Instructions to use FirstPotatoCoder/BacII-LoRA with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use FirstPotatoCoder/BacII-LoRA with Transformers:
# pip install -U transformers accelerate # Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("FirstPotatoCoder/BacII-LoRA", device_map="auto") - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- Unsloth Desktop
File size: 15,524 Bytes
909f6f6 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 | {{ bos_token }}{%- macro format_parameters(properties, required, filter_keys=false) -%}
{%- set standard_keys = ['description', 'type', 'properties', 'required', 'nullable'] -%}
{%- set ns = namespace(found_first=false) -%}
{%- for key, value in properties | dictsort -%}
{%- set add_comma = false -%}
{%- if not filter_keys or key not in standard_keys -%}
{%- if ns.found_first %},{% endif -%}
{%- set ns.found_first = true -%}
{{ key }}:{
{%- if value['description'] -%}
description:<|"|>{{ value['description'] }}<|"|>
{%- set add_comma = true -%}
{%- endif -%}
{%- if value['type'] | upper == 'STRING' -%}
{%- if value['enum'] -%}
{%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%}
enum:{{ format_argument(value['enum']) }}
{%- endif -%}
{%- elif value['type'] | upper == 'ARRAY' -%}
{%- if value['items'] is mapping and value['items'] -%}
{%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%}
items:{
{%- set ns_items = namespace(found_first=false) -%}
{%- for item_key, item_value in value['items'] | dictsort -%}
{%- if item_value is not none -%}
{%- if ns_items.found_first %},{% endif -%}
{%- set ns_items.found_first = true -%}
{%- if item_key == 'properties' -%}
properties:{
{%- if item_value is mapping -%}
{{- format_parameters(item_value, value['items']['required'] | default([])) -}}
{%- endif -%}
}
{%- elif item_key == 'required' -%}
required:[
{%- for req_item in item_value -%}
<|"|>{{- req_item -}}<|"|>
{%- if not loop.last %},{% endif -%}
{%- endfor -%}
]
{%- elif item_key == 'type' -%}
{%- if item_value is string -%}
type:{{ format_argument(item_value | upper) }}
{%- else -%}
type:{{ format_argument(item_value | map('upper') | list) }}
{%- endif -%}
{%- else -%}
{{ item_key }}:{{ format_argument(item_value) }}
{%- endif -%}
{%- endif -%}
{%- endfor -%}
}
{%- endif -%}
{%- endif -%}
{%- if value['nullable'] %}
{%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%}
nullable:true
{%- endif -%}
{%- if value['type'] | upper == 'OBJECT' -%}
{%- if value['properties'] is defined and value['properties'] is mapping -%}
{%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%}
properties:{
{{- format_parameters(value['properties'], value['required'] | default([])) -}}
}
{%- elif value is mapping -%}
{%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%}
properties:{
{{- format_parameters(value, value['required'] | default([]), filter_keys=true) -}}
}
{%- endif -%}
{%- if value['required'] -%}
{%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%}
required:[
{%- for item in value['required'] | default([]) -%}
<|"|>{{- item -}}<|"|>
{%- if not loop.last %},{% endif -%}
{%- endfor -%}
]
{%- endif -%}
{%- endif -%}
{%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%}
type:<|"|>{{ value['type'] | upper }}<|"|>}
{%- endif -%}
{%- endfor -%}
{%- endmacro -%}
{%- macro format_function_declaration(tool_data) -%}
declaration:{{- tool_data['function']['name'] -}}{description:<|"|>{{- tool_data['function']['description'] -}}<|"|>
{%- set params = tool_data['function']['parameters'] -%}
{%- if params -%}
,parameters:{
{%- if params['properties'] -%}
properties:{ {{- format_parameters(params['properties'], params['required']) -}} },
{%- endif -%}
{%- if params['required'] -%}
required:[
{%- for item in params['required'] -%}
<|"|>{{- item -}}<|"|>
{{- ',' if not loop.last -}}
{%- endfor -%}
],
{%- endif -%}
{%- if params['type'] -%}
type:<|"|>{{- params['type'] | upper -}}<|"|>}
{%- endif -%}
{%- endif -%}
{%- if 'response' in tool_data['function'] -%}
{%- set response_declaration = tool_data['function']['response'] -%}
,response:{
{%- if response_declaration['description'] -%}
description:<|"|>{{- response_declaration['description'] -}}<|"|>,
{%- endif -%}
{%- if response_declaration['type'] | upper == 'OBJECT' -%}
type:<|"|>{{- response_declaration['type'] | upper -}}<|"|>}
{%- endif -%}
{%- endif -%}
}
{%- endmacro -%}
{%- macro format_argument(argument, escape_keys=True) -%}
{%- if argument is none -%}
{{- 'null' -}}
{%- elif argument is string -%}
{{- '<|"|>' + argument + '<|"|>' -}}
{%- elif argument is boolean -%}
{{- 'true' if argument else 'false' -}}
{%- elif argument is mapping -%}
{{- '{' -}}
{%- set ns = namespace(found_first=false) -%}
{%- for key, value in argument | dictsort -%}
{%- if ns.found_first %},{% endif -%}
{%- set ns.found_first = true -%}
{%- if escape_keys -%}
{{- '<|"|>' + key + '<|"|>' -}}
{%- else -%}
{{- key -}}
{%- endif -%}
:{{- format_argument(value, escape_keys=escape_keys) -}}
{%- endfor -%}
{{- '}' -}}
{%- elif argument is sequence -%}
{{- '[' -}}
{%- for item in argument -%}
{{- format_argument(item, escape_keys=escape_keys) -}}
{%- if not loop.last %},{% endif -%}
{%- endfor -%}
{{- ']' -}}
{%- else -%}
{{- argument -}}
{%- endif -%}
{%- endmacro -%}
{%- macro strip_thinking(text) -%}
{%- set ns = namespace(result='') -%}
{%- for part in text.split('<channel|>') -%}
{%- if '<|channel>' in part -%}
{%- set ns.result = ns.result + part.split('<|channel>')[0] -%}
{%- else -%}
{%- set ns.result = ns.result + part -%}
{%- endif -%}
{%- endfor -%}
{{- ns.result | trim -}}
{%- endmacro -%}
{%- macro format_tool_response_block(tool_name, response) -%}
{{- '<|tool_response>' -}}
{%- if response is mapping -%}
{{- 'response:' + tool_name + '{' -}}
{%- for key, value in response | dictsort -%}
{{- key -}}:{{- format_argument(value, escape_keys=False) -}}
{%- if not loop.last %},{% endif -%}
{%- endfor -%}
{{- '}' -}}
{%- else -%}
{{- 'response:' + tool_name + '{value:' + format_argument(response, escape_keys=False) + '}' -}}
{%- endif -%}
{{- '<tool_response|>' -}}
{%- endmacro -%}
{%- set thinking = enable_thinking is defined and enable_thinking -%}
{%- set loop_messages = messages -%}
{%- if messages[0]['role'] in ['system', 'developer'] or thinking or (tools is defined and tools) -%}
{{ '<|turn>system
' }}
{%- if thinking -%}
{{ '<|think|>
' }}
{%- endif -%}
{%- if messages[0]['role'] in ['system', 'developer'] -%}
{{ messages[0]['content'] | trim }}
{%- set loop_messages = messages[1:] -%}
{%- endif -%}
{%- if tools is defined and tools -%}
{%- for tool in tools -%}
{{- '<|tool>' + format_function_declaration(tool) | trim + '<tool|>' -}}
{%- endfor -%}
{%- endif -%}
{{ '<turn|>
' }}
{%- endif -%}
{%- set ns_tool = namespace(turns=0, tool_calls=false, tool_response=false) -%}
{%- set ns_turn = namespace(last_user_idx=-1) -%}
{%- for m in loop_messages -%}{%- if m['role'] == 'user' -%}{%- set ns_turn.last_user_idx = loop.index0 -%}{%- endif -%}{%- endfor -%}
{%- for message in loop_messages -%}
{%- if message['role'] != 'tool' -%}
{%- set continues = message['role'] == 'assistant' and ns_tool.tool_calls -%}
{%- if not continues and (message['role'] == 'user') != (ns_tool.turns % 2 == 0) -%}
{{ raise_exception("Conversation roles must alternate user/assistant/user/assistant/...") }}
{%- endif -%}
{%- if (message['role'] == 'assistant') -%}
{%- set role = "model" -%}
{%- else -%}
{%- set role = message['role'] -%}
{%- endif -%}
{%- if not continues -%}
{%- set ns_tool.turns = ns_tool.turns + 1 -%}
{{ '<|turn>' + role + '
' }}
{%- endif -%}
{%- if role == "model" -%}
{%- set thinking_text = message.get('reasoning') or message.get('reasoning_content') -%}
{%- if thinking_text and loop.index0 > ns_turn.last_user_idx -%}
{{ '<|channel>thought
' + thinking_text + '
<channel|>' }}
{%- elif not thinking and not continues -%}
{{ '<|channel>thought
<channel|>' }}
{%- endif -%}
{%- endif -%}
{%- set ns_tool.tool_calls = message.get('tool_calls') -%}
{%- if ns_tool.tool_calls -%}
{%- for tool_call in ns_tool.tool_calls -%}
{%- set function = tool_call['function'] -%}
{{- '<|tool_call>call:' + function['name'] + '{' -}}
{%- if function['arguments'] is mapping -%}
{%- set ns_args = namespace(found_first=false) -%}
{%- for key, value in function['arguments'] | dictsort -%}
{%- if ns_args.found_first %},{% endif -%}
{%- set ns_args.found_first = true -%}
{{- key -}}:{{- format_argument(value, escape_keys=False) -}}
{%- endfor -%}
{%- elif function['arguments'] is string -%}
{%- set argstr = function['arguments'] | trim -%}
{%- if argstr[:1] == '{' and argstr[-1:] == '}' -%}
{{- argstr[1:-1] -}}
{%- else -%}
{{- function['arguments'] -}}
{%- endif -%}
{%- endif -%}
{{- '}<tool_call|>' -}}
{%- endfor -%}
{%- set ns_tool.tool_response = false -%}
{%- for tool_response in message.get('tool_responses') or [] -%}
{{- format_tool_response_block(tool_response['name'] | default('unknown', true), tool_response['response']) -}}
{%- set ns_tool.tool_response = true -%}
{%- endfor -%}
{%- set ns_scan = namespace(stopped=false, next_role=none) -%}
{%- for k in range(loop.index0 + 1, loop_messages | length) -%}
{%- if ns_scan.stopped -%}
{%- elif loop_messages[k]['role'] != 'tool' -%}
{%- set ns_scan.stopped = true -%}
{%- set ns_scan.next_role = loop_messages[k]['role'] -%}
{%- elif not message.get('tool_responses') -%}
{%- set follow = loop_messages[k] -%}
{%- set ns_tname = namespace(name=follow.get('name') or 'unknown') -%}
{%- for tc in ns_tool.tool_calls -%}
{%- if tc.get('id') == follow.get('tool_call_id') -%}
{%- set ns_tname.name = tc['function']['name'] -%}
{%- endif -%}
{%- endfor -%}
{%- set tool_body = follow.get('content') -%}
{%- if tool_body is sequence and tool_body is not string and tool_body is not mapping -%}
{%- set ns_txt = namespace(s='') -%}
{%- for part in tool_body -%}
{%- if part.get('type') == 'text' -%}
{%- set ns_txt.s = ns_txt.s + (part.get('text') | default('')) -%}
{%- endif -%}
{%- endfor -%}
{{- format_tool_response_block(ns_tname.name, ns_txt.s) -}}
{%- for part in tool_body -%}
{%- if part.get('type') in ['image', 'image_url'] -%}
{{- '<|image|>' -}}
{%- elif part.get('type') in ['audio', 'input_audio'] -%}
{{- '<|audio|>' -}}
{%- elif part.get('type') == 'video' -%}
{{- '<|video|>' -}}
{%- endif -%}
{%- endfor -%}
{%- else -%}
{{- format_tool_response_block(ns_tname.name, tool_body) -}}
{%- endif -%}
{%- set ns_tool.tool_response = true -%}
{%- endif -%}
{%- endfor -%}
{%- endif -%}
{%- set captured_content -%}
{%- if message['content'] is string -%}
{%- if role == "model" -%}
{{ strip_thinking(message['content']) }}
{%- else -%}
{{ message['content'] | trim }}
{%- endif -%}
{%- elif message['content'] is iterable -%}
{%- for item in message['content'] -%}
{%- if item['type'] == 'audio' -%}
{{ '<|audio|>' }}
{%- elif item['type'] == 'image' -%}
{{ '<|image|>' }}
{%- elif item['type'] == 'video' -%}
{{ '<|video|>' }}
{%- elif item['type'] == 'text' -%}
{%- if role == "model" -%}
{{ strip_thinking(item['text']) }}
{%- else -%}
{{ item['text'] | trim }}
{%- endif -%}
{%- endif -%}
{%- endfor -%}
{%- elif not ns_tool.tool_calls -%}
{{ raise_exception("Invalid content type") }}
{%- endif -%}
{%- endset -%}
{{- captured_content -}}
{%- if not ns_tool.tool_calls -%}
{{ '<turn|>
' }}
{%- elif not ns_tool.tool_response -%}
{{- '<|tool_response>' -}}
{%- elif ns_scan.next_role != 'assistant' and (captured_content | trim | length > 0 or ns_scan.next_role) -%}
{{- '<turn|>
' -}}
{%- set ns_tool.tool_calls = false -%}
{%- endif -%}
{%- endif -%}
{%- endfor -%}
{%- if add_generation_prompt -%}
{%- if not ns_tool.tool_calls -%}
{{'<|turn>model
'}}
{%- if not thinking -%}
{{ '<|channel>thought
<channel|>' }}
{%- endif -%}
{%- elif ns_tool.tool_response and thinking -%}
{{- '<|channel>thought
' -}}
{%- endif -%}
{%- endif -%}
|