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README.md ADDED
@@ -0,0 +1,300 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ base_model:
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+ - win10/Qwen2.5-2B-Instruct
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+ - win10/Qwen2.5-2B-Instruct
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+ - win10/Qwen2.5-2B-Instruct
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+ - win10/Qwen2.5-2B-Instruct
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+ - win10/Qwen2.5-2B-Instruct
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+ - win10/Qwen2.5-2B-Instruct
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+ - win10/Qwen2.5-2B-Instruct
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+ - win10/Qwen2.5-2B-Instruct
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+ - win10/Qwen2.5-2B-Instruct
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+ - win10/Qwen2.5-2B-Instruct
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+ - win10/Qwen2.5-2B-Instruct
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+ - win10/Qwen2.5-2B-Instruct
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+ - win10/Qwen2.5-2B-Instruct
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+ - win10/Qwen2.5-2B-Instruct
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+ - win10/Qwen2.5-2B-Instruct
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+ - win10/Qwen2.5-2B-Instruct
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+ - win10/Qwen2.5-2B-Instruct
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+ - win10/Qwen2.5-2B-Instruct
21
+ - win10/Qwen2.5-2B-Instruct
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+ - win10/Qwen2.5-2B-Instruct
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+ - win10/Qwen2.5-2B-Instruct
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+ - win10/Qwen2.5-2B-Instruct
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+ - win10/Qwen2.5-2B-Instruct
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+ - win10/Qwen2.5-2B-Instruct
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+ - win10/Qwen2.5-2B-Instruct
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+ - win10/Qwen2.5-2B-Instruct
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+ - win10/Qwen2.5-2B-Instruct
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+ - win10/Qwen2.5-2B-Instruct
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+ - win10/Qwen2.5-2B-Instruct
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+ - win10/Qwen2.5-2B-Instruct
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+ - win10/Qwen2.5-2B-Instruct
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+ - win10/Qwen2.5-2B-Instruct
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+ - win10/Qwen2.5-2B-Instruct
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+ - win10/Qwen2.5-2B-Instruct
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+ - win10/Qwen2.5-2B-Instruct
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+ - win10/Qwen2.5-2B-Instruct
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+ - win10/Qwen2.5-2B-Instruct
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+ - win10/Qwen2.5-2B-Instruct
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+ - win10/Qwen2.5-2B-Instruct
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+ - win10/Qwen2.5-2B-Instruct
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+ - win10/Qwen2.5-2B-Instruct
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+ - win10/Qwen2.5-2B-Instruct
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+ - win10/Qwen2.5-2B-Instruct
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+ - win10/Qwen2.5-2B-Instruct
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+ - win10/Qwen2.5-2B-Instruct
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+ - win10/Qwen2.5-2B-Instruct
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+ - win10/Qwen2.5-2B-Instruct
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+ - win10/Qwen2.5-2B-Instruct
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+ - win10/Qwen2.5-2B-Instruct
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+ - win10/Qwen2.5-2B-Instruct
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+ - win10/Qwen2.5-2B-Instruct
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+ tags:
55
+ - merge
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+ - mergekit
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+ - lazymergekit
58
+ - win10/Qwen2.5-2B-Instruct
59
+ ---
60
+
61
+ # Qwen2.5-4B-Instruct
62
+
63
+ Qwen2.5-4B-Instruct is a merge of the following models using [LazyMergekit](https://colab.research.google.com/drive/1obulZ1ROXHjYLn6PPZJwRR6GzgQogxxb?usp=sharing):
64
+ * [win10/Qwen2.5-2B-Instruct](https://huggingface.co/win10/Qwen2.5-2B-Instruct)
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+ * [win10/Qwen2.5-2B-Instruct](https://huggingface.co/win10/Qwen2.5-2B-Instruct)
66
+ * [win10/Qwen2.5-2B-Instruct](https://huggingface.co/win10/Qwen2.5-2B-Instruct)
67
+ * [win10/Qwen2.5-2B-Instruct](https://huggingface.co/win10/Qwen2.5-2B-Instruct)
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+ * [win10/Qwen2.5-2B-Instruct](https://huggingface.co/win10/Qwen2.5-2B-Instruct)
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+ * [win10/Qwen2.5-2B-Instruct](https://huggingface.co/win10/Qwen2.5-2B-Instruct)
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+ * [win10/Qwen2.5-2B-Instruct](https://huggingface.co/win10/Qwen2.5-2B-Instruct)
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+ * [win10/Qwen2.5-2B-Instruct](https://huggingface.co/win10/Qwen2.5-2B-Instruct)
72
+ * [win10/Qwen2.5-2B-Instruct](https://huggingface.co/win10/Qwen2.5-2B-Instruct)
73
+ * [win10/Qwen2.5-2B-Instruct](https://huggingface.co/win10/Qwen2.5-2B-Instruct)
74
+ * [win10/Qwen2.5-2B-Instruct](https://huggingface.co/win10/Qwen2.5-2B-Instruct)
75
+ * [win10/Qwen2.5-2B-Instruct](https://huggingface.co/win10/Qwen2.5-2B-Instruct)
76
+ * [win10/Qwen2.5-2B-Instruct](https://huggingface.co/win10/Qwen2.5-2B-Instruct)
77
+ * [win10/Qwen2.5-2B-Instruct](https://huggingface.co/win10/Qwen2.5-2B-Instruct)
78
+ * [win10/Qwen2.5-2B-Instruct](https://huggingface.co/win10/Qwen2.5-2B-Instruct)
79
+ * [win10/Qwen2.5-2B-Instruct](https://huggingface.co/win10/Qwen2.5-2B-Instruct)
80
+ * [win10/Qwen2.5-2B-Instruct](https://huggingface.co/win10/Qwen2.5-2B-Instruct)
81
+ * [win10/Qwen2.5-2B-Instruct](https://huggingface.co/win10/Qwen2.5-2B-Instruct)
82
+ * [win10/Qwen2.5-2B-Instruct](https://huggingface.co/win10/Qwen2.5-2B-Instruct)
83
+ * [win10/Qwen2.5-2B-Instruct](https://huggingface.co/win10/Qwen2.5-2B-Instruct)
84
+ * [win10/Qwen2.5-2B-Instruct](https://huggingface.co/win10/Qwen2.5-2B-Instruct)
85
+ * [win10/Qwen2.5-2B-Instruct](https://huggingface.co/win10/Qwen2.5-2B-Instruct)
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+ * [win10/Qwen2.5-2B-Instruct](https://huggingface.co/win10/Qwen2.5-2B-Instruct)
87
+ * [win10/Qwen2.5-2B-Instruct](https://huggingface.co/win10/Qwen2.5-2B-Instruct)
88
+ * [win10/Qwen2.5-2B-Instruct](https://huggingface.co/win10/Qwen2.5-2B-Instruct)
89
+ * [win10/Qwen2.5-2B-Instruct](https://huggingface.co/win10/Qwen2.5-2B-Instruct)
90
+ * [win10/Qwen2.5-2B-Instruct](https://huggingface.co/win10/Qwen2.5-2B-Instruct)
91
+ * [win10/Qwen2.5-2B-Instruct](https://huggingface.co/win10/Qwen2.5-2B-Instruct)
92
+ * [win10/Qwen2.5-2B-Instruct](https://huggingface.co/win10/Qwen2.5-2B-Instruct)
93
+ * [win10/Qwen2.5-2B-Instruct](https://huggingface.co/win10/Qwen2.5-2B-Instruct)
94
+ * [win10/Qwen2.5-2B-Instruct](https://huggingface.co/win10/Qwen2.5-2B-Instruct)
95
+ * [win10/Qwen2.5-2B-Instruct](https://huggingface.co/win10/Qwen2.5-2B-Instruct)
96
+ * [win10/Qwen2.5-2B-Instruct](https://huggingface.co/win10/Qwen2.5-2B-Instruct)
97
+ * [win10/Qwen2.5-2B-Instruct](https://huggingface.co/win10/Qwen2.5-2B-Instruct)
98
+ * [win10/Qwen2.5-2B-Instruct](https://huggingface.co/win10/Qwen2.5-2B-Instruct)
99
+ * [win10/Qwen2.5-2B-Instruct](https://huggingface.co/win10/Qwen2.5-2B-Instruct)
100
+ * [win10/Qwen2.5-2B-Instruct](https://huggingface.co/win10/Qwen2.5-2B-Instruct)
101
+ * [win10/Qwen2.5-2B-Instruct](https://huggingface.co/win10/Qwen2.5-2B-Instruct)
102
+ * [win10/Qwen2.5-2B-Instruct](https://huggingface.co/win10/Qwen2.5-2B-Instruct)
103
+ * [win10/Qwen2.5-2B-Instruct](https://huggingface.co/win10/Qwen2.5-2B-Instruct)
104
+ * [win10/Qwen2.5-2B-Instruct](https://huggingface.co/win10/Qwen2.5-2B-Instruct)
105
+ * [win10/Qwen2.5-2B-Instruct](https://huggingface.co/win10/Qwen2.5-2B-Instruct)
106
+ * [win10/Qwen2.5-2B-Instruct](https://huggingface.co/win10/Qwen2.5-2B-Instruct)
107
+ * [win10/Qwen2.5-2B-Instruct](https://huggingface.co/win10/Qwen2.5-2B-Instruct)
108
+ * [win10/Qwen2.5-2B-Instruct](https://huggingface.co/win10/Qwen2.5-2B-Instruct)
109
+ * [win10/Qwen2.5-2B-Instruct](https://huggingface.co/win10/Qwen2.5-2B-Instruct)
110
+ * [win10/Qwen2.5-2B-Instruct](https://huggingface.co/win10/Qwen2.5-2B-Instruct)
111
+ * [win10/Qwen2.5-2B-Instruct](https://huggingface.co/win10/Qwen2.5-2B-Instruct)
112
+ * [win10/Qwen2.5-2B-Instruct](https://huggingface.co/win10/Qwen2.5-2B-Instruct)
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+ * [win10/Qwen2.5-2B-Instruct](https://huggingface.co/win10/Qwen2.5-2B-Instruct)
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+ * [win10/Qwen2.5-2B-Instruct](https://huggingface.co/win10/Qwen2.5-2B-Instruct)
115
+
116
+ ## 🧩 Configuration
117
+
118
+ ```yaml
119
+ dtype: bfloat16
120
+ merge_method: passthrough
121
+ slices:
122
+ - sources:
123
+ - layer_range: [0, 2]
124
+ model: win10/Qwen2.5-2B-Instruct
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+ - sources:
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+ - layer_range: [1, 3]
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+ model: win10/Qwen2.5-2B-Instruct
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+ - sources:
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+ - layer_range: [2, 4]
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+ model: win10/Qwen2.5-2B-Instruct
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+ - sources:
132
+ - layer_range: [3, 5]
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+ model: win10/Qwen2.5-2B-Instruct
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+ - sources:
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+ - layer_range: [4, 6]
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+ model: win10/Qwen2.5-2B-Instruct
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+ - sources:
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+ - layer_range: [5, 7]
139
+ model: win10/Qwen2.5-2B-Instruct
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+ - sources:
141
+ - layer_range: [6, 8]
142
+ model: win10/Qwen2.5-2B-Instruct
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+ - sources:
144
+ - layer_range: [7, 9]
145
+ model: win10/Qwen2.5-2B-Instruct
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+ - sources:
147
+ - layer_range: [8, 10]
148
+ model: win10/Qwen2.5-2B-Instruct
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+ - sources:
150
+ - layer_range: [9, 11]
151
+ model: win10/Qwen2.5-2B-Instruct
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+ - sources:
153
+ - layer_range: [10, 12]
154
+ model: win10/Qwen2.5-2B-Instruct
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+ - sources:
156
+ - layer_range: [11, 13]
157
+ model: win10/Qwen2.5-2B-Instruct
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+ - sources:
159
+ - layer_range: [12, 14]
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+ model: win10/Qwen2.5-2B-Instruct
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+ - sources:
162
+ - layer_range: [13, 15]
163
+ model: win10/Qwen2.5-2B-Instruct
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+ - sources:
165
+ - layer_range: [14, 16]
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+ model: win10/Qwen2.5-2B-Instruct
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+ - sources:
168
+ - layer_range: [15, 17]
169
+ model: win10/Qwen2.5-2B-Instruct
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+ - sources:
171
+ - layer_range: [16, 18]
172
+ model: win10/Qwen2.5-2B-Instruct
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+ - sources:
174
+ - layer_range: [17, 19]
175
+ model: win10/Qwen2.5-2B-Instruct
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+ - sources:
177
+ - layer_range: [18, 20]
178
+ model: win10/Qwen2.5-2B-Instruct
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+ - sources:
180
+ - layer_range: [19, 21]
181
+ model: win10/Qwen2.5-2B-Instruct
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+ - sources:
183
+ - layer_range: [20, 22]
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+ model: win10/Qwen2.5-2B-Instruct
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+ - sources:
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+ - layer_range: [21, 23]
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+ model: win10/Qwen2.5-2B-Instruct
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+ - sources:
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+ - layer_range: [22, 24]
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+ model: win10/Qwen2.5-2B-Instruct
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+ - sources:
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+ - layer_range: [23, 25]
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+ model: win10/Qwen2.5-2B-Instruct
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+ - sources:
195
+ - layer_range: [24, 26]
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+ model: win10/Qwen2.5-2B-Instruct
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+ - sources:
198
+ - layer_range: [25, 27]
199
+ model: win10/Qwen2.5-2B-Instruct
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+ - sources:
201
+ - layer_range: [26, 28]
202
+ model: win10/Qwen2.5-2B-Instruct
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+ - sources:
204
+ - layer_range: [27, 29]
205
+ model: win10/Qwen2.5-2B-Instruct
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+ - sources:
207
+ - layer_range: [28, 30]
208
+ model: win10/Qwen2.5-2B-Instruct
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+ - sources:
210
+ - layer_range: [29, 31]
211
+ model: win10/Qwen2.5-2B-Instruct
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+ - sources:
213
+ - layer_range: [30, 32]
214
+ model: win10/Qwen2.5-2B-Instruct
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+ - sources:
216
+ - layer_range: [31, 33]
217
+ model: win10/Qwen2.5-2B-Instruct
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+ - sources:
219
+ - layer_range: [32, 34]
220
+ model: win10/Qwen2.5-2B-Instruct
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+ - sources:
222
+ - layer_range: [33, 35]
223
+ model: win10/Qwen2.5-2B-Instruct
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+ - sources:
225
+ - layer_range: [34, 36]
226
+ model: win10/Qwen2.5-2B-Instruct
227
+ - sources:
228
+ - layer_range: [35, 37]
229
+ model: win10/Qwen2.5-2B-Instruct
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+ - sources:
231
+ - layer_range: [36, 38]
232
+ model: win10/Qwen2.5-2B-Instruct
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+ - sources:
234
+ - layer_range: [37, 39]
235
+ model: win10/Qwen2.5-2B-Instruct
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+ - sources:
237
+ - layer_range: [38, 40]
238
+ model: win10/Qwen2.5-2B-Instruct
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+ - sources:
240
+ - layer_range: [39, 41]
241
+ model: win10/Qwen2.5-2B-Instruct
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+ - sources:
243
+ - layer_range: [40, 42]
244
+ model: win10/Qwen2.5-2B-Instruct
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+ - sources:
246
+ - layer_range: [41, 43]
247
+ model: win10/Qwen2.5-2B-Instruct
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+ - sources:
249
+ - layer_range: [42, 44]
250
+ model: win10/Qwen2.5-2B-Instruct
251
+ - sources:
252
+ - layer_range: [43, 45]
253
+ model: win10/Qwen2.5-2B-Instruct
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+ - sources:
255
+ - layer_range: [44, 46]
256
+ model: win10/Qwen2.5-2B-Instruct
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+ - sources:
258
+ - layer_range: [45, 47]
259
+ model: win10/Qwen2.5-2B-Instruct
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+ - sources:
261
+ - layer_range: [46, 48]
262
+ model: win10/Qwen2.5-2B-Instruct
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+ - sources:
264
+ - layer_range: [47, 49]
265
+ model: win10/Qwen2.5-2B-Instruct
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+ - sources:
267
+ - layer_range: [48, 50]
268
+ model: win10/Qwen2.5-2B-Instruct
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+ - sources:
270
+ - layer_range: [49, 51]
271
+ model: win10/Qwen2.5-2B-Instruct
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+ - sources:
273
+ - layer_range: [50, 52]
274
+ model: win10/Qwen2.5-2B-Instruct
275
+ ```
276
+
277
+ ## 💻 Usage
278
+
279
+ ```python
280
+ !pip install -qU transformers accelerate
281
+
282
+ from transformers import AutoTokenizer
283
+ import transformers
284
+ import torch
285
+
286
+ model = "win10/Qwen2.5-4B-Instruct"
287
+ messages = [{"role": "user", "content": "What is a large language model?"}]
288
+
289
+ tokenizer = AutoTokenizer.from_pretrained(model)
290
+ prompt = tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)
291
+ pipeline = transformers.pipeline(
292
+ "text-generation",
293
+ model=model,
294
+ torch_dtype=torch.float16,
295
+ device_map="auto",
296
+ )
297
+
298
+ outputs = pipeline(prompt, max_new_tokens=256, do_sample=True, temperature=0.7, top_k=50, top_p=0.95)
299
+ print(outputs[0]["generated_text"])
300
+ ```
added_tokens.json ADDED
@@ -0,0 +1,24 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "</tool_call>": 151658,
3
+ "<tool_call>": 151657,
4
+ "<|box_end|>": 151649,
5
+ "<|box_start|>": 151648,
6
+ "<|endoftext|>": 151643,
7
+ "<|file_sep|>": 151664,
8
+ "<|fim_middle|>": 151660,
9
+ "<|fim_pad|>": 151662,
10
+ "<|fim_prefix|>": 151659,
11
+ "<|fim_suffix|>": 151661,
12
+ "<|im_end|>": 151645,
13
+ "<|im_start|>": 151644,
14
+ "<|image_pad|>": 151655,
15
+ "<|object_ref_end|>": 151647,
16
+ "<|object_ref_start|>": 151646,
17
+ "<|quad_end|>": 151651,
18
+ "<|quad_start|>": 151650,
19
+ "<|repo_name|>": 151663,
20
+ "<|video_pad|>": 151656,
21
+ "<|vision_end|>": 151653,
22
+ "<|vision_pad|>": 151654,
23
+ "<|vision_start|>": 151652
24
+ }
config.json ADDED
@@ -0,0 +1,28 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "_name_or_path": "win10/Qwen2.5-2B-Instruct",
3
+ "architectures": [
4
+ "Qwen2ForCausalLM"
5
+ ],
6
+ "attention_dropout": 0.0,
7
+ "bos_token_id": 151643,
8
+ "eos_token_id": 151645,
9
+ "hidden_act": "silu",
10
+ "hidden_size": 1536,
11
+ "initializer_range": 0.02,
12
+ "intermediate_size": 8960,
13
+ "max_position_embeddings": 32768,
14
+ "max_window_layers": 21,
15
+ "model_type": "qwen2",
16
+ "num_attention_heads": 12,
17
+ "num_hidden_layers": 102,
18
+ "num_key_value_heads": 2,
19
+ "rms_norm_eps": 1e-06,
20
+ "rope_theta": 1000000.0,
21
+ "sliding_window": null,
22
+ "tie_word_embeddings": true,
23
+ "torch_dtype": "bfloat16",
24
+ "transformers_version": "4.44.2",
25
+ "use_cache": true,
26
+ "use_sliding_window": false,
27
+ "vocab_size": 151936
28
+ }
mergekit_config.yml ADDED
@@ -0,0 +1,157 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+
2
+ dtype: bfloat16
3
+ merge_method: passthrough
4
+ slices:
5
+ - sources:
6
+ - layer_range: [0, 2]
7
+ model: win10/Qwen2.5-2B-Instruct
8
+ - sources:
9
+ - layer_range: [1, 3]
10
+ model: win10/Qwen2.5-2B-Instruct
11
+ - sources:
12
+ - layer_range: [2, 4]
13
+ model: win10/Qwen2.5-2B-Instruct
14
+ - sources:
15
+ - layer_range: [3, 5]
16
+ model: win10/Qwen2.5-2B-Instruct
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+ - sources:
18
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tokenizer.json ADDED
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vocab.json ADDED
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