LoneStriker commited on
Commit
b8e5ae2
1 Parent(s): 72d5e60

Upload folder using huggingface_hub

Browse files
README.md ADDED
@@ -0,0 +1,63 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ library_name: transformers
3
+ license: other
4
+ datasets:
5
+ - teknium/OpenHermes-2.5
6
+ - LDJnr/Capybara
7
+ - Intel/orca_dpo_pairs
8
+ - argilla/distilabel-capybara-dpo-7k-binarized
9
+ language:
10
+ - en
11
+ pipeline_tag: text-generation
12
+ ---
13
+
14
+ # Quyen
15
+ <img src="quyen.webp" width="512" height="512" alt="Quyen">
16
+
17
+ # Model Description
18
+ Quyen is our first flagship LLM series based on the Qwen1.5 family. We introduced 6 different versions:
19
+
20
+ - **Quyen-SE (0.5B)**
21
+ - **Quyen-Mini (1.8B)**
22
+ - **Quyen (4B)**
23
+ - **Quyen-Plus (7B)**
24
+ - **Quyen-Pro (14B)**
25
+ - **Quyen-Pro-Max (72B)**
26
+
27
+ All models were trained with SFT and DPO using the following dataset:
28
+
29
+ - *OpenHermes-2.5* by **Teknium**
30
+ - *Capyabara* by **LDJ**
31
+ - *argilla/distilabel-capybara-dpo-7k-binarized* by **argilla**
32
+ - *orca_dpo_pairs* by **Intel**
33
+ - and Private Data by **Ontocord** & **BEE-spoke-data**
34
+
35
+ # Prompt Template
36
+ - All Quyen models use ChatML as the default template:
37
+
38
+ ```
39
+ <|im_start|>system
40
+ You are a sentient, superintelligent artificial general intelligence, here to teach and assist me.<|im_end|>
41
+ <|im_start|>user
42
+ Hello world.<|im_end|>
43
+ <|im_start|>assistant
44
+ ```
45
+
46
+ - You can also use `apply_chat_template`:
47
+
48
+ ```python
49
+ messages = [
50
+ {"role": "system", "content": "You are a sentient, superintelligent artificial general intelligence, here to teach and assist me."},
51
+ {"role": "user", "content": "Hello world."}
52
+ ]
53
+ gen_input = tokenizer.apply_chat_template(message, return_tensors="pt")
54
+ model.generate(**gen_input)
55
+ ```
56
+
57
+ # Benchmarks:
58
+
59
+ - Coming Soon! We will update the benchmarks later
60
+
61
+ # Acknowledgement
62
+ - We're incredibly grateful to **Tensoic** and **Ontocord** for their generous support with compute and data preparation.
63
+ - Special thanks to the Qwen team for letting us access the models early for these amazing finetunes.
added_tokens.json ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ {
2
+ "<|endoftext|>": 151643,
3
+ "<|im_end|>": 151645,
4
+ "<|im_start|>": 151644
5
+ }
config.json ADDED
@@ -0,0 +1,35 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "_name_or_path": "/models/models/Quyen-Plus-v0.1",
3
+ "architectures": [
4
+ "Qwen2ForCausalLM"
5
+ ],
6
+ "attention_dropout": 0.0,
7
+ "eos_token_id": 151645,
8
+ "hidden_act": "silu",
9
+ "hidden_size": 4096,
10
+ "initializer_range": 0.02,
11
+ "intermediate_size": 11008,
12
+ "max_position_embeddings": 32768,
13
+ "max_window_layers": 28,
14
+ "model_type": "qwen2",
15
+ "num_attention_heads": 32,
16
+ "num_hidden_layers": 32,
17
+ "num_key_value_heads": 32,
18
+ "quantization_config": {
19
+ "bits": 4,
20
+ "group_size": 128,
21
+ "modules_to_not_convert": null,
22
+ "quant_method": "awq",
23
+ "version": "gemm",
24
+ "zero_point": true
25
+ },
26
+ "rms_norm_eps": 1e-06,
27
+ "rope_theta": 1000000.0,
28
+ "sliding_window": 32768,
29
+ "tie_word_embeddings": false,
30
+ "torch_dtype": "float16",
31
+ "transformers_version": "4.37.1",
32
+ "use_cache": false,
33
+ "use_sliding_window": false,
34
+ "vocab_size": 151936
35
+ }
generation_config.json ADDED
@@ -0,0 +1,9 @@
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "bos_token_id": 151643,
3
+ "do_sample": true,
4
+ "eos_token_id": [
5
+ 151645,
6
+ 151643
7
+ ],
8
+ "transformers_version": "4.37.1"
9
+ }
merges.txt ADDED
The diff for this file is too large to render. See raw diff
 
model.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:00b2989ece3524295829a8d3b51cfada502edc792b2085713baee47cf6cd9a02
3
+ size 5855219896
model.safetensors.index.json ADDED
@@ -0,0 +1,394 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "metadata": {
3
+ "total_size": 15442649088
4
+ },
5
+ "weight_map": {
6
+ "lm_head.weight": "model-00004-of-00004.safetensors",
7
+ "model.embed_tokens.weight": "model-00001-of-00004.safetensors",
8
+ "model.layers.0.input_layernorm.weight": "model-00001-of-00004.safetensors",
9
+ "model.layers.0.mlp.down_proj.weight": "model-00001-of-00004.safetensors",
10
+ "model.layers.0.mlp.gate_proj.weight": "model-00001-of-00004.safetensors",
11
+ "model.layers.0.mlp.up_proj.weight": "model-00001-of-00004.safetensors",
12
+ "model.layers.0.post_attention_layernorm.weight": "model-00001-of-00004.safetensors",
13
+ "model.layers.0.self_attn.k_proj.bias": "model-00001-of-00004.safetensors",
14
+ "model.layers.0.self_attn.k_proj.weight": "model-00001-of-00004.safetensors",
15
+ "model.layers.0.self_attn.o_proj.weight": "model-00001-of-00004.safetensors",
16
+ "model.layers.0.self_attn.q_proj.bias": "model-00001-of-00004.safetensors",
17
+ "model.layers.0.self_attn.q_proj.weight": "model-00001-of-00004.safetensors",
18
+ "model.layers.0.self_attn.v_proj.bias": "model-00001-of-00004.safetensors",
19
+ "model.layers.0.self_attn.v_proj.weight": "model-00001-of-00004.safetensors",
20
+ "model.layers.1.input_layernorm.weight": "model-00001-of-00004.safetensors",
21
+ "model.layers.1.mlp.down_proj.weight": "model-00001-of-00004.safetensors",
22
+ "model.layers.1.mlp.gate_proj.weight": "model-00001-of-00004.safetensors",
23
+ "model.layers.1.mlp.up_proj.weight": "model-00001-of-00004.safetensors",
24
+ "model.layers.1.post_attention_layernorm.weight": "model-00001-of-00004.safetensors",
25
+ "model.layers.1.self_attn.k_proj.bias": "model-00001-of-00004.safetensors",
26
+ "model.layers.1.self_attn.k_proj.weight": "model-00001-of-00004.safetensors",
27
+ "model.layers.1.self_attn.o_proj.weight": "model-00001-of-00004.safetensors",
28
+ "model.layers.1.self_attn.q_proj.bias": "model-00001-of-00004.safetensors",
29
+ "model.layers.1.self_attn.q_proj.weight": "model-00001-of-00004.safetensors",
30
+ "model.layers.1.self_attn.v_proj.bias": "model-00001-of-00004.safetensors",
31
+ "model.layers.1.self_attn.v_proj.weight": "model-00001-of-00004.safetensors",
32
+ "model.layers.10.input_layernorm.weight": "model-00002-of-00004.safetensors",
33
+ "model.layers.10.mlp.down_proj.weight": "model-00002-of-00004.safetensors",
34
+ "model.layers.10.mlp.gate_proj.weight": "model-00002-of-00004.safetensors",
35
+ "model.layers.10.mlp.up_proj.weight": "model-00002-of-00004.safetensors",
36
+ "model.layers.10.post_attention_layernorm.weight": "model-00002-of-00004.safetensors",
37
+ "model.layers.10.self_attn.k_proj.bias": "model-00002-of-00004.safetensors",
38
+ "model.layers.10.self_attn.k_proj.weight": "model-00002-of-00004.safetensors",
39
+ "model.layers.10.self_attn.o_proj.weight": "model-00002-of-00004.safetensors",
40
+ "model.layers.10.self_attn.q_proj.bias": "model-00002-of-00004.safetensors",
41
+ "model.layers.10.self_attn.q_proj.weight": "model-00002-of-00004.safetensors",
42
+ "model.layers.10.self_attn.v_proj.bias": "model-00002-of-00004.safetensors",
43
+ "model.layers.10.self_attn.v_proj.weight": "model-00002-of-00004.safetensors",
44
+ "model.layers.11.input_layernorm.weight": "model-00002-of-00004.safetensors",
45
+ "model.layers.11.mlp.down_proj.weight": "model-00002-of-00004.safetensors",
46
+ "model.layers.11.mlp.gate_proj.weight": "model-00002-of-00004.safetensors",
47
+ "model.layers.11.mlp.up_proj.weight": "model-00002-of-00004.safetensors",
48
+ "model.layers.11.post_attention_layernorm.weight": "model-00002-of-00004.safetensors",
49
+ "model.layers.11.self_attn.k_proj.bias": "model-00002-of-00004.safetensors",
50
+ "model.layers.11.self_attn.k_proj.weight": "model-00002-of-00004.safetensors",
51
+ "model.layers.11.self_attn.o_proj.weight": "model-00002-of-00004.safetensors",
52
+ "model.layers.11.self_attn.q_proj.bias": "model-00002-of-00004.safetensors",
53
+ "model.layers.11.self_attn.q_proj.weight": "model-00002-of-00004.safetensors",
54
+ "model.layers.11.self_attn.v_proj.bias": "model-00002-of-00004.safetensors",
55
+ "model.layers.11.self_attn.v_proj.weight": "model-00002-of-00004.safetensors",
56
+ "model.layers.12.input_layernorm.weight": "model-00002-of-00004.safetensors",
57
+ "model.layers.12.mlp.down_proj.weight": "model-00002-of-00004.safetensors",
58
+ "model.layers.12.mlp.gate_proj.weight": "model-00002-of-00004.safetensors",
59
+ "model.layers.12.mlp.up_proj.weight": "model-00002-of-00004.safetensors",
60
+ "model.layers.12.post_attention_layernorm.weight": "model-00002-of-00004.safetensors",
61
+ "model.layers.12.self_attn.k_proj.bias": "model-00002-of-00004.safetensors",
62
+ "model.layers.12.self_attn.k_proj.weight": "model-00002-of-00004.safetensors",
63
+ "model.layers.12.self_attn.o_proj.weight": "model-00002-of-00004.safetensors",
64
+ "model.layers.12.self_attn.q_proj.bias": "model-00002-of-00004.safetensors",
65
+ "model.layers.12.self_attn.q_proj.weight": "model-00002-of-00004.safetensors",
66
+ "model.layers.12.self_attn.v_proj.bias": "model-00002-of-00004.safetensors",
67
+ "model.layers.12.self_attn.v_proj.weight": "model-00002-of-00004.safetensors",
68
+ "model.layers.13.input_layernorm.weight": "model-00002-of-00004.safetensors",
69
+ "model.layers.13.mlp.down_proj.weight": "model-00002-of-00004.safetensors",
70
+ "model.layers.13.mlp.gate_proj.weight": "model-00002-of-00004.safetensors",
71
+ "model.layers.13.mlp.up_proj.weight": "model-00002-of-00004.safetensors",
72
+ "model.layers.13.post_attention_layernorm.weight": "model-00002-of-00004.safetensors",
73
+ "model.layers.13.self_attn.k_proj.bias": "model-00002-of-00004.safetensors",
74
+ "model.layers.13.self_attn.k_proj.weight": "model-00002-of-00004.safetensors",
75
+ "model.layers.13.self_attn.o_proj.weight": "model-00002-of-00004.safetensors",
76
+ "model.layers.13.self_attn.q_proj.bias": "model-00002-of-00004.safetensors",
77
+ "model.layers.13.self_attn.q_proj.weight": "model-00002-of-00004.safetensors",
78
+ "model.layers.13.self_attn.v_proj.bias": "model-00002-of-00004.safetensors",
79
+ "model.layers.13.self_attn.v_proj.weight": "model-00002-of-00004.safetensors",
80
+ "model.layers.14.input_layernorm.weight": "model-00002-of-00004.safetensors",
81
+ "model.layers.14.mlp.down_proj.weight": "model-00002-of-00004.safetensors",
82
+ "model.layers.14.mlp.gate_proj.weight": "model-00002-of-00004.safetensors",
83
+ "model.layers.14.mlp.up_proj.weight": "model-00002-of-00004.safetensors",
84
+ "model.layers.14.post_attention_layernorm.weight": "model-00002-of-00004.safetensors",
85
+ "model.layers.14.self_attn.k_proj.bias": "model-00002-of-00004.safetensors",
86
+ "model.layers.14.self_attn.k_proj.weight": "model-00002-of-00004.safetensors",
87
+ "model.layers.14.self_attn.o_proj.weight": "model-00002-of-00004.safetensors",
88
+ "model.layers.14.self_attn.q_proj.bias": "model-00002-of-00004.safetensors",
89
+ "model.layers.14.self_attn.q_proj.weight": "model-00002-of-00004.safetensors",
90
+ "model.layers.14.self_attn.v_proj.bias": "model-00002-of-00004.safetensors",
91
+ "model.layers.14.self_attn.v_proj.weight": "model-00002-of-00004.safetensors",
92
+ "model.layers.15.input_layernorm.weight": "model-00002-of-00004.safetensors",
93
+ "model.layers.15.mlp.down_proj.weight": "model-00002-of-00004.safetensors",
94
+ "model.layers.15.mlp.gate_proj.weight": "model-00002-of-00004.safetensors",
95
+ "model.layers.15.mlp.up_proj.weight": "model-00002-of-00004.safetensors",
96
+ "model.layers.15.post_attention_layernorm.weight": "model-00002-of-00004.safetensors",
97
+ "model.layers.15.self_attn.k_proj.bias": "model-00002-of-00004.safetensors",
98
+ "model.layers.15.self_attn.k_proj.weight": "model-00002-of-00004.safetensors",
99
+ "model.layers.15.self_attn.o_proj.weight": "model-00002-of-00004.safetensors",
100
+ "model.layers.15.self_attn.q_proj.bias": "model-00002-of-00004.safetensors",
101
+ "model.layers.15.self_attn.q_proj.weight": "model-00002-of-00004.safetensors",
102
+ "model.layers.15.self_attn.v_proj.bias": "model-00002-of-00004.safetensors",
103
+ "model.layers.15.self_attn.v_proj.weight": "model-00002-of-00004.safetensors",
104
+ "model.layers.16.input_layernorm.weight": "model-00002-of-00004.safetensors",
105
+ "model.layers.16.mlp.down_proj.weight": "model-00002-of-00004.safetensors",
106
+ "model.layers.16.mlp.gate_proj.weight": "model-00002-of-00004.safetensors",
107
+ "model.layers.16.mlp.up_proj.weight": "model-00002-of-00004.safetensors",
108
+ "model.layers.16.post_attention_layernorm.weight": "model-00002-of-00004.safetensors",
109
+ "model.layers.16.self_attn.k_proj.bias": "model-00002-of-00004.safetensors",
110
+ "model.layers.16.self_attn.k_proj.weight": "model-00002-of-00004.safetensors",
111
+ "model.layers.16.self_attn.o_proj.weight": "model-00002-of-00004.safetensors",
112
+ "model.layers.16.self_attn.q_proj.bias": "model-00002-of-00004.safetensors",
113
+ "model.layers.16.self_attn.q_proj.weight": "model-00002-of-00004.safetensors",
114
+ "model.layers.16.self_attn.v_proj.bias": "model-00002-of-00004.safetensors",
115
+ "model.layers.16.self_attn.v_proj.weight": "model-00002-of-00004.safetensors",
116
+ "model.layers.17.input_layernorm.weight": "model-00002-of-00004.safetensors",
117
+ "model.layers.17.mlp.down_proj.weight": "model-00002-of-00004.safetensors",
118
+ "model.layers.17.mlp.gate_proj.weight": "model-00002-of-00004.safetensors",
119
+ "model.layers.17.mlp.up_proj.weight": "model-00002-of-00004.safetensors",
120
+ "model.layers.17.post_attention_layernorm.weight": "model-00002-of-00004.safetensors",
121
+ "model.layers.17.self_attn.k_proj.bias": "model-00002-of-00004.safetensors",
122
+ "model.layers.17.self_attn.k_proj.weight": "model-00002-of-00004.safetensors",
123
+ "model.layers.17.self_attn.o_proj.weight": "model-00002-of-00004.safetensors",
124
+ "model.layers.17.self_attn.q_proj.bias": "model-00002-of-00004.safetensors",
125
+ "model.layers.17.self_attn.q_proj.weight": "model-00002-of-00004.safetensors",
126
+ "model.layers.17.self_attn.v_proj.bias": "model-00002-of-00004.safetensors",
127
+ "model.layers.17.self_attn.v_proj.weight": "model-00002-of-00004.safetensors",
128
+ "model.layers.18.input_layernorm.weight": "model-00002-of-00004.safetensors",
129
+ "model.layers.18.mlp.down_proj.weight": "model-00002-of-00004.safetensors",
130
+ "model.layers.18.mlp.gate_proj.weight": "model-00002-of-00004.safetensors",
131
+ "model.layers.18.mlp.up_proj.weight": "model-00002-of-00004.safetensors",
132
+ "model.layers.18.post_attention_layernorm.weight": "model-00002-of-00004.safetensors",
133
+ "model.layers.18.self_attn.k_proj.bias": "model-00002-of-00004.safetensors",
134
+ "model.layers.18.self_attn.k_proj.weight": "model-00002-of-00004.safetensors",
135
+ "model.layers.18.self_attn.o_proj.weight": "model-00002-of-00004.safetensors",
136
+ "model.layers.18.self_attn.q_proj.bias": "model-00002-of-00004.safetensors",
137
+ "model.layers.18.self_attn.q_proj.weight": "model-00002-of-00004.safetensors",
138
+ "model.layers.18.self_attn.v_proj.bias": "model-00002-of-00004.safetensors",
139
+ "model.layers.18.self_attn.v_proj.weight": "model-00002-of-00004.safetensors",
140
+ "model.layers.19.input_layernorm.weight": "model-00002-of-00004.safetensors",
141
+ "model.layers.19.mlp.down_proj.weight": "model-00002-of-00004.safetensors",
142
+ "model.layers.19.mlp.gate_proj.weight": "model-00002-of-00004.safetensors",
143
+ "model.layers.19.mlp.up_proj.weight": "model-00002-of-00004.safetensors",
144
+ "model.layers.19.post_attention_layernorm.weight": "model-00002-of-00004.safetensors",
145
+ "model.layers.19.self_attn.k_proj.bias": "model-00002-of-00004.safetensors",
146
+ "model.layers.19.self_attn.k_proj.weight": "model-00002-of-00004.safetensors",
147
+ "model.layers.19.self_attn.o_proj.weight": "model-00002-of-00004.safetensors",
148
+ "model.layers.19.self_attn.q_proj.bias": "model-00002-of-00004.safetensors",
149
+ "model.layers.19.self_attn.q_proj.weight": "model-00002-of-00004.safetensors",
150
+ "model.layers.19.self_attn.v_proj.bias": "model-00002-of-00004.safetensors",
151
+ "model.layers.19.self_attn.v_proj.weight": "model-00002-of-00004.safetensors",
152
+ "model.layers.2.input_layernorm.weight": "model-00001-of-00004.safetensors",
153
+ "model.layers.2.mlp.down_proj.weight": "model-00001-of-00004.safetensors",
154
+ "model.layers.2.mlp.gate_proj.weight": "model-00001-of-00004.safetensors",
155
+ "model.layers.2.mlp.up_proj.weight": "model-00001-of-00004.safetensors",
156
+ "model.layers.2.post_attention_layernorm.weight": "model-00001-of-00004.safetensors",
157
+ "model.layers.2.self_attn.k_proj.bias": "model-00001-of-00004.safetensors",
158
+ "model.layers.2.self_attn.k_proj.weight": "model-00001-of-00004.safetensors",
159
+ "model.layers.2.self_attn.o_proj.weight": "model-00001-of-00004.safetensors",
160
+ "model.layers.2.self_attn.q_proj.bias": "model-00001-of-00004.safetensors",
161
+ "model.layers.2.self_attn.q_proj.weight": "model-00001-of-00004.safetensors",
162
+ "model.layers.2.self_attn.v_proj.bias": "model-00001-of-00004.safetensors",
163
+ "model.layers.2.self_attn.v_proj.weight": "model-00001-of-00004.safetensors",
164
+ "model.layers.20.input_layernorm.weight": "model-00002-of-00004.safetensors",
165
+ "model.layers.20.mlp.down_proj.weight": "model-00002-of-00004.safetensors",
166
+ "model.layers.20.mlp.gate_proj.weight": "model-00002-of-00004.safetensors",
167
+ "model.layers.20.mlp.up_proj.weight": "model-00002-of-00004.safetensors",
168
+ "model.layers.20.post_attention_layernorm.weight": "model-00002-of-00004.safetensors",
169
+ "model.layers.20.self_attn.k_proj.bias": "model-00002-of-00004.safetensors",
170
+ "model.layers.20.self_attn.k_proj.weight": "model-00002-of-00004.safetensors",
171
+ "model.layers.20.self_attn.o_proj.weight": "model-00002-of-00004.safetensors",
172
+ "model.layers.20.self_attn.q_proj.bias": "model-00002-of-00004.safetensors",
173
+ "model.layers.20.self_attn.q_proj.weight": "model-00002-of-00004.safetensors",
174
+ "model.layers.20.self_attn.v_proj.bias": "model-00002-of-00004.safetensors",
175
+ "model.layers.20.self_attn.v_proj.weight": "model-00002-of-00004.safetensors",
176
+ "model.layers.21.input_layernorm.weight": "model-00003-of-00004.safetensors",
177
+ "model.layers.21.mlp.down_proj.weight": "model-00003-of-00004.safetensors",
178
+ "model.layers.21.mlp.gate_proj.weight": "model-00002-of-00004.safetensors",
179
+ "model.layers.21.mlp.up_proj.weight": "model-00003-of-00004.safetensors",
180
+ "model.layers.21.post_attention_layernorm.weight": "model-00003-of-00004.safetensors",
181
+ "model.layers.21.self_attn.k_proj.bias": "model-00002-of-00004.safetensors",
182
+ "model.layers.21.self_attn.k_proj.weight": "model-00002-of-00004.safetensors",
183
+ "model.layers.21.self_attn.o_proj.weight": "model-00002-of-00004.safetensors",
184
+ "model.layers.21.self_attn.q_proj.bias": "model-00002-of-00004.safetensors",
185
+ "model.layers.21.self_attn.q_proj.weight": "model-00002-of-00004.safetensors",
186
+ "model.layers.21.self_attn.v_proj.bias": "model-00002-of-00004.safetensors",
187
+ "model.layers.21.self_attn.v_proj.weight": "model-00002-of-00004.safetensors",
188
+ "model.layers.22.input_layernorm.weight": "model-00003-of-00004.safetensors",
189
+ "model.layers.22.mlp.down_proj.weight": "model-00003-of-00004.safetensors",
190
+ "model.layers.22.mlp.gate_proj.weight": "model-00003-of-00004.safetensors",
191
+ "model.layers.22.mlp.up_proj.weight": "model-00003-of-00004.safetensors",
192
+ "model.layers.22.post_attention_layernorm.weight": "model-00003-of-00004.safetensors",
193
+ "model.layers.22.self_attn.k_proj.bias": "model-00003-of-00004.safetensors",
194
+ "model.layers.22.self_attn.k_proj.weight": "model-00003-of-00004.safetensors",
195
+ "model.layers.22.self_attn.o_proj.weight": "model-00003-of-00004.safetensors",
196
+ "model.layers.22.self_attn.q_proj.bias": "model-00003-of-00004.safetensors",
197
+ "model.layers.22.self_attn.q_proj.weight": "model-00003-of-00004.safetensors",
198
+ "model.layers.22.self_attn.v_proj.bias": "model-00003-of-00004.safetensors",
199
+ "model.layers.22.self_attn.v_proj.weight": "model-00003-of-00004.safetensors",
200
+ "model.layers.23.input_layernorm.weight": "model-00003-of-00004.safetensors",
201
+ "model.layers.23.mlp.down_proj.weight": "model-00003-of-00004.safetensors",
202
+ "model.layers.23.mlp.gate_proj.weight": "model-00003-of-00004.safetensors",
203
+ "model.layers.23.mlp.up_proj.weight": "model-00003-of-00004.safetensors",
204
+ "model.layers.23.post_attention_layernorm.weight": "model-00003-of-00004.safetensors",
205
+ "model.layers.23.self_attn.k_proj.bias": "model-00003-of-00004.safetensors",
206
+ "model.layers.23.self_attn.k_proj.weight": "model-00003-of-00004.safetensors",
207
+ "model.layers.23.self_attn.o_proj.weight": "model-00003-of-00004.safetensors",
208
+ "model.layers.23.self_attn.q_proj.bias": "model-00003-of-00004.safetensors",
209
+ "model.layers.23.self_attn.q_proj.weight": "model-00003-of-00004.safetensors",
210
+ "model.layers.23.self_attn.v_proj.bias": "model-00003-of-00004.safetensors",
211
+ "model.layers.23.self_attn.v_proj.weight": "model-00003-of-00004.safetensors",
212
+ "model.layers.24.input_layernorm.weight": "model-00003-of-00004.safetensors",
213
+ "model.layers.24.mlp.down_proj.weight": "model-00003-of-00004.safetensors",
214
+ "model.layers.24.mlp.gate_proj.weight": "model-00003-of-00004.safetensors",
215
+ "model.layers.24.mlp.up_proj.weight": "model-00003-of-00004.safetensors",
216
+ "model.layers.24.post_attention_layernorm.weight": "model-00003-of-00004.safetensors",
217
+ "model.layers.24.self_attn.k_proj.bias": "model-00003-of-00004.safetensors",
218
+ "model.layers.24.self_attn.k_proj.weight": "model-00003-of-00004.safetensors",
219
+ "model.layers.24.self_attn.o_proj.weight": "model-00003-of-00004.safetensors",
220
+ "model.layers.24.self_attn.q_proj.bias": "model-00003-of-00004.safetensors",
221
+ "model.layers.24.self_attn.q_proj.weight": "model-00003-of-00004.safetensors",
222
+ "model.layers.24.self_attn.v_proj.bias": "model-00003-of-00004.safetensors",
223
+ "model.layers.24.self_attn.v_proj.weight": "model-00003-of-00004.safetensors",
224
+ "model.layers.25.input_layernorm.weight": "model-00003-of-00004.safetensors",
225
+ "model.layers.25.mlp.down_proj.weight": "model-00003-of-00004.safetensors",
226
+ "model.layers.25.mlp.gate_proj.weight": "model-00003-of-00004.safetensors",
227
+ "model.layers.25.mlp.up_proj.weight": "model-00003-of-00004.safetensors",
228
+ "model.layers.25.post_attention_layernorm.weight": "model-00003-of-00004.safetensors",
229
+ "model.layers.25.self_attn.k_proj.bias": "model-00003-of-00004.safetensors",
230
+ "model.layers.25.self_attn.k_proj.weight": "model-00003-of-00004.safetensors",
231
+ "model.layers.25.self_attn.o_proj.weight": "model-00003-of-00004.safetensors",
232
+ "model.layers.25.self_attn.q_proj.bias": "model-00003-of-00004.safetensors",
233
+ "model.layers.25.self_attn.q_proj.weight": "model-00003-of-00004.safetensors",
234
+ "model.layers.25.self_attn.v_proj.bias": "model-00003-of-00004.safetensors",
235
+ "model.layers.25.self_attn.v_proj.weight": "model-00003-of-00004.safetensors",
236
+ "model.layers.26.input_layernorm.weight": "model-00003-of-00004.safetensors",
237
+ "model.layers.26.mlp.down_proj.weight": "model-00003-of-00004.safetensors",
238
+ "model.layers.26.mlp.gate_proj.weight": "model-00003-of-00004.safetensors",
239
+ "model.layers.26.mlp.up_proj.weight": "model-00003-of-00004.safetensors",
240
+ "model.layers.26.post_attention_layernorm.weight": "model-00003-of-00004.safetensors",
241
+ "model.layers.26.self_attn.k_proj.bias": "model-00003-of-00004.safetensors",
242
+ "model.layers.26.self_attn.k_proj.weight": "model-00003-of-00004.safetensors",
243
+ "model.layers.26.self_attn.o_proj.weight": "model-00003-of-00004.safetensors",
244
+ "model.layers.26.self_attn.q_proj.bias": "model-00003-of-00004.safetensors",
245
+ "model.layers.26.self_attn.q_proj.weight": "model-00003-of-00004.safetensors",
246
+ "model.layers.26.self_attn.v_proj.bias": "model-00003-of-00004.safetensors",
247
+ "model.layers.26.self_attn.v_proj.weight": "model-00003-of-00004.safetensors",
248
+ "model.layers.27.input_layernorm.weight": "model-00003-of-00004.safetensors",
249
+ "model.layers.27.mlp.down_proj.weight": "model-00003-of-00004.safetensors",
250
+ "model.layers.27.mlp.gate_proj.weight": "model-00003-of-00004.safetensors",
251
+ "model.layers.27.mlp.up_proj.weight": "model-00003-of-00004.safetensors",
252
+ "model.layers.27.post_attention_layernorm.weight": "model-00003-of-00004.safetensors",
253
+ "model.layers.27.self_attn.k_proj.bias": "model-00003-of-00004.safetensors",
254
+ "model.layers.27.self_attn.k_proj.weight": "model-00003-of-00004.safetensors",
255
+ "model.layers.27.self_attn.o_proj.weight": "model-00003-of-00004.safetensors",
256
+ "model.layers.27.self_attn.q_proj.bias": "model-00003-of-00004.safetensors",
257
+ "model.layers.27.self_attn.q_proj.weight": "model-00003-of-00004.safetensors",
258
+ "model.layers.27.self_attn.v_proj.bias": "model-00003-of-00004.safetensors",
259
+ "model.layers.27.self_attn.v_proj.weight": "model-00003-of-00004.safetensors",
260
+ "model.layers.28.input_layernorm.weight": "model-00003-of-00004.safetensors",
261
+ "model.layers.28.mlp.down_proj.weight": "model-00003-of-00004.safetensors",
262
+ "model.layers.28.mlp.gate_proj.weight": "model-00003-of-00004.safetensors",
263
+ "model.layers.28.mlp.up_proj.weight": "model-00003-of-00004.safetensors",
264
+ "model.layers.28.post_attention_layernorm.weight": "model-00003-of-00004.safetensors",
265
+ "model.layers.28.self_attn.k_proj.bias": "model-00003-of-00004.safetensors",
266
+ "model.layers.28.self_attn.k_proj.weight": "model-00003-of-00004.safetensors",
267
+ "model.layers.28.self_attn.o_proj.weight": "model-00003-of-00004.safetensors",
268
+ "model.layers.28.self_attn.q_proj.bias": "model-00003-of-00004.safetensors",
269
+ "model.layers.28.self_attn.q_proj.weight": "model-00003-of-00004.safetensors",
270
+ "model.layers.28.self_attn.v_proj.bias": "model-00003-of-00004.safetensors",
271
+ "model.layers.28.self_attn.v_proj.weight": "model-00003-of-00004.safetensors",
272
+ "model.layers.29.input_layernorm.weight": "model-00003-of-00004.safetensors",
273
+ "model.layers.29.mlp.down_proj.weight": "model-00003-of-00004.safetensors",
274
+ "model.layers.29.mlp.gate_proj.weight": "model-00003-of-00004.safetensors",
275
+ "model.layers.29.mlp.up_proj.weight": "model-00003-of-00004.safetensors",
276
+ "model.layers.29.post_attention_layernorm.weight": "model-00003-of-00004.safetensors",
277
+ "model.layers.29.self_attn.k_proj.bias": "model-00003-of-00004.safetensors",
278
+ "model.layers.29.self_attn.k_proj.weight": "model-00003-of-00004.safetensors",
279
+ "model.layers.29.self_attn.o_proj.weight": "model-00003-of-00004.safetensors",
280
+ "model.layers.29.self_attn.q_proj.bias": "model-00003-of-00004.safetensors",
281
+ "model.layers.29.self_attn.q_proj.weight": "model-00003-of-00004.safetensors",
282
+ "model.layers.29.self_attn.v_proj.bias": "model-00003-of-00004.safetensors",
283
+ "model.layers.29.self_attn.v_proj.weight": "model-00003-of-00004.safetensors",
284
+ "model.layers.3.input_layernorm.weight": "model-00001-of-00004.safetensors",
285
+ "model.layers.3.mlp.down_proj.weight": "model-00001-of-00004.safetensors",
286
+ "model.layers.3.mlp.gate_proj.weight": "model-00001-of-00004.safetensors",
287
+ "model.layers.3.mlp.up_proj.weight": "model-00001-of-00004.safetensors",
288
+ "model.layers.3.post_attention_layernorm.weight": "model-00001-of-00004.safetensors",
289
+ "model.layers.3.self_attn.k_proj.bias": "model-00001-of-00004.safetensors",
290
+ "model.layers.3.self_attn.k_proj.weight": "model-00001-of-00004.safetensors",
291
+ "model.layers.3.self_attn.o_proj.weight": "model-00001-of-00004.safetensors",
292
+ "model.layers.3.self_attn.q_proj.bias": "model-00001-of-00004.safetensors",
293
+ "model.layers.3.self_attn.q_proj.weight": "model-00001-of-00004.safetensors",
294
+ "model.layers.3.self_attn.v_proj.bias": "model-00001-of-00004.safetensors",
295
+ "model.layers.3.self_attn.v_proj.weight": "model-00001-of-00004.safetensors",
296
+ "model.layers.30.input_layernorm.weight": "model-00003-of-00004.safetensors",
297
+ "model.layers.30.mlp.down_proj.weight": "model-00003-of-00004.safetensors",
298
+ "model.layers.30.mlp.gate_proj.weight": "model-00003-of-00004.safetensors",
299
+ "model.layers.30.mlp.up_proj.weight": "model-00003-of-00004.safetensors",
300
+ "model.layers.30.post_attention_layernorm.weight": "model-00003-of-00004.safetensors",
301
+ "model.layers.30.self_attn.k_proj.bias": "model-00003-of-00004.safetensors",
302
+ "model.layers.30.self_attn.k_proj.weight": "model-00003-of-00004.safetensors",
303
+ "model.layers.30.self_attn.o_proj.weight": "model-00003-of-00004.safetensors",
304
+ "model.layers.30.self_attn.q_proj.bias": "model-00003-of-00004.safetensors",
305
+ "model.layers.30.self_attn.q_proj.weight": "model-00003-of-00004.safetensors",
306
+ "model.layers.30.self_attn.v_proj.bias": "model-00003-of-00004.safetensors",
307
+ "model.layers.30.self_attn.v_proj.weight": "model-00003-of-00004.safetensors",
308
+ "model.layers.31.input_layernorm.weight": "model-00003-of-00004.safetensors",
309
+ "model.layers.31.mlp.down_proj.weight": "model-00003-of-00004.safetensors",
310
+ "model.layers.31.mlp.gate_proj.weight": "model-00003-of-00004.safetensors",
311
+ "model.layers.31.mlp.up_proj.weight": "model-00003-of-00004.safetensors",
312
+ "model.layers.31.post_attention_layernorm.weight": "model-00003-of-00004.safetensors",
313
+ "model.layers.31.self_attn.k_proj.bias": "model-00003-of-00004.safetensors",
314
+ "model.layers.31.self_attn.k_proj.weight": "model-00003-of-00004.safetensors",
315
+ "model.layers.31.self_attn.o_proj.weight": "model-00003-of-00004.safetensors",
316
+ "model.layers.31.self_attn.q_proj.bias": "model-00003-of-00004.safetensors",
317
+ "model.layers.31.self_attn.q_proj.weight": "model-00003-of-00004.safetensors",
318
+ "model.layers.31.self_attn.v_proj.bias": "model-00003-of-00004.safetensors",
319
+ "model.layers.31.self_attn.v_proj.weight": "model-00003-of-00004.safetensors",
320
+ "model.layers.4.input_layernorm.weight": "model-00001-of-00004.safetensors",
321
+ "model.layers.4.mlp.down_proj.weight": "model-00001-of-00004.safetensors",
322
+ "model.layers.4.mlp.gate_proj.weight": "model-00001-of-00004.safetensors",
323
+ "model.layers.4.mlp.up_proj.weight": "model-00001-of-00004.safetensors",
324
+ "model.layers.4.post_attention_layernorm.weight": "model-00001-of-00004.safetensors",
325
+ "model.layers.4.self_attn.k_proj.bias": "model-00001-of-00004.safetensors",
326
+ "model.layers.4.self_attn.k_proj.weight": "model-00001-of-00004.safetensors",
327
+ "model.layers.4.self_attn.o_proj.weight": "model-00001-of-00004.safetensors",
328
+ "model.layers.4.self_attn.q_proj.bias": "model-00001-of-00004.safetensors",
329
+ "model.layers.4.self_attn.q_proj.weight": "model-00001-of-00004.safetensors",
330
+ "model.layers.4.self_attn.v_proj.bias": "model-00001-of-00004.safetensors",
331
+ "model.layers.4.self_attn.v_proj.weight": "model-00001-of-00004.safetensors",
332
+ "model.layers.5.input_layernorm.weight": "model-00001-of-00004.safetensors",
333
+ "model.layers.5.mlp.down_proj.weight": "model-00001-of-00004.safetensors",
334
+ "model.layers.5.mlp.gate_proj.weight": "model-00001-of-00004.safetensors",
335
+ "model.layers.5.mlp.up_proj.weight": "model-00001-of-00004.safetensors",
336
+ "model.layers.5.post_attention_layernorm.weight": "model-00001-of-00004.safetensors",
337
+ "model.layers.5.self_attn.k_proj.bias": "model-00001-of-00004.safetensors",
338
+ "model.layers.5.self_attn.k_proj.weight": "model-00001-of-00004.safetensors",
339
+ "model.layers.5.self_attn.o_proj.weight": "model-00001-of-00004.safetensors",
340
+ "model.layers.5.self_attn.q_proj.bias": "model-00001-of-00004.safetensors",
341
+ "model.layers.5.self_attn.q_proj.weight": "model-00001-of-00004.safetensors",
342
+ "model.layers.5.self_attn.v_proj.bias": "model-00001-of-00004.safetensors",
343
+ "model.layers.5.self_attn.v_proj.weight": "model-00001-of-00004.safetensors",
344
+ "model.layers.6.input_layernorm.weight": "model-00001-of-00004.safetensors",
345
+ "model.layers.6.mlp.down_proj.weight": "model-00001-of-00004.safetensors",
346
+ "model.layers.6.mlp.gate_proj.weight": "model-00001-of-00004.safetensors",
347
+ "model.layers.6.mlp.up_proj.weight": "model-00001-of-00004.safetensors",
348
+ "model.layers.6.post_attention_layernorm.weight": "model-00001-of-00004.safetensors",
349
+ "model.layers.6.self_attn.k_proj.bias": "model-00001-of-00004.safetensors",
350
+ "model.layers.6.self_attn.k_proj.weight": "model-00001-of-00004.safetensors",
351
+ "model.layers.6.self_attn.o_proj.weight": "model-00001-of-00004.safetensors",
352
+ "model.layers.6.self_attn.q_proj.bias": "model-00001-of-00004.safetensors",
353
+ "model.layers.6.self_attn.q_proj.weight": "model-00001-of-00004.safetensors",
354
+ "model.layers.6.self_attn.v_proj.bias": "model-00001-of-00004.safetensors",
355
+ "model.layers.6.self_attn.v_proj.weight": "model-00001-of-00004.safetensors",
356
+ "model.layers.7.input_layernorm.weight": "model-00001-of-00004.safetensors",
357
+ "model.layers.7.mlp.down_proj.weight": "model-00001-of-00004.safetensors",
358
+ "model.layers.7.mlp.gate_proj.weight": "model-00001-of-00004.safetensors",
359
+ "model.layers.7.mlp.up_proj.weight": "model-00001-of-00004.safetensors",
360
+ "model.layers.7.post_attention_layernorm.weight": "model-00001-of-00004.safetensors",
361
+ "model.layers.7.self_attn.k_proj.bias": "model-00001-of-00004.safetensors",
362
+ "model.layers.7.self_attn.k_proj.weight": "model-00001-of-00004.safetensors",
363
+ "model.layers.7.self_attn.o_proj.weight": "model-00001-of-00004.safetensors",
364
+ "model.layers.7.self_attn.q_proj.bias": "model-00001-of-00004.safetensors",
365
+ "model.layers.7.self_attn.q_proj.weight": "model-00001-of-00004.safetensors",
366
+ "model.layers.7.self_attn.v_proj.bias": "model-00001-of-00004.safetensors",
367
+ "model.layers.7.self_attn.v_proj.weight": "model-00001-of-00004.safetensors",
368
+ "model.layers.8.input_layernorm.weight": "model-00001-of-00004.safetensors",
369
+ "model.layers.8.mlp.down_proj.weight": "model-00001-of-00004.safetensors",
370
+ "model.layers.8.mlp.gate_proj.weight": "model-00001-of-00004.safetensors",
371
+ "model.layers.8.mlp.up_proj.weight": "model-00001-of-00004.safetensors",
372
+ "model.layers.8.post_attention_layernorm.weight": "model-00001-of-00004.safetensors",
373
+ "model.layers.8.self_attn.k_proj.bias": "model-00001-of-00004.safetensors",
374
+ "model.layers.8.self_attn.k_proj.weight": "model-00001-of-00004.safetensors",
375
+ "model.layers.8.self_attn.o_proj.weight": "model-00001-of-00004.safetensors",
376
+ "model.layers.8.self_attn.q_proj.bias": "model-00001-of-00004.safetensors",
377
+ "model.layers.8.self_attn.q_proj.weight": "model-00001-of-00004.safetensors",
378
+ "model.layers.8.self_attn.v_proj.bias": "model-00001-of-00004.safetensors",
379
+ "model.layers.8.self_attn.v_proj.weight": "model-00001-of-00004.safetensors",
380
+ "model.layers.9.input_layernorm.weight": "model-00002-of-00004.safetensors",
381
+ "model.layers.9.mlp.down_proj.weight": "model-00002-of-00004.safetensors",
382
+ "model.layers.9.mlp.gate_proj.weight": "model-00002-of-00004.safetensors",
383
+ "model.layers.9.mlp.up_proj.weight": "model-00002-of-00004.safetensors",
384
+ "model.layers.9.post_attention_layernorm.weight": "model-00002-of-00004.safetensors",
385
+ "model.layers.9.self_attn.k_proj.bias": "model-00001-of-00004.safetensors",
386
+ "model.layers.9.self_attn.k_proj.weight": "model-00001-of-00004.safetensors",
387
+ "model.layers.9.self_attn.o_proj.weight": "model-00002-of-00004.safetensors",
388
+ "model.layers.9.self_attn.q_proj.bias": "model-00001-of-00004.safetensors",
389
+ "model.layers.9.self_attn.q_proj.weight": "model-00001-of-00004.safetensors",
390
+ "model.layers.9.self_attn.v_proj.bias": "model-00001-of-00004.safetensors",
391
+ "model.layers.9.self_attn.v_proj.weight": "model-00001-of-00004.safetensors",
392
+ "model.norm.weight": "model-00003-of-00004.safetensors"
393
+ }
394
+ }
quant_config.json ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ {
2
+ "zero_point": true,
3
+ "q_group_size": 128,
4
+ "w_bit": 4,
5
+ "version": "GEMM",
6
+ "modules_to_not_convert": null
7
+ }
special_tokens_map.json ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "additional_special_tokens": [
3
+ "<|im_start|>",
4
+ "<|im_end|>"
5
+ ],
6
+ "eos_token": {
7
+ "content": "<|im_end|>",
8
+ "lstrip": false,
9
+ "normalized": false,
10
+ "rstrip": false,
11
+ "single_word": false
12
+ },
13
+ "pad_token": {
14
+ "content": "<|endoftext|>",
15
+ "lstrip": false,
16
+ "normalized": false,
17
+ "rstrip": false,
18
+ "single_word": false
19
+ }
20
+ }
tokenizer.json ADDED
The diff for this file is too large to render. See raw diff
 
tokenizer_config.json ADDED
@@ -0,0 +1,43 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "add_prefix_space": false,
3
+ "added_tokens_decoder": {
4
+ "151643": {
5
+ "content": "<|endoftext|>",
6
+ "lstrip": false,
7
+ "normalized": false,
8
+ "rstrip": false,
9
+ "single_word": false,
10
+ "special": true
11
+ },
12
+ "151644": {
13
+ "content": "<|im_start|>",
14
+ "lstrip": false,
15
+ "normalized": false,
16
+ "rstrip": false,
17
+ "single_word": false,
18
+ "special": true
19
+ },
20
+ "151645": {
21
+ "content": "<|im_end|>",
22
+ "lstrip": false,
23
+ "normalized": false,
24
+ "rstrip": false,
25
+ "single_word": false,
26
+ "special": true
27
+ }
28
+ },
29
+ "additional_special_tokens": [
30
+ "<|im_start|>",
31
+ "<|im_end|>"
32
+ ],
33
+ "bos_token": null,
34
+ "chat_template": "{% for message in messages %}{{'<|im_start|>' + message['role'] + '\n' + message['content'] + '<|im_end|>' + '\n'}}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant\n' }}{% endif %}",
35
+ "clean_up_tokenization_spaces": false,
36
+ "eos_token": "<|im_end|>",
37
+ "errors": "replace",
38
+ "model_max_length": 32768,
39
+ "pad_token": "<|endoftext|>",
40
+ "split_special_tokens": false,
41
+ "tokenizer_class": "Qwen2Tokenizer",
42
+ "unk_token": null
43
+ }
vocab.json ADDED
The diff for this file is too large to render. See raw diff