
+ >>> from transformers import Qwen2Model, Qwen2Config
84
+
85
+ >>> # Initializing a Qwen2 style configuration
86
+ >>> configuration = Qwen2Config()
87
+
88
+ >>> # Initializing a model from the Qwen2-7B style configuration
89
+ >>> model = Qwen2Model(configuration)
90
+
91
+ >>> # Accessing the model configuration
92
+ >>> configuration = model.config
93
+ ```"""
94
+
95
+ model_type = "qwen2"
96
+ keys_to_ignore_at_inference = ["past_key_values"]
97
+
98
+ def __init__(
99
+ self,
100
+ vocab_size=151936,
101
+ hidden_size=4096,
102
+ intermediate_size=22016,
103
+ num_hidden_layers=32,
104
+ num_attention_heads=32,
105
+ num_key_value_heads=32,
106
+ hidden_act="silu",
107
+ max_position_embeddings=32768,
108
+ initializer_range=0.02,
109
+ rms_norm_eps=1e-6,
110
+ use_cache=True,
111
+ tie_word_embeddings=False,
112
+ rope_theta=10000.0,
113
+ use_sliding_window=False,
114
+ sliding_window=4096,
115
+ rope_scaling=None,
116
+ max_window_layers=28,
117
+ attention_dropout=0.0,
118
+ beacon_window=1024,
119
+ beacon_stride=1024,
120
+ beacon_attn="full-coverage",
121
+ beacon_ratio=[2,4,8,16,32],
122
+ beacon_ratio_mix="step-random",
123
+ beacon_param=[],
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+ beacon_embed_init="eos",
125
+ beacon_sink_size=0,
126
+ beacon_attend_prev=True,
127
+ beacon_pos="interleave",
128
+ beacon_parallel_window=1,
129
+ **kwargs,
130
+ ):
131
+ self.vocab_size = vocab_size
132
+ self.max_position_embeddings = max_position_embeddings
133
+ self.hidden_size = hidden_size
134
+ self.intermediate_size = intermediate_size
135
+ self.num_hidden_layers = num_hidden_layers
136
+ self.num_attention_heads = num_attention_heads
137
+ self.use_sliding_window = use_sliding_window
138
+ self.sliding_window = sliding_window
139
+ self.max_window_layers = max_window_layers
140
+ self.rope_scaling = rope_scaling
141
+
142
+ # for backward compatibility
143
+ if num_key_value_heads is None:
144
+ num_key_value_heads = num_attention_heads
145
+
146
+ self.num_key_value_heads = num_key_value_heads
147
+ self.hidden_act = hidden_act
148
+ self.initializer_range = initializer_range
149
+ self.rms_norm_eps = rms_norm_eps
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+ self.use_cache = use_cache
151
+ self.rope_theta = rope_theta
152
+ self.attention_dropout = attention_dropout
153
+
154
+ self.beacon_window = beacon_window
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+ self.beacon_stride = beacon_stride
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+ self.beacon_attn = beacon_attn
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+ self.beacon_ratio = beacon_ratio
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+ self.beacon_ratio_mix = beacon_ratio_mix
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+ self.beacon_param = beacon_param
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+ self.beacon_embed_init = beacon_embed_init
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+ self.beacon_sink_size = beacon_sink_size
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+ self.beacon_attend_prev = beacon_attend_prev
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+ self.beacon_pos = beacon_pos
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+ self.beacon_parallel_window = beacon_parallel_window
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+
166
+ super().__init__(
167
+ tie_word_embeddings=tie_word_embeddings,
168
+ **kwargs,
169
+ )
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