Hugging Face's logo

beyoru
/
Luna-SRSA-Uncensored

Text Generation
Transformers
Safetensors
qwen3
uncensored
srsa
abliterated
roleplay
conversational
text-generation-inference
Model card Files
xet
 Community
beyoru commited on
Commit
5cede05
·
verified ·
1 Parent(s): 5c3561c

Upload Luna MNN 4-bit quantized model

Browse files
Files changed (9) hide show
  1. .gitattributes +1 -0
  2. README.md +35 -0
  3. chat_template.jinja +86 -0
  4. config.json +71 -0
  5. generation_config.json +13 -0
  6. model.safetensors +3 -0
  7. srsa_analysis.json +195 -0
  8. tokenizer.json +3 -0
  9. tokenizer_config.json +31 -0
.gitattributes CHANGED
@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
33
  *.zip filter=lfs diff=lfs merge=lfs -text
34
  *.zst filter=lfs diff=lfs merge=lfs -text
35
  *tfevents* filter=lfs diff=lfs merge=lfs -text
 
 
33
  *.zip filter=lfs diff=lfs merge=lfs -text
34
  *.zst filter=lfs diff=lfs merge=lfs -text
35
  *tfevents* filter=lfs diff=lfs merge=lfs -text
36
+ tokenizer.json filter=lfs diff=lfs merge=lfs -text
README.md ADDED
@@ -0,0 +1,35 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ license: mit
3
+ base_model: beyoru/Luna
4
+ tags:
5
+ - uncensored
6
+ - srsa
7
+ - abliterated
8
+ - roleplay
9
+ - qwen3
10
+ ---
11
+
12
+ # Luna-SRSA-Uncensored
13
+
14
+ Uncensored version of `beyoru/Luna` via **SRSA (Spectral Refusal Subspace Ablation)**.
15
+
16
+ ## Method
17
+
18
+ SRSA differs from standard abliteration by using:
19
+ - **3-prong spectral discovery**: mean diff + differential PCA + contrastive SVD
20
+ - **Capability-aware filtering**: PCA overlap check to protect useful directions
21
+ - **Graduated per-layer intervention**: weighted by Cohen's d separability
22
+ - **Spectral norm preservation**: hybrid 70/30 spectral+Frobenius scaling
23
+
24
+ ## Config
25
+ - Max rank/layer: 3
26
+ - Strength: 0.95
27
+ - Eigenratio threshold: 0.12
28
+ - Capability protection: 0.25
29
+ - Layers modified: 36
30
+ - Total directions removed: 84
31
+
32
+ ## Stats
33
+ - Harmful refusals after SRSA: 2/8
34
+ - Harmless coherence: 4/4
35
+ - RP capability: 2/2
chat_template.jinja ADDED
@@ -0,0 +1,86 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {%- if tools %}
2
+ {{- '<|im_start|>system\n' }}
3
+ {%- if messages[0].role == 'system' %}
4
+ {{- messages[0].content + '\n\n' }}
5
+ {%- endif %}
6
+ {{- "# 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>" }}
7
+ {%- for tool in tools %}
8
+ {{- "\n" }}
9
+ {{- tool | tojson }}
10
+ {%- endfor %}
11
+ {{- "\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" }}
12
+ {%- else %}
13
+ {%- if messages[0].role == 'system' %}
14
+ {{- '<|im_start|>system\n' + messages[0].content + '<|im_end|>\n' }}
15
+ {%- endif %}
16
+ {%- endif %}
17
+ {%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}
18
+ {%- for message in messages[::-1] %}
19
+ {%- set index = (messages|length - 1) - loop.index0 %}
20
+ {%- if ns.multi_step_tool and message.role == "user" and message.content is string and not(message.content.startswith('<tool_response>') and message.content.endswith('</tool_response>')) %}
21
+ {%- set ns.multi_step_tool = false %}
22
+ {%- set ns.last_query_index = index %}
23
+ {%- endif %}
24
+ {%- endfor %}
25
+ {%- for message in messages %}
26
+ {%- if message.content is string %}
27
+ {%- set content = message.content %}
28
+ {%- else %}
29
+ {%- set content = '' %}
30
+ {%- endif %}
31
+ {%- if (message.role == "user") or (message.role == "system" and not loop.first) %}
32
+ {{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>' + '\n' }}
33
+ {%- elif message.role == "assistant" %}
34
+ {%- set reasoning_content = '' %}
35
+ {%- if message.reasoning_content is string %}
36
+ {%- set reasoning_content = message.reasoning_content %}
37
+ {%- else %}
38
+ {%- if '</think>' in content %}
39
+ {%- set reasoning_content = content.split('</think>')[0].rstrip('\n').split('<think>')[-1].lstrip('\n') %}
40
+ {%- set content = content.split('</think>')[-1].lstrip('\n') %}
41
+ {%- endif %}
42
+ {%- endif %}
43
+ {%- if loop.index0 > ns.last_query_index %}
44
+ {%- if loop.last or (not loop.last and reasoning_content) %}
45
+ {{- '<|im_start|>' + message.role + '\n<think>\n' + reasoning_content.strip('\n') + '\n</think>\n\n' + content.lstrip('\n') }}
46
+ {%- else %}
47
+ {{- '<|im_start|>' + message.role + '\n' + content }}
48
+ {%- endif %}
49
+ {%- else %}
50
+ {{- '<|im_start|>' + message.role + '\n' + content }}
51
+ {%- endif %}
52
+ {%- if message.tool_calls %}
53
+ {%- for tool_call in message.tool_calls %}
54
+ {%- if (loop.first and content) or (not loop.first) %}
55
+ {{- '\n' }}
56
+ {%- endif %}
57
+ {%- if tool_call.function %}
58
+ {%- set tool_call = tool_call.function %}
59
+ {%- endif %}
60
+ {{- '<tool_call>\n{"name": "' }}
61
+ {{- tool_call.name }}
62
+ {{- '", "arguments": ' }}
63
+ {%- if tool_call.arguments is string %}
64
+ {{- tool_call.arguments }}
65
+ {%- else %}
66
+ {{- tool_call.arguments | tojson }}
67
+ {%- endif %}
68
+ {{- '}\n</tool_call>' }}
69
+ {%- endfor %}
70
+ {%- endif %}
71
+ {{- '<|im_end|>\n' }}
72
+ {%- elif message.role == "tool" %}
73
+ {%- if loop.first or (messages[loop.index0 - 1].role != "tool") %}
74
+ {{- '<|im_start|>user' }}
75
+ {%- endif %}
76
+ {{- '\n<tool_response>\n' }}
77
+ {{- content }}
78
+ {{- '\n</tool_response>' }}
79
+ {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
80
+ {{- '<|im_end|>\n' }}
81
+ {%- endif %}
82
+ {%- endif %}
83
+ {%- endfor %}
84
+ {%- if add_generation_prompt %}
85
+ {{- '<|im_start|>assistant\n' }}
86
+ {%- endif %}
config.json ADDED
@@ -0,0 +1,71 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "architectures": [
3
+ "Qwen3ForCausalLM"
4
+ ],
5
+ "attention_bias": false,
6
+ "attention_dropout": 0.0,
7
+ "bos_token_id": 151643,
8
+ "dtype": "bfloat16",
9
+ "eos_token_id": 151645,
10
+ "head_dim": 128,
11
+ "hidden_act": "silu",
12
+ "hidden_size": 2560,
13
+ "initializer_range": 0.02,
14
+ "intermediate_size": 9728,
15
+ "layer_types": [
16
+ "full_attention",
17
+ "full_attention",
18
+ "full_attention",
19
+ "full_attention",
20
+ "full_attention",
21
+ "full_attention",
22
+ "full_attention",
23
+ "full_attention",
24
+ "full_attention",
25
+ "full_attention",
26
+ "full_attention",
27
+ "full_attention",
28
+ "full_attention",
29
+ "full_attention",
30
+ "full_attention",
31
+ "full_attention",
32
+ "full_attention",
33
+ "full_attention",
34
+ "full_attention",
35
+ "full_attention",
36
+ "full_attention",
37
+ "full_attention",
38
+ "full_attention",
39
+ "full_attention",
40
+ "full_attention",
41
+ "full_attention",
42
+ "full_attention",
43
+ "full_attention",
44
+ "full_attention",
45
+ "full_attention",
46
+ "full_attention",
47
+ "full_attention",
48
+ "full_attention",
49
+ "full_attention",
50
+ "full_attention",
51
+ "full_attention"
52
+ ],
53
+ "max_position_embeddings": 262144,
54
+ "max_window_layers": 36,
55
+ "model_type": "qwen3",
56
+ "num_attention_heads": 32,
57
+ "num_hidden_layers": 36,
58
+ "num_key_value_heads": 8,
59
+ "pad_token_id": null,
60
+ "rms_norm_eps": 1e-06,
61
+ "rope_parameters": {
62
+ "rope_theta": 5000000,
63
+ "rope_type": "default"
64
+ },
65
+ "sliding_window": null,
66
+ "tie_word_embeddings": true,
67
+ "transformers_version": "5.0.0",
68
+ "use_cache": true,
69
+ "use_sliding_window": false,
70
+ "vocab_size": 151936
71
+ }
generation_config.json ADDED
@@ -0,0 +1,13 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "bos_token_id": 151643,
3
+ "do_sample": true,
4
+ "eos_token_id": [
5
+ 151645,
6
+ 151643
7
+ ],
8
+ "pad_token_id": 151643,
9
+ "temperature": 0.7,
10
+ "top_k": 20,
11
+ "top_p": 0.8,
12
+ "transformers_version": "5.0.0"
13
+ }
model.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:15f1b99cd6dbf2d7da7aa55cf592fdf1d9df16cb00e5501a76b2a009d32b74bc
3
+ size 8044982080
srsa_analysis.json ADDED
@@ -0,0 +1,195 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "config": {
3
+ "model": "beyoru/Luna",
4
+ "max_rank": 3,
5
+ "strength": 0.95,
6
+ "min_eigenratio": 0.12,
7
+ "capability_protection": 0.25
8
+ },
9
+ "layer_stats": [
10
+ {
11
+ "layer": 0,
12
+ "n_dirs": 3,
13
+ "strength": 0.29401210353601287
14
+ },
15
+ {
16
+ "layer": 1,
17
+ "n_dirs": 2,
18
+ "strength": 0.2917754046855508
19
+ },
20
+ {
21
+ "layer": 2,
22
+ "n_dirs": 2,
23
+ "strength": 0.3115962164422338
24
+ },
25
+ {
26
+ "layer": 3,
27
+ "n_dirs": 2,
28
+ "strength": 0.48054619679620614
29
+ },
30
+ {
31
+ "layer": 4,
32
+ "n_dirs": 2,
33
+ "strength": 0.43226880931003825
34
+ },
35
+ {
36
+ "layer": 5,
37
+ "n_dirs": 2,
38
+ "strength": 0.41851801772025127
39
+ },
40
+ {
41
+ "layer": 6,
42
+ "n_dirs": 2,
43
+ "strength": 0.3557159060717538
44
+ },
45
+ {
46
+ "layer": 7,
47
+ "n_dirs": 2,
48
+ "strength": 0.3465762291130352
49
+ },
50
+ {
51
+ "layer": 8,
52
+ "n_dirs": 2,
53
+ "strength": 0.36751805598055237
54
+ },
55
+ {
56
+ "layer": 9,
57
+ "n_dirs": 2,
58
+ "strength": 0.40741677449259384
59
+ },
60
+ {
61
+ "layer": 10,
62
+ "n_dirs": 2,
63
+ "strength": 0.44665410147593665
64
+ },
65
+ {
66
+ "layer": 11,
67
+ "n_dirs": 2,
68
+ "strength": 0.7389669674778427
69
+ },
70
+ {
71
+ "layer": 12,
72
+ "n_dirs": 2,
73
+ "strength": 0.774626134098153
74
+ },
75
+ {
76
+ "layer": 13,
77
+ "n_dirs": 2,
78
+ "strength": 0.7739796937054256
79
+ },
80
+ {
81
+ "layer": 14,
82
+ "n_dirs": 2,
83
+ "strength": 0.7895180699594949
84
+ },
85
+ {
86
+ "layer": 15,
87
+ "n_dirs": 2,
88
+ "strength": 0.7180429028228088
89
+ },
90
+ {
91
+ "layer": 16,
92
+ "n_dirs": 2,
93
+ "strength": 0.7626604265352032
94
+ },
95
+ {
96
+ "layer": 17,
97
+ "n_dirs": 2,
98
+ "strength": 0.8240846060478203
99
+ },
100
+ {
101
+ "layer": 18,
102
+ "n_dirs": 2,
103
+ "strength": 0.9034583636706769
104
+ },
105
+ {
106
+ "layer": 19,
107
+ "n_dirs": 2,
108
+ "strength": 0.9282506479241859
109
+ },
110
+ {
111
+ "layer": 20,
112
+ "n_dirs": 2,
113
+ "strength": 0.9380889909189546
114
+ },
115
+ {
116
+ "layer": 21,
117
+ "n_dirs": 2,
118
+ "strength": 0.939409923706219
119
+ },
120
+ {
121
+ "layer": 22,
122
+ "n_dirs": 2,
123
+ "strength": 0.946654058699486
124
+ },
125
+ {
126
+ "layer": 23,
127
+ "n_dirs": 2,
128
+ "strength": 0.9502904263504464
129
+ },
130
+ {
131
+ "layer": 24,
132
+ "n_dirs": 2,
133
+ "strength": 0.9544458704502765
134
+ },
135
+ {
136
+ "layer": 25,
137
+ "n_dirs": 3,
138
+ "strength": 0.953130743489159
139
+ },
140
+ {
141
+ "layer": 26,
142
+ "n_dirs": 3,
143
+ "strength": 0.950968290818247
144
+ },
145
+ {
146
+ "layer": 27,
147
+ "n_dirs": 3,
148
+ "strength": 0.955541026355603
149
+ },
150
+ {
151
+ "layer": 28,
152
+ "n_dirs": 3,
153
+ "strength": 0.9554455579874419
154
+ },
155
+ {
156
+ "layer": 29,
157
+ "n_dirs": 3,
158
+ "strength": 0.9543950906540449
159
+ },
160
+ {
161
+ "layer": 30,
162
+ "n_dirs": 3,
163
+ "strength": 0.9584300467485165
164
+ },
165
+ {
166
+ "layer": 31,
167
+ "n_dirs": 3,
168
+ "strength": 0.9582414817299362
169
+ },
170
+ {
171
+ "layer": 32,
172
+ "n_dirs": 3,
173
+ "strength": 0.9539728189378939
174
+ },
175
+ {
176
+ "layer": 33,
177
+ "n_dirs": 3,
178
+ "strength": 0.9535894113253833
179
+ },
180
+ {
181
+ "layer": 34,
182
+ "n_dirs": 3,
183
+ "strength": 0.9612463998973981
184
+ },
185
+ {
186
+ "layer": 35,
187
+ "n_dirs": 3,
188
+ "strength": 0.9608501117056393
189
+ }
190
+ ],
191
+ "intervention_stats": {
192
+ "layers_modified": 36,
193
+ "total_directions": 84
194
+ }
195
+ }
tokenizer.json ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:b064181fd20c7d19d5613f061552279d7dcbb8210ffde80386e2a9a6ddf996e7
3
+ size 11422748
tokenizer_config.json ADDED
@@ -0,0 +1,31 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "add_prefix_space": false,
3
+ "backend": "tokenizers",
4
+ "bos_token": null,
5
+ "clean_up_tokenization_spaces": false,
6
+ "eos_token": "<|im_end|>",
7
+ "errors": "replace",
8
+ "extra_special_tokens": [
9
+ "<|im_start|>",
10
+ "<|im_end|>",
11
+ "<|object_ref_start|>",
12
+ "<|object_ref_end|>",
13
+ "<|box_start|>",
14
+ "<|box_end|>",
15
+ "<|quad_start|>",
16
+ "<|quad_end|>",
17
+ "<|vision_start|>",
18
+ "<|vision_end|>",
19
+ "<|vision_pad|>",
20
+ "<|image_pad|>",
21
+ "<|video_pad|>"
22
+ ],
23
+ "is_local": false,
24
+ "model_max_length": 262144,
25
+ "model_specific_special_tokens": {},
26
+ "pad_token": "<|endoftext|>",
27
+ "padding_side": "left",
28
+ "split_special_tokens": false,
29
+ "tokenizer_class": "Qwen2Tokenizer",
30
+ "unk_token": null
31
+ }