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jeff-legacy
/
Jeff-Qwen3.5-0.8B

Zero-Shot Classification
Transformers
Safetensors
English
qwen3_5
feature-extraction
decision-model
calibration
system-1
local
Eval Results
Model card Files
xet
 Community
3
mstrasser commited on
Commit
aec5564
·
verified ·
1 Parent(s): 1cde708

Model weights (0.8b-20260928-0540)

Browse files
Files changed (9) hide show
  1. .gitattributes +1 -0
  2. chat_template.jinja +154 -0
  3. config.json +105 -0
  4. decision_config.json +539 -0
  5. model.safetensors +3 -0
  6. processor_config.json +61 -0
  7. readout.safetensors +3 -0
  8. tokenizer.json +3 -0
  9. tokenizer_config.json +33 -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
chat_template.jinja ADDED
@@ -0,0 +1,154 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {%- set image_count = namespace(value=0) %}
2
+ {%- set video_count = namespace(value=0) %}
3
+ {%- macro render_content(content, do_vision_count, is_system_content=false) %}
4
+ {%- if content is string %}
5
+ {{- content }}
6
+ {%- elif content is iterable and content is not mapping %}
7
+ {%- for item in content %}
8
+ {%- if 'image' in item or 'image_url' in item or item.type == 'image' %}
9
+ {%- if is_system_content %}
10
+ {{- raise_exception('System message cannot contain images.') }}
11
+ {%- endif %}
12
+ {%- if do_vision_count %}
13
+ {%- set image_count.value = image_count.value + 1 %}
14
+ {%- endif %}
15
+ {%- if add_vision_id %}
16
+ {{- 'Picture ' ~ image_count.value ~ ': ' }}
17
+ {%- endif %}
18
+ {{- '<|vision_start|><|image_pad|><|vision_end|>' }}
19
+ {%- elif 'video' in item or item.type == 'video' %}
20
+ {%- if is_system_content %}
21
+ {{- raise_exception('System message cannot contain videos.') }}
22
+ {%- endif %}
23
+ {%- if do_vision_count %}
24
+ {%- set video_count.value = video_count.value + 1 %}
25
+ {%- endif %}
26
+ {%- if add_vision_id %}
27
+ {{- 'Video ' ~ video_count.value ~ ': ' }}
28
+ {%- endif %}
29
+ {{- '<|vision_start|><|video_pad|><|vision_end|>' }}
30
+ {%- elif 'text' in item %}
31
+ {{- item.text }}
32
+ {%- else %}
33
+ {{- raise_exception('Unexpected item type in content.') }}
34
+ {%- endif %}
35
+ {%- endfor %}
36
+ {%- elif content is none or content is undefined %}
37
+ {{- '' }}
38
+ {%- else %}
39
+ {{- raise_exception('Unexpected content type.') }}
40
+ {%- endif %}
41
+ {%- endmacro %}
42
+ {%- if not messages %}
43
+ {{- raise_exception('No messages provided.') }}
44
+ {%- endif %}
45
+ {%- if tools and tools is iterable and tools is not mapping %}
46
+ {{- '<|im_start|>system\n' }}
47
+ {{- "# Tools\n\nYou have access to the following functions:\n\n<tools>" }}
48
+ {%- for tool in tools %}
49
+ {{- "\n" }}
50
+ {{- tool | tojson }}
51
+ {%- endfor %}
52
+ {{- "\n</tools>" }}
53
+ {{- '\n\nIf you choose to call a function ONLY reply in the following format with NO suffix:\n\n<tool_call>\n<function=example_function_name>\n<parameter=example_parameter_1>\nvalue_1\n</parameter>\n<parameter=example_parameter_2>\nThis is the value for the second parameter\nthat can span\nmultiple lines\n</parameter>\n</function>\n</tool_call>\n\n<IMPORTANT>\nReminder:\n- Function calls MUST follow the specified format: an inner <function=...></function> block must be nested within <tool_call></tool_call> XML tags\n- Required parameters MUST be specified\n- You may provide optional reasoning for your function call in natural language BEFORE the function call, but NOT after\n- If there is no function call available, answer the question like normal with your current knowledge and do not tell the user about function calls\n</IMPORTANT>' }}
54
+ {%- if messages[0].role == 'system' %}
55
+ {%- set content = render_content(messages[0].content, false, true)|trim %}
56
+ {%- if content %}
57
+ {{- '\n\n' + content }}
58
+ {%- endif %}
59
+ {%- endif %}
60
+ {{- '<|im_end|>\n' }}
61
+ {%- else %}
62
+ {%- if messages[0].role == 'system' %}
63
+ {%- set content = render_content(messages[0].content, false, true)|trim %}
64
+ {{- '<|im_start|>system\n' + content + '<|im_end|>\n' }}
65
+ {%- endif %}
66
+ {%- endif %}
67
+ {%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}
68
+ {%- for message in messages[::-1] %}
69
+ {%- set index = (messages|length - 1) - loop.index0 %}
70
+ {%- if ns.multi_step_tool and message.role == "user" %}
71
+ {%- set content = render_content(message.content, false)|trim %}
72
+ {%- if not(content.startswith('<tool_response>') and content.endswith('</tool_response>')) %}
73
+ {%- set ns.multi_step_tool = false %}
74
+ {%- set ns.last_query_index = index %}
75
+ {%- endif %}
76
+ {%- endif %}
77
+ {%- endfor %}
78
+ {%- if ns.multi_step_tool %}
79
+ {{- raise_exception('No user query found in messages.') }}
80
+ {%- endif %}
81
+ {%- for message in messages %}
82
+ {%- set content = render_content(message.content, true)|trim %}
83
+ {%- if message.role == "system" %}
84
+ {%- if not loop.first %}
85
+ {{- raise_exception('System message must be at the beginning.') }}
86
+ {%- endif %}
87
+ {%- elif message.role == "user" %}
88
+ {{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>' + '\n' }}
89
+ {%- elif message.role == "assistant" %}
90
+ {%- set reasoning_content = '' %}
91
+ {%- if message.reasoning_content is string %}
92
+ {%- set reasoning_content = message.reasoning_content %}
93
+ {%- else %}
94
+ {%- if '</think>' in content %}
95
+ {%- set reasoning_content = content.split('</think>')[0].rstrip('\n').split('<think>')[-1].lstrip('\n') %}
96
+ {%- set content = content.split('</think>')[-1].lstrip('\n') %}
97
+ {%- endif %}
98
+ {%- endif %}
99
+ {%- set reasoning_content = reasoning_content|trim %}
100
+ {%- if loop.index0 > ns.last_query_index %}
101
+ {{- '<|im_start|>' + message.role + '\n<think>\n' + reasoning_content + '\n</think>\n\n' + content }}
102
+ {%- else %}
103
+ {{- '<|im_start|>' + message.role + '\n' + content }}
104
+ {%- endif %}
105
+ {%- if message.tool_calls and message.tool_calls is iterable and message.tool_calls is not mapping %}
106
+ {%- for tool_call in message.tool_calls %}
107
+ {%- if tool_call.function is defined %}
108
+ {%- set tool_call = tool_call.function %}
109
+ {%- endif %}
110
+ {%- if loop.first %}
111
+ {%- if content|trim %}
112
+ {{- '\n\n<tool_call>\n<function=' + tool_call.name + '>\n' }}
113
+ {%- else %}
114
+ {{- '<tool_call>\n<function=' + tool_call.name + '>\n' }}
115
+ {%- endif %}
116
+ {%- else %}
117
+ {{- '\n<tool_call>\n<function=' + tool_call.name + '>\n' }}
118
+ {%- endif %}
119
+ {%- if tool_call.arguments is defined %}
120
+ {%- for args_name, args_value in tool_call.arguments|items %}
121
+ {{- '<parameter=' + args_name + '>\n' }}
122
+ {%- set args_value = args_value | tojson | safe if args_value is mapping or (args_value is sequence and args_value is not string) else args_value | string %}
123
+ {{- args_value }}
124
+ {{- '\n</parameter>\n' }}
125
+ {%- endfor %}
126
+ {%- endif %}
127
+ {{- '</function>\n</tool_call>' }}
128
+ {%- endfor %}
129
+ {%- endif %}
130
+ {{- '<|im_end|>\n' }}
131
+ {%- elif message.role == "tool" %}
132
+ {%- if loop.previtem and loop.previtem.role != "tool" %}
133
+ {{- '<|im_start|>user' }}
134
+ {%- endif %}
135
+ {{- '\n<tool_response>\n' }}
136
+ {{- content }}
137
+ {{- '\n</tool_response>' }}
138
+ {%- if not loop.last and loop.nextitem.role != "tool" %}
139
+ {{- '<|im_end|>\n' }}
140
+ {%- elif loop.last %}
141
+ {{- '<|im_end|>\n' }}
142
+ {%- endif %}
143
+ {%- else %}
144
+ {{- raise_exception('Unexpected message role.') }}
145
+ {%- endif %}
146
+ {%- endfor %}
147
+ {%- if add_generation_prompt %}
148
+ {{- '<|im_start|>assistant\n' }}
149
+ {%- if enable_thinking is defined and enable_thinking is true %}
150
+ {{- '<think>\n' }}
151
+ {%- else %}
152
+ {{- '<think>\n\n</think>\n\n' }}
153
+ {%- endif %}
154
+ {%- endif %}
config.json ADDED
@@ -0,0 +1,105 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "architectures": [
3
+ "Qwen3_5Model"
4
+ ],
5
+ "dtype": "bfloat16",
6
+ "image_token_id": 248056,
7
+ "model_type": "qwen3_5",
8
+ "text_config": {
9
+ "attention_bias": false,
10
+ "attention_dropout": 0.0,
11
+ "attn_output_gate": true,
12
+ "bos_token_id": null,
13
+ "dtype": "bfloat16",
14
+ "eos_token_id": 248044,
15
+ "full_attention_interval": 4,
16
+ "head_dim": 256,
17
+ "hidden_act": "silu",
18
+ "hidden_size": 1024,
19
+ "initializer_range": 0.02,
20
+ "intermediate_size": 3584,
21
+ "layer_types": [
22
+ "linear_attention",
23
+ "linear_attention",
24
+ "linear_attention",
25
+ "full_attention",
26
+ "linear_attention",
27
+ "linear_attention",
28
+ "linear_attention",
29
+ "full_attention",
30
+ "linear_attention",
31
+ "linear_attention",
32
+ "linear_attention",
33
+ "full_attention",
34
+ "linear_attention",
35
+ "linear_attention",
36
+ "linear_attention",
37
+ "full_attention",
38
+ "linear_attention",
39
+ "linear_attention",
40
+ "linear_attention",
41
+ "full_attention",
42
+ "linear_attention",
43
+ "linear_attention",
44
+ "linear_attention",
45
+ "full_attention"
46
+ ],
47
+ "linear_conv_kernel_dim": 4,
48
+ "linear_key_head_dim": 128,
49
+ "linear_num_key_heads": 16,
50
+ "linear_num_value_heads": 16,
51
+ "linear_value_head_dim": 128,
52
+ "mamba_ssm_dtype": "float32",
53
+ "max_position_embeddings": 262144,
54
+ "mlp_only_layers": [],
55
+ "model_type": "qwen3_5_text",
56
+ "mtp_num_hidden_layers": 1,
57
+ "mtp_use_dedicated_embeddings": false,
58
+ "num_attention_heads": 8,
59
+ "num_hidden_layers": 24,
60
+ "num_key_value_heads": 2,
61
+ "pad_token_id": null,
62
+ "partial_rotary_factor": 0.25,
63
+ "rms_norm_eps": 1e-06,
64
+ "rope_parameters": {
65
+ "mrope_interleaved": true,
66
+ "mrope_section": [
67
+ 11,
68
+ 11,
69
+ 10
70
+ ],
71
+ "partial_rotary_factor": 0.25,
72
+ "rope_theta": 10000000,
73
+ "rope_type": "default"
74
+ },
75
+ "tie_word_embeddings": true,
76
+ "use_cache": true,
77
+ "vocab_size": 248320
78
+ },
79
+ "tie_word_embeddings": true,
80
+ "transformers_version": "5.17.0",
81
+ "video_token_id": 248057,
82
+ "vision_config": {
83
+ "deepstack_visual_indexes": [],
84
+ "depth": 12,
85
+ "dtype": "bfloat16",
86
+ "hidden_act": "gelu_pytorch_tanh",
87
+ "hidden_size": 768,
88
+ "in_channels": 3,
89
+ "initializer_range": 0.02,
90
+ "intermediate_size": 3072,
91
+ "model_type": "qwen3_5_vision",
92
+ "num_heads": 12,
93
+ "num_position_embeddings": 2304,
94
+ "out_hidden_size": 1024,
95
+ "patch_size": 16,
96
+ "rope_parameters": {
97
+ "rope_theta": 10000.0,
98
+ "rope_type": "axial"
99
+ },
100
+ "spatial_merge_size": 2,
101
+ "temporal_patch_size": 2
102
+ },
103
+ "vision_end_token_id": 248054,
104
+ "vision_start_token_id": 248053
105
+ }
decision_config.json ADDED
@@ -0,0 +1,539 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "step": 960,
3
+ "provenance": {
4
+ "run": "0.8b-20260928-0540",
5
+ "git_commit": "a095c98f3fd2782bba033b378f7375ecc33c35fa",
6
+ "development": "ebcedc3e726548c08da90ff569b94e4822f23312dfc3ea29b93579cfec3016c7",
7
+ "temperature": "e735fa4e0df3482752112bc9cdff6af9ddb7be07a0a9f2fb8dd8cf2355042bf6",
8
+ "train": "48a4e3adbb9f1c77676133183564e897c254c4555cc97ff8e426d1cd359c06d8",
9
+ "train.py": "0fa7bbce1b7e788b34c73ee7046245838563d4f6be9e0194ff4b2e00d3df8a2d",
10
+ "model.py": "cbb5c04fe21c696fb019aab06b64273e9bb2489db5dde7a35aed740a375db206",
11
+ "encoder.py": "cca3a60bb8078d599a0372c488d13083feb35cdbe826151936d50dd60ed6a40c",
12
+ "decoder.py": "2f3116390bc18295dd934b78680f5845e0efb5feac351c15857b3e73869a26a1",
13
+ "models.py": "4fb30630b099f0b0c9bfe50b2cbd29dd477f8df7f87e83d2df8cc7000e2d2499",
14
+ "optim.py": "ae0ec56aafe7d01cd46f7d9e088909610fa48314ed215b550b5c67c38d6f365d",
15
+ "evaluate.py": "1527503162600d0d03daa6dbf14d6e64de1763ab83f756986dcb0fb5e2d5dedc",
16
+ "types.py": "0f8e3bfa4e92693ec50b9f258fb9180438a62d30caf9b3e6c00860a71e46dc5a",
17
+ "events.py": "98c77d359fea9a6eeb62753004f93ded41479aefb5812a4812ed149cfff26f7f",
18
+ "uv.lock": "9f0b5b955cb9a06536c89a0099205dc56ecfea9dabf928318794681101ad705e"
19
+ },
20
+ "format_version": 1,
21
+ "base_model": "Qwen/Qwen3.5-0.8B",
22
+ "revision": "2fc06364715b967f1860aea9cf38778875588b17",
23
+ "codes": [
24
+ "A",
25
+ "B",
26
+ "C",
27
+ "D",
28
+ "E",
29
+ "F",
30
+ "G",
31
+ "H",
32
+ "I",
33
+ "J",
34
+ "K",
35
+ "L",
36
+ "M",
37
+ "N",
38
+ "O",
39
+ "P",
40
+ "Q",
41
+ "R",
42
+ "S",
43
+ "T",
44
+ "U",
45
+ "V",
46
+ "W",
47
+ "X",
48
+ "Y",
49
+ "Z",
50
+ "AA",
51
+ "AB",
52
+ "AC",
53
+ "AD",
54
+ "AE",
55
+ "AF",
56
+ "AG",
57
+ "AH",
58
+ "AI",
59
+ "AJ",
60
+ "AK",
61
+ "AL",
62
+ "AM",
63
+ "AN",
64
+ "AO",
65
+ "AP",
66
+ "AQ",
67
+ "AR",
68
+ "AS",
69
+ "AT",
70
+ "AU",
71
+ "AV",
72
+ "AW",
73
+ "AX",
74
+ "AY",
75
+ "AZ",
76
+ "BA",
77
+ "BB",
78
+ "BC",
79
+ "BD",
80
+ "BE",
81
+ "BF",
82
+ "BG",
83
+ "BH",
84
+ "BI",
85
+ "BJ",
86
+ "BK",
87
+ "BL",
88
+ "BM",
89
+ "BN",
90
+ "BO",
91
+ "BP",
92
+ "BR",
93
+ "BS",
94
+ "BT",
95
+ "BU",
96
+ "BV",
97
+ "BW",
98
+ "BX",
99
+ "BY",
100
+ "CA",
101
+ "CB",
102
+ "CC",
103
+ "CD",
104
+ "CE",
105
+ "CF",
106
+ "CG",
107
+ "CH",
108
+ "CI",
109
+ "CK",
110
+ "CL",
111
+ "CM",
112
+ "CN",
113
+ "CO",
114
+ "CP",
115
+ "CR",
116
+ "CS",
117
+ "CT",
118
+ "CU",
119
+ "CV",
120
+ "CW",
121
+ "CX",
122
+ "CY",
123
+ "DA",
124
+ "DB",
125
+ "DC",
126
+ "DD",
127
+ "DE",
128
+ "DF",
129
+ "DG",
130
+ "DH",
131
+ "DI",
132
+ "DJ",
133
+ "DK",
134
+ "DL",
135
+ "DM",
136
+ "DN",
137
+ "DO",
138
+ "DP",
139
+ "DR",
140
+ "DS",
141
+ "DT",
142
+ "DU",
143
+ "DV",
144
+ "DW",
145
+ "DX",
146
+ "DY",
147
+ "EA",
148
+ "EB",
149
+ "EC",
150
+ "ED",
151
+ "EE",
152
+ "EF",
153
+ "EG",
154
+ "EH",
155
+ "EI",
156
+ "EK",
157
+ "EL",
158
+ "EM",
159
+ "EN",
160
+ "EO",
161
+ "EP",
162
+ "EQ",
163
+ "ER",
164
+ "ES",
165
+ "ET",
166
+ "EU",
167
+ "EV",
168
+ "EW",
169
+ "EX",
170
+ "EZ",
171
+ "FA",
172
+ "FB",
173
+ "FC",
174
+ "FD",
175
+ "FE",
176
+ "FF",
177
+ "FG",
178
+ "FH",
179
+ "FI",
180
+ "FK",
181
+ "FL",
182
+ "FM",
183
+ "FN",
184
+ "FO",
185
+ "FP",
186
+ "FR",
187
+ "FS",
188
+ "FT",
189
+ "FU",
190
+ "FW",
191
+ "FX",
192
+ "FY",
193
+ "GA",
194
+ "GB",
195
+ "GC",
196
+ "GD",
197
+ "GE",
198
+ "GF",
199
+ "GG",
200
+ "GH",
201
+ "GI",
202
+ "GL",
203
+ "GM",
204
+ "GN",
205
+ "GO",
206
+ "GP",
207
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