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  1. base_model/LICENSE +202 -0
  2. base_model/Qwen2.5-0.5B-Instruct/LICENSE +202 -0
  3. base_model/Qwen2.5-0.5B-Instruct/README.md +110 -0
  4. base_model/Qwen2.5-0.5B-Instruct/config.json +27 -0
  5. base_model/Qwen2.5-0.5B-Instruct/generation_config.json +14 -0
  6. base_model/Qwen2.5-0.5B-Instruct/merges.txt +0 -0
  7. base_model/Qwen2.5-0.5B-Instruct/tokenizer.json +0 -0
  8. base_model/Qwen2.5-0.5B-Instruct/tokenizer_config.json +207 -0
  9. base_model/Qwen2.5-0.5B-Instruct/vocab.json +0 -0
  10. base_model/README.md +110 -0
  11. base_model/config.json +27 -0
  12. base_model/generation_config.json +14 -0
  13. base_model/merges.txt +0 -0
  14. base_model/tokenizer.json +0 -0
  15. base_model/tokenizer_config.json +207 -0
  16. base_model/vocab.json +0 -0
  17. cal_data.safetensors +3 -0
  18. hidden_states.safetensors +3 -0
  19. job_new.json +0 -0
  20. measurement.json +0 -0
  21. out_tensor/lm_head.safetensors +3 -0
  22. out_tensor/model.layers.0.mlp.down_proj.safetensors +3 -0
  23. out_tensor/model.layers.0.mlp.gate_proj.safetensors +3 -0
  24. out_tensor/model.layers.0.mlp.up_proj.safetensors +3 -0
  25. out_tensor/model.layers.0.self_attn.k_proj.safetensors +3 -0
  26. out_tensor/model.layers.0.self_attn.o_proj.safetensors +3 -0
  27. out_tensor/model.layers.0.self_attn.q_proj.safetensors +3 -0
  28. out_tensor/model.layers.0.self_attn.v_proj.safetensors +3 -0
  29. out_tensor/model.layers.1.mlp.down_proj.safetensors +3 -0
  30. out_tensor/model.layers.1.mlp.gate_proj.safetensors +3 -0
  31. out_tensor/model.layers.1.mlp.up_proj.safetensors +3 -0
  32. out_tensor/model.layers.1.self_attn.k_proj.safetensors +3 -0
  33. out_tensor/model.layers.1.self_attn.o_proj.safetensors +3 -0
  34. out_tensor/model.layers.1.self_attn.q_proj.safetensors +3 -0
  35. out_tensor/model.layers.1.self_attn.v_proj.safetensors +3 -0
  36. out_tensor/model.layers.10.mlp.down_proj.safetensors +3 -0
  37. out_tensor/model.layers.10.mlp.gate_proj.safetensors +3 -0
  38. out_tensor/model.layers.10.mlp.up_proj.safetensors +3 -0
  39. out_tensor/model.layers.10.self_attn.k_proj.safetensors +3 -0
  40. out_tensor/model.layers.10.self_attn.o_proj.safetensors +3 -0
  41. out_tensor/model.layers.10.self_attn.q_proj.safetensors +3 -0
  42. out_tensor/model.layers.10.self_attn.v_proj.safetensors +3 -0
  43. out_tensor/model.layers.11.mlp.down_proj.safetensors +3 -0
  44. out_tensor/model.layers.11.mlp.gate_proj.safetensors +3 -0
  45. out_tensor/model.layers.11.mlp.up_proj.safetensors +3 -0
  46. out_tensor/model.layers.11.self_attn.k_proj.safetensors +3 -0
  47. out_tensor/model.layers.11.self_attn.o_proj.safetensors +3 -0
  48. out_tensor/model.layers.11.self_attn.q_proj.safetensors +3 -0
  49. out_tensor/model.layers.11.self_attn.v_proj.safetensors +3 -0
  50. out_tensor/model.layers.12.mlp.down_proj.safetensors +3 -0
base_model/LICENSE ADDED
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base_model/Qwen2.5-0.5B-Instruct/LICENSE ADDED
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+ comment syntax for the file format. We also recommend that a
186
+ file or class name and description of purpose be included on the
187
+ same "printed page" as the copyright notice for easier
188
+ identification within third-party archives.
189
+
190
+ Copyright 2024 Alibaba Cloud
191
+
192
+ Licensed under the Apache License, Version 2.0 (the "License");
193
+ you may not use this file except in compliance with the License.
194
+ You may obtain a copy of the License at
195
+
196
+ http://www.apache.org/licenses/LICENSE-2.0
197
+
198
+ Unless required by applicable law or agreed to in writing, software
199
+ distributed under the License is distributed on an "AS IS" BASIS,
200
+ WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
201
+ See the License for the specific language governing permissions and
202
+ limitations under the License.
base_model/Qwen2.5-0.5B-Instruct/README.md ADDED
@@ -0,0 +1,110 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ license: apache-2.0
3
+ license_link: https://huggingface.co/Qwen/Qwen2.5-0.5B-Instruct/blob/main/LICENSE
4
+ language:
5
+ - en
6
+ pipeline_tag: text-generation
7
+ base_model: Qwen/Qwen2.5-0.5B
8
+ tags:
9
+ - chat
10
+ library_name: transformers
11
+ ---
12
+
13
+ # Qwen2.5-0.5B-Instruct
14
+
15
+ ## Introduction
16
+
17
+ Qwen2.5 is the latest series of Qwen large language models. For Qwen2.5, we release a number of base language models and instruction-tuned language models ranging from 0.5 to 72 billion parameters. Qwen2.5 brings the following improvements upon Qwen2:
18
+
19
+ - Significantly **more knowledge** and has greatly improved capabilities in **coding** and **mathematics**, thanks to our specialized expert models in these domains.
20
+ - Significant improvements in **instruction following**, **generating long texts** (over 8K tokens), **understanding structured data** (e.g, tables), and **generating structured outputs** especially JSON. **More resilient to the diversity of system prompts**, enhancing role-play implementation and condition-setting for chatbots.
21
+ - **Long-context Support** up to 128K tokens and can generate up to 8K tokens.
22
+ - **Multilingual support** for over 29 languages, including Chinese, English, French, Spanish, Portuguese, German, Italian, Russian, Japanese, Korean, Vietnamese, Thai, Arabic, and more.
23
+
24
+ **This repo contains the instruction-tuned 0.5B Qwen2.5 model**, which has the following features:
25
+ - Type: Causal Language Models
26
+ - Training Stage: Pretraining & Post-training
27
+ - Architecture: transformers with RoPE, SwiGLU, RMSNorm, Attention QKV bias and tied word embeddings
28
+ - Number of Parameters: 0.49B
29
+ - Number of Paramaters (Non-Embedding): 0.36B
30
+ - Number of Layers: 24
31
+ - Number of Attention Heads (GQA): 14 for Q and 2 for KV
32
+ - Context Length: Full 32,768 tokens and generation 8192 tokens
33
+
34
+ For more details, please refer to our [blog](https://qwenlm.github.io/blog/qwen2.5/), [GitHub](https://github.com/QwenLM/Qwen2.5), and [Documentation](https://qwen.readthedocs.io/en/latest/).
35
+
36
+ ## Requirements
37
+
38
+ The code of Qwen2.5 has been in the latest Hugging face `transformers` and we advise you to use the latest version of `transformers`.
39
+
40
+ With `transformers<4.37.0`, you will encounter the following error:
41
+ ```
42
+ KeyError: 'qwen2'
43
+ ```
44
+
45
+ ## Quickstart
46
+
47
+ Here provides a code snippet with `apply_chat_template` to show you how to load the tokenizer and model and how to generate contents.
48
+
49
+ ```python
50
+ from transformers import AutoModelForCausalLM, AutoTokenizer
51
+
52
+ model_name = "Qwen/Qwen2.5-0.5B-Instruct"
53
+
54
+ model = AutoModelForCausalLM.from_pretrained(
55
+ model_name,
56
+ torch_dtype="auto",
57
+ device_map="auto"
58
+ )
59
+ tokenizer = AutoTokenizer.from_pretrained(model_name)
60
+
61
+ prompt = "Give me a short introduction to large language model."
62
+ messages = [
63
+ {"role": "system", "content": "You are Qwen, created by Alibaba Cloud. You are a helpful assistant."},
64
+ {"role": "user", "content": prompt}
65
+ ]
66
+ text = tokenizer.apply_chat_template(
67
+ messages,
68
+ tokenize=False,
69
+ add_generation_prompt=True
70
+ )
71
+ model_inputs = tokenizer([text], return_tensors="pt").to(model.device)
72
+
73
+ generated_ids = model.generate(
74
+ **model_inputs,
75
+ max_new_tokens=512
76
+ )
77
+ generated_ids = [
78
+ output_ids[len(input_ids):] for input_ids, output_ids in zip(model_inputs.input_ids, generated_ids)
79
+ ]
80
+
81
+ response = tokenizer.batch_decode(generated_ids, skip_special_tokens=True)[0]
82
+ ```
83
+
84
+
85
+ ## Evaluation & Performance
86
+
87
+ Detailed evaluation results are reported in this [📑 blog](https://qwenlm.github.io/blog/qwen2.5/).
88
+
89
+ For requirements on GPU memory and the respective throughput, see results [here](https://qwen.readthedocs.io/en/latest/benchmark/speed_benchmark.html).
90
+
91
+ ## Citation
92
+
93
+ If you find our work helpful, feel free to give us a cite.
94
+
95
+ ```
96
+ @misc{qwen2.5,
97
+ title = {Qwen2.5: A Party of Foundation Models},
98
+ url = {https://qwenlm.github.io/blog/qwen2.5/},
99
+ author = {Qwen Team},
100
+ month = {September},
101
+ year = {2024}
102
+ }
103
+
104
+ @article{qwen2,
105
+ title={Qwen2 Technical Report},
106
+ author={An Yang and Baosong Yang and Binyuan Hui and Bo Zheng and Bowen Yu and Chang Zhou and Chengpeng Li and Chengyuan Li and Dayiheng Liu and Fei Huang and Guanting Dong and Haoran Wei and Huan Lin and Jialong Tang and Jialin Wang and Jian Yang and Jianhong Tu and Jianwei Zhang and Jianxin Ma and Jin Xu and Jingren Zhou and Jinze Bai and Jinzheng He and Junyang Lin and Kai Dang and Keming Lu and Keqin Chen and Kexin Yang and Mei Li and Mingfeng Xue and Na Ni and Pei Zhang and Peng Wang and Ru Peng and Rui Men and Ruize Gao and Runji Lin and Shijie Wang and Shuai Bai and Sinan Tan and Tianhang Zhu and Tianhao Li and Tianyu Liu and Wenbin Ge and Xiaodong Deng and Xiaohuan Zhou and Xingzhang Ren and Xinyu Zhang and Xipin Wei and Xuancheng Ren and Yang Fan and Yang Yao and Yichang Zhang and Yu Wan and Yunfei Chu and Yuqiong Liu and Zeyu Cui and Zhenru Zhang and Zhihao Fan},
107
+ journal={arXiv preprint arXiv:2407.10671},
108
+ year={2024}
109
+ }
110
+ ```
base_model/Qwen2.5-0.5B-Instruct/config.json ADDED
@@ -0,0 +1,27 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "architectures": [
3
+ "Qwen2ForCausalLM"
4
+ ],
5
+ "attention_dropout": 0.0,
6
+ "bos_token_id": 151643,
7
+ "eos_token_id": 151645,
8
+ "hidden_act": "silu",
9
+ "hidden_size": 896,
10
+ "initializer_range": 0.02,
11
+ "intermediate_size": 4864,
12
+ "max_position_embeddings": 32768,
13
+ "max_window_layers": 21,
14
+ "model_type": "qwen2",
15
+ "num_attention_heads": 14,
16
+ "num_hidden_layers": 24,
17
+ "num_key_value_heads": 2,
18
+ "rms_norm_eps": 1e-06,
19
+ "rope_theta": 1000000.0,
20
+ "sliding_window": 32768,
21
+ "tie_word_embeddings": true,
22
+ "torch_dtype": "bfloat16",
23
+ "transformers_version": "4.43.1",
24
+ "use_cache": true,
25
+ "use_sliding_window": false,
26
+ "vocab_size": 151936
27
+ }
base_model/Qwen2.5-0.5B-Instruct/generation_config.json ADDED
@@ -0,0 +1,14 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "bos_token_id": 151643,
3
+ "pad_token_id": 151643,
4
+ "do_sample": true,
5
+ "eos_token_id": [
6
+ 151645,
7
+ 151643
8
+ ],
9
+ "repetition_penalty": 1.1,
10
+ "temperature": 0.7,
11
+ "top_p": 0.8,
12
+ "top_k": 20,
13
+ "transformers_version": "4.37.0"
14
+ }
base_model/Qwen2.5-0.5B-Instruct/merges.txt ADDED
The diff for this file is too large to render. See raw diff
 
base_model/Qwen2.5-0.5B-Instruct/tokenizer.json ADDED
The diff for this file is too large to render. See raw diff
 
base_model/Qwen2.5-0.5B-Instruct/tokenizer_config.json ADDED
@@ -0,0 +1,207 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "add_bos_token": false,
3
+ "add_prefix_space": false,
4
+ "added_tokens_decoder": {
5
+ "151643": {
6
+ "content": "<|endoftext|>",
7
+ "lstrip": false,
8
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9
+ "rstrip": false,
10
+ "single_word": false,
11
+ "special": true
12
+ },
13
+ "151644": {
14
+ "content": "<|im_start|>",
15
+ "lstrip": false,
16
+ "normalized": false,
17
+ "rstrip": false,
18
+ "single_word": false,
19
+ "special": true
20
+ },
21
+ "151645": {
22
+ "content": "<|im_end|>",
23
+ "lstrip": false,
24
+ "normalized": false,
25
+ "rstrip": false,
26
+ "single_word": false,
27
+ "special": true
28
+ },
29
+ "151646": {
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+ "content": "<|object_ref_start|>",
31
+ "lstrip": false,
32
+ "normalized": false,
33
+ "rstrip": false,
34
+ "single_word": false,
35
+ "special": true
36
+ },
37
+ "151647": {
38
+ "content": "<|object_ref_end|>",
39
+ "lstrip": false,
40
+ "normalized": false,
41
+ "rstrip": false,
42
+ "single_word": false,
43
+ "special": true
44
+ },
45
+ "151648": {
46
+ "content": "<|box_start|>",
47
+ "lstrip": false,
48
+ "normalized": false,
49
+ "rstrip": false,
50
+ "single_word": false,
51
+ "special": true
52
+ },
53
+ "151649": {
54
+ "content": "<|box_end|>",
55
+ "lstrip": false,
56
+ "normalized": false,
57
+ "rstrip": false,
58
+ "single_word": false,
59
+ "special": true
60
+ },
61
+ "151650": {
62
+ "content": "<|quad_start|>",
63
+ "lstrip": false,
64
+ "normalized": false,
65
+ "rstrip": false,
66
+ "single_word": false,
67
+ "special": true
68
+ },
69
+ "151651": {
70
+ "content": "<|quad_end|>",
71
+ "lstrip": false,
72
+ "normalized": false,
73
+ "rstrip": false,
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+ "single_word": false,
75
+ "special": true
76
+ },
77
+ "151652": {
78
+ "content": "<|vision_start|>",
79
+ "lstrip": false,
80
+ "normalized": false,
81
+ "rstrip": false,
82
+ "single_word": false,
83
+ "special": true
84
+ },
85
+ "151653": {
86
+ "content": "<|vision_end|>",
87
+ "lstrip": false,
88
+ "normalized": false,
89
+ "rstrip": false,
90
+ "single_word": false,
91
+ "special": true
92
+ },
93
+ "151654": {
94
+ "content": "<|vision_pad|>",
95
+ "lstrip": false,
96
+ "normalized": false,
97
+ "rstrip": false,
98
+ "single_word": false,
99
+ "special": true
100
+ },
101
+ "151655": {
102
+ "content": "<|image_pad|>",
103
+ "lstrip": false,
104
+ "normalized": false,
105
+ "rstrip": false,
106
+ "single_word": false,
107
+ "special": true
108
+ },
109
+ "151656": {
110
+ "content": "<|video_pad|>",
111
+ "lstrip": false,
112
+ "normalized": false,
113
+ "rstrip": false,
114
+ "single_word": false,
115
+ "special": true
116
+ },
117
+ "151657": {
118
+ "content": "<tool_call>",
119
+ "lstrip": false,
120
+ "normalized": false,
121
+ "rstrip": false,
122
+ "single_word": false,
123
+ "special": false
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+ },
125
+ "151658": {
126
+ "content": "</tool_call>",
127
+ "lstrip": false,
128
+ "normalized": false,
129
+ "rstrip": false,
130
+ "single_word": false,
131
+ "special": false
132
+ },
133
+ "151659": {
134
+ "content": "<|fim_prefix|>",
135
+ "lstrip": false,
136
+ "normalized": false,
137
+ "rstrip": false,
138
+ "single_word": false,
139
+ "special": false
140
+ },
141
+ "151660": {
142
+ "content": "<|fim_middle|>",
143
+ "lstrip": false,
144
+ "normalized": false,
145
+ "rstrip": false,
146
+ "single_word": false,
147
+ "special": false
148
+ },
149
+ "151661": {
150
+ "content": "<|fim_suffix|>",
151
+ "lstrip": false,
152
+ "normalized": false,
153
+ "rstrip": false,
154
+ "single_word": false,
155
+ "special": false
156
+ },
157
+ "151662": {
158
+ "content": "<|fim_pad|>",
159
+ "lstrip": false,
160
+ "normalized": false,
161
+ "rstrip": false,
162
+ "single_word": false,
163
+ "special": false
164
+ },
165
+ "151663": {
166
+ "content": "<|repo_name|>",
167
+ "lstrip": false,
168
+ "normalized": false,
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+ "rstrip": false,
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+ "single_word": false,
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+ "special": false
172
+ },
173
+ "151664": {
174
+ "content": "<|file_sep|>",
175
+ "lstrip": false,
176
+ "normalized": false,
177
+ "rstrip": false,
178
+ "single_word": false,
179
+ "special": false
180
+ }
181
+ },
182
+ "additional_special_tokens": [
183
+ "<|im_start|>",
184
+ "<|im_end|>",
185
+ "<|object_ref_start|>",
186
+ "<|object_ref_end|>",
187
+ "<|box_start|>",
188
+ "<|box_end|>",
189
+ "<|quad_start|>",
190
+ "<|quad_end|>",
191
+ "<|vision_start|>",
192
+ "<|vision_end|>",
193
+ "<|vision_pad|>",
194
+ "<|image_pad|>",
195
+ "<|video_pad|>"
196
+ ],
197
+ "bos_token": null,
198
+ "chat_template": "{%- if tools %}\n {{- '<|im_start|>system\\n' }}\n {%- if messages[0]['role'] == 'system' %}\n {{- messages[0]['content'] }}\n {%- else %}\n {{- 'You are Qwen, created by Alibaba Cloud. You are a helpful assistant.' }}\n {%- endif %}\n {{- \"\\n\\n# Tools\\n\\nYou may call one or more functions to assist with the user query.\\n\\nYou are provided with function signatures within <tools></tools> XML tags:\\n<tools>\" }}\n {%- for tool in tools %}\n {{- \"\\n\" }}\n {{- tool | tojson }}\n {%- endfor %}\n {{- \"\\n</tools>\\n\\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\\n<tool_call>\\n{\\\"name\\\": <function-name>, \\\"arguments\\\": <args-json-object>}\\n</tool_call><|im_end|>\\n\" }}\n{%- else %}\n {%- if messages[0]['role'] == 'system' %}\n {{- '<|im_start|>system\\n' + messages[0]['content'] + '<|im_end|>\\n' }}\n {%- else %}\n {{- '<|im_start|>system\\nYou are Qwen, created by Alibaba Cloud. You are a helpful assistant.<|im_end|>\\n' }}\n {%- endif %}\n{%- endif %}\n{%- for message in messages %}\n {%- if (message.role == \"user\") or (message.role == \"system\" and not loop.first) or (message.role == \"assistant\" and not message.tool_calls) %}\n {{- '<|im_start|>' + message.role + '\\n' + message.content + '<|im_end|>' + '\\n' }}\n {%- elif message.role == \"assistant\" %}\n {{- '<|im_start|>' + message.role }}\n {%- if message.content %}\n {{- '\\n' + message.content }}\n {%- endif %}\n {%- for tool_call in message.tool_calls %}\n {%- if tool_call.function is defined %}\n {%- set tool_call = tool_call.function %}\n {%- endif %}\n {{- '\\n<tool_call>\\n{\"name\": \"' }}\n {{- tool_call.name }}\n {{- '\", \"arguments\": ' }}\n {{- tool_call.arguments | tojson }}\n {{- '}\\n</tool_call>' }}\n {%- endfor %}\n {{- '<|im_end|>\\n' }}\n {%- elif message.role == \"tool\" %}\n {%- if (loop.index0 == 0) or (messages[loop.index0 - 1].role != \"tool\") %}\n {{- '<|im_start|>user' }}\n {%- endif %}\n {{- '\\n<tool_response>\\n' }}\n {{- message.content }}\n {{- '\\n</tool_response>' }}\n {%- if loop.last or (messages[loop.index0 + 1].role != \"tool\") %}\n {{- '<|im_end|>\\n' }}\n {%- endif %}\n {%- endif %}\n{%- endfor %}\n{%- if add_generation_prompt %}\n {{- '<|im_start|>assistant\\n' }}\n{%- endif %}\n",
199
+ "clean_up_tokenization_spaces": false,
200
+ "eos_token": "<|im_end|>",
201
+ "errors": "replace",
202
+ "model_max_length": 131072,
203
+ "pad_token": "<|endoftext|>",
204
+ "split_special_tokens": false,
205
+ "tokenizer_class": "Qwen2Tokenizer",
206
+ "unk_token": null
207
+ }
base_model/Qwen2.5-0.5B-Instruct/vocab.json ADDED
The diff for this file is too large to render. See raw diff
 
base_model/README.md ADDED
@@ -0,0 +1,110 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ license: apache-2.0
3
+ license_link: https://huggingface.co/Qwen/Qwen2.5-0.5B-Instruct/blob/main/LICENSE
4
+ language:
5
+ - en
6
+ pipeline_tag: text-generation
7
+ base_model: Qwen/Qwen2.5-0.5B
8
+ tags:
9
+ - chat
10
+ library_name: transformers
11
+ ---
12
+
13
+ # Qwen2.5-0.5B-Instruct
14
+
15
+ ## Introduction
16
+
17
+ Qwen2.5 is the latest series of Qwen large language models. For Qwen2.5, we release a number of base language models and instruction-tuned language models ranging from 0.5 to 72 billion parameters. Qwen2.5 brings the following improvements upon Qwen2:
18
+
19
+ - Significantly **more knowledge** and has greatly improved capabilities in **coding** and **mathematics**, thanks to our specialized expert models in these domains.
20
+ - Significant improvements in **instruction following**, **generating long texts** (over 8K tokens), **understanding structured data** (e.g, tables), and **generating structured outputs** especially JSON. **More resilient to the diversity of system prompts**, enhancing role-play implementation and condition-setting for chatbots.
21
+ - **Long-context Support** up to 128K tokens and can generate up to 8K tokens.
22
+ - **Multilingual support** for over 29 languages, including Chinese, English, French, Spanish, Portuguese, German, Italian, Russian, Japanese, Korean, Vietnamese, Thai, Arabic, and more.
23
+
24
+ **This repo contains the instruction-tuned 0.5B Qwen2.5 model**, which has the following features:
25
+ - Type: Causal Language Models
26
+ - Training Stage: Pretraining & Post-training
27
+ - Architecture: transformers with RoPE, SwiGLU, RMSNorm, Attention QKV bias and tied word embeddings
28
+ - Number of Parameters: 0.49B
29
+ - Number of Paramaters (Non-Embedding): 0.36B
30
+ - Number of Layers: 24
31
+ - Number of Attention Heads (GQA): 14 for Q and 2 for KV
32
+ - Context Length: Full 32,768 tokens and generation 8192 tokens
33
+
34
+ For more details, please refer to our [blog](https://qwenlm.github.io/blog/qwen2.5/), [GitHub](https://github.com/QwenLM/Qwen2.5), and [Documentation](https://qwen.readthedocs.io/en/latest/).
35
+
36
+ ## Requirements
37
+
38
+ The code of Qwen2.5 has been in the latest Hugging face `transformers` and we advise you to use the latest version of `transformers`.
39
+
40
+ With `transformers<4.37.0`, you will encounter the following error:
41
+ ```
42
+ KeyError: 'qwen2'
43
+ ```
44
+
45
+ ## Quickstart
46
+
47
+ Here provides a code snippet with `apply_chat_template` to show you how to load the tokenizer and model and how to generate contents.
48
+
49
+ ```python
50
+ from transformers import AutoModelForCausalLM, AutoTokenizer
51
+
52
+ model_name = "Qwen/Qwen2.5-0.5B-Instruct"
53
+
54
+ model = AutoModelForCausalLM.from_pretrained(
55
+ model_name,
56
+ torch_dtype="auto",
57
+ device_map="auto"
58
+ )
59
+ tokenizer = AutoTokenizer.from_pretrained(model_name)
60
+
61
+ prompt = "Give me a short introduction to large language model."
62
+ messages = [
63
+ {"role": "system", "content": "You are Qwen, created by Alibaba Cloud. You are a helpful assistant."},
64
+ {"role": "user", "content": prompt}
65
+ ]
66
+ text = tokenizer.apply_chat_template(
67
+ messages,
68
+ tokenize=False,
69
+ add_generation_prompt=True
70
+ )
71
+ model_inputs = tokenizer([text], return_tensors="pt").to(model.device)
72
+
73
+ generated_ids = model.generate(
74
+ **model_inputs,
75
+ max_new_tokens=512
76
+ )
77
+ generated_ids = [
78
+ output_ids[len(input_ids):] for input_ids, output_ids in zip(model_inputs.input_ids, generated_ids)
79
+ ]
80
+
81
+ response = tokenizer.batch_decode(generated_ids, skip_special_tokens=True)[0]
82
+ ```
83
+
84
+
85
+ ## Evaluation & Performance
86
+
87
+ Detailed evaluation results are reported in this [📑 blog](https://qwenlm.github.io/blog/qwen2.5/).
88
+
89
+ For requirements on GPU memory and the respective throughput, see results [here](https://qwen.readthedocs.io/en/latest/benchmark/speed_benchmark.html).
90
+
91
+ ## Citation
92
+
93
+ If you find our work helpful, feel free to give us a cite.
94
+
95
+ ```
96
+ @misc{qwen2.5,
97
+ title = {Qwen2.5: A Party of Foundation Models},
98
+ url = {https://qwenlm.github.io/blog/qwen2.5/},
99
+ author = {Qwen Team},
100
+ month = {September},
101
+ year = {2024}
102
+ }
103
+
104
+ @article{qwen2,
105
+ title={Qwen2 Technical Report},
106
+ author={An Yang and Baosong Yang and Binyuan Hui and Bo Zheng and Bowen Yu and Chang Zhou and Chengpeng Li and Chengyuan Li and Dayiheng Liu and Fei Huang and Guanting Dong and Haoran Wei and Huan Lin and Jialong Tang and Jialin Wang and Jian Yang and Jianhong Tu and Jianwei Zhang and Jianxin Ma and Jin Xu and Jingren Zhou and Jinze Bai and Jinzheng He and Junyang Lin and Kai Dang and Keming Lu and Keqin Chen and Kexin Yang and Mei Li and Mingfeng Xue and Na Ni and Pei Zhang and Peng Wang and Ru Peng and Rui Men and Ruize Gao and Runji Lin and Shijie Wang and Shuai Bai and Sinan Tan and Tianhang Zhu and Tianhao Li and Tianyu Liu and Wenbin Ge and Xiaodong Deng and Xiaohuan Zhou and Xingzhang Ren and Xinyu Zhang and Xipin Wei and Xuancheng Ren and Yang Fan and Yang Yao and Yichang Zhang and Yu Wan and Yunfei Chu and Yuqiong Liu and Zeyu Cui and Zhenru Zhang and Zhihao Fan},
107
+ journal={arXiv preprint arXiv:2407.10671},
108
+ year={2024}
109
+ }
110
+ ```
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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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+ "initializer_range": 0.02,
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+ "transformers_version": "4.43.1",
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+ "use_cache": true,
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+ "use_sliding_window": false,
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+ "vocab_size": 151936
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+ }
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+ "transformers_version": "4.37.0"
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+ }
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