Any-to-Any
Transformers
Safetensors
gemma4_unified
image-text-to-text
heretic
uncensored
decensored
abliterated
ara
Instructions to use llmfan46/gemma-4-12B-it-qat-q4_0-unquantized-uncensored-heretic with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use llmfan46/gemma-4-12B-it-qat-q4_0-unquantized-uncensored-heretic with Transformers:
# Load model directly from transformers import AutoProcessor, AutoModelForMultimodalLM processor = AutoProcessor.from_pretrained("llmfan46/gemma-4-12B-it-qat-q4_0-unquantized-uncensored-heretic") model = AutoModelForMultimodalLM.from_pretrained("llmfan46/gemma-4-12B-it-qat-q4_0-unquantized-uncensored-heretic", device_map="auto") - Notebooks
- Google Colab
- Kaggle
| {%- macro format_type_argument(type_value) -%} | |
| {%- if type_value is string -%} | |
| <|"|>{{ type_value | upper }}<|"|> | |
| {%- elif type_value is iterable and type_value is not string -%} | |
| [ | |
| {%- for item in type_value -%} | |
| <|"|>{{ item | upper }}<|"|> | |
| {%- if not loop.last %},{% endif -%} | |
| {%- endfor -%} | |
| ] | |
| {%- else -%} | |
| {{- format_argument(type_value) -}} | |
| {%- endif -%} | |
| {%- endmacro -%} | |
| {%- 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 value is mapping and (not filter_keys or key not in standard_keys) -%} | |
| {%- if ns.found_first %},{% endif -%} | |
| {%- set ns.found_first = true -%} | |
| {%- set value_type = value['type'] if 'type' in value and value['type'] else 'object' -%} | |
| {{ key }}:{ | |
| {%- if 'description' in value and value['description'] -%} | |
| description:<|"|>{{ value['description'] }}<|"|> | |
| {%- set add_comma = true -%} | |
| {%- endif -%} | |
| {%- if value_type and ('string' in value_type or 'STRING' in value_type) -%} | |
| {%- if 'enum' in value and value['enum'] -%} | |
| {%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%} | |
| enum:{{ format_argument(value['enum']) }} | |
| {%- endif -%} | |
| {%- elif value_type and ('array' in value_type or 'ARRAY' in value_type) -%} | |
| {%- if 'items' in value and 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'] if 'required' in value['items'] else []) -}} | |
| {%- endif -%} | |
| } | |
| {%- elif item_key == 'required' -%} | |
| required:[ | |
| {%- for req_item in item_value -%} | |
| <|"|>{{- req_item -}}<|"|> | |
| {%- if not loop.last %},{% endif -%} | |
| {%- endfor -%} | |
| ] | |
| {%- elif item_key == 'type' -%} | |
| type:{{ format_type_argument(item_value) }} | |
| {%- else -%} | |
| {{ item_key }}:{{ format_argument(item_value) }} | |
| {%- endif -%} | |
| {%- endif -%} | |
| {%- endfor -%} | |
| } | |
| {%- endif -%} | |
| {%- endif -%} | |
| {%- if 'nullable' in value and value['nullable'] %} | |
| {%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%} | |
| nullable:true | |
| {%- endif -%} | |
| {%- if value_type and ('object' in value_type or 'OBJECT' in value_type) -%} | |
| {%- if 'properties' in value and value['properties'] is mapping -%} | |
| {%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%} | |
| properties:{ | |
| {{- format_parameters(value['properties'], value['required'] if 'required' in value else []) -}} | |
| } | |
| {%- elif value is mapping -%} | |
| {%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%} | |
| properties:{ | |
| {{- format_parameters(value, value['required'] if 'required' in value else [], filter_keys=true) -}} | |
| } | |
| {%- endif -%} | |
| {%- if 'required' in value and value['required'] -%} | |
| {%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%} | |
| required:[ | |
| {%- for item in value['required'] -%} | |
| <|"|>{{- item -}}<|"|> | |
| {%- if not loop.last %},{% endif -%} | |
| {%- endfor -%} | |
| ] | |
| {%- endif -%} | |
| {%- endif -%} | |
| {%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%} | |
| type:{{ format_type_argument(value_type) }}} | |
| {%- endif -%} | |
| {%- endfor -%} | |
| {%- endmacro -%} | |
| {%- macro format_function_declaration(tool_data) -%} | |
| {%- set fn = tool_data['function'] if 'function' in tool_data else tool_data -%} | |
| declaration:{{- fn['name'] if 'name' in fn else 'unknown' -}}{description:<|"|>{{- fn['description'] if 'description' in fn else '' -}}<|"|> | |
| {%- set params = none -%} | |
| {%- if 'parameters' in fn -%} | |
| {%- set params = fn['parameters'] -%} | |
| {%- elif 'inputSchema' in fn -%} | |
| {%- set params = fn['inputSchema'] -%} | |
| {%- elif 'input_schema' in fn -%} | |
| {%- set params = fn['input_schema'] -%} | |
| {%- endif -%} | |
| {%- if params -%} | |
| ,parameters:{ | |
| {%- if 'properties' in params and params['properties'] -%} | |
| properties:{ {{- format_parameters(params['properties'], params['required'] if 'required' in params else []) -}} }, | |
| {%- endif -%} | |
| {%- if 'required' in params and params['required'] -%} | |
| required:[ | |
| {%- for item in params['required'] -%} | |
| <|"|>{{- item -}}<|"|> | |
| {{- ',' if not loop.last -}} | |
| {%- endfor -%} | |
| ], | |
| {%- endif -%} | |
| {%- if 'type' in params and params['type'] -%} | |
| type:{{- format_type_argument(params['type']) -}}} | |
| {%- endif -%} | |
| {%- endif -%} | |
| {%- if 'response' in fn -%} | |
| {%- set response_declaration = fn['response'] -%} | |
| ,response:{ | |
| {%- if 'description' in response_declaration and response_declaration['description'] -%} | |
| description:<|"|>{{- response_declaration['description'] -}}<|"|>, | |
| {%- endif -%} | |
| {%- if 'type' in response_declaration and response_declaration['type'] and ('object' in response_declaration['type'] or 'OBJECT' in response_declaration['type']) -%} | |
| type:{{- format_type_argument(response_declaration['type']) -}}} | |
| {%- 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 iterable -%} | |
| {{- '[' -}} | |
| {%- 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) -%} | |
| {{- text | 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 -%} | |
| {#- ===== SETUP ===== -#} | |
| {%- set ns = namespace(prev_message_type=None, prev_non_tool_role=None) -%} | |
| {%- set loop_messages = messages -%} | |
| {%- if enable_thinking is not defined -%} | |
| {%- set enable_thinking = false -%} | |
| {%- endif -%} | |
| {%- if preserve_thinking is not defined -%} | |
| {%- set preserve_thinking = true -%} | |
| {%- endif -%} | |
| {{- bos_token -}} | |
| {#- Handle System/Tool Definitions Block -#} | |
| {%- if enable_thinking or (tools is defined and tools) or (messages and messages[0]['role'] in ['system', 'developer']) -%} | |
| {{- '<|turn>system\n' -}} | |
| {#- Inject Thinking token at the very top of the FIRST system turn -#} | |
| {%- if enable_thinking -%} | |
| {{- '<|think|>\n' -}} | |
| {%- set ns.prev_message_type = 'think' -%} | |
| {%- endif -%} | |
| {%- if messages and messages[0]['role'] in ['system', 'developer'] -%} | |
| {%- if messages[0]['content'] is string -%} | |
| {{- messages[0]['content'] | trim -}} | |
| {%- elif messages[0]['content'] is sequence -%} | |
| {%- for item in messages[0]['content'] -%} | |
| {%- if item is mapping and 'text' in item -%}{{- item['text'] | trim + ' '-}}{%- endif -%} | |
| {%- endfor -%} | |
| {%- endif -%} | |
| {%- set loop_messages = messages[1:] -%} | |
| {%- endif -%} | |
| {%- if tools is defined and tools -%} | |
| {%- for tool in tools %} | |
| {{- '<|tool>' -}} | |
| {{- format_function_declaration(tool) | trim -}} | |
| {{- '<tool|>' -}} | |
| {%- endfor %} | |
| {%- set ns.prev_message_type = 'tool' -%} | |
| {%- endif -%} | |
| {{- '<turn|>\n' -}} | |
| {%- endif %} | |
| {#- Pre-scan: find last user message index for reasoning guard -#} | |
| {%- set ns_turn = namespace(last_user_idx=-1) -%} | |
| {%- for i in range(loop_messages | length) -%} | |
| {%- if loop_messages[i]['role'] == 'user' -%} | |
| {%- set ns_turn.last_user_idx = i -%} | |
| {%- endif -%} | |
| {%- endfor -%} | |
| {#- Loop through messages -#} | |
| {%- for message in loop_messages -%} | |
| {%- if message['role'] != 'tool' -%} | |
| {%- set ns.prev_message_type = None -%} | |
| {%- set role = 'model' if message['role'] == 'assistant' else message['role'] -%} | |
| {#- Detect continuation using tracked state — O(1) instead of O(n) backward scan -#} | |
| {%- set continue_same_model_turn = (role == 'model' and ns.prev_non_tool_role == 'assistant') -%} | |
| {%- if not continue_same_model_turn -%} | |
| {{- '<|turn>' + role + '\n' }} | |
| {%- endif -%} | |
| {#- Render reasoning/reasoning_content as thinking channel (tool-call turns only) -#} | |
| {%- set thinking_ns = namespace(text='') -%} | |
| {%- if 'reasoning' in message and message['reasoning'] -%} | |
| {%- set thinking_ns.text = message['reasoning'] -%} | |
| {%- elif 'reasoning_content' in message and message['reasoning_content'] -%} | |
| {%- set thinking_ns.text = message['reasoning_content'] -%} | |
| {%- endif -%} | |
| {%- set thinking_gate = (loop.index0 > ns_turn.last_user_idx) or preserve_thinking -%} | |
| {%- if thinking_ns.text and thinking_gate and 'tool_calls' in message and message['tool_calls'] -%} | |
| {{- '<|channel>thought\n' + thinking_ns.text + '\n<channel|>' -}} | |
| {%- endif -%} | |
| {%- if 'tool_calls' in message and message['tool_calls'] -%} | |
| {%- for tool_call in message['tool_calls'] -%} | |
| {%- set function = tool_call['function'] if 'function' in tool_call else tool_call -%} | |
| {{- '<|tool_call>call:' + (function['name'] if 'name' in function else 'unknown') + '{' -}} | |
| {%- if 'arguments' in function and 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 'arguments' in function and function['arguments'] is string -%} | |
| {{- function['arguments'] -}} | |
| {%- endif -%} | |
| {{- '}<tool_call|>' -}} | |
| {%- endfor -%} | |
| {%- set ns.prev_message_type = 'tool_call' -%} | |
| {%- endif -%} | |
| {%- set ns_tr_out = namespace(flag=false) -%} | |
| {%- if 'tool_responses' in message and message['tool_responses'] -%} | |
| {#- Legacy: tool_responses embedded on the assistant message (Google/Gemma native) -#} | |
| {%- for tool_response in message['tool_responses'] -%} | |
| {%- set tr_name = tool_response['name'] if 'name' in tool_response and tool_response['name'] else 'unknown' -%} | |
| {%- set tr_response = tool_response['response'] if 'response' in tool_response else '' -%} | |
| {{- format_tool_response_block(tr_name, tr_response) -}} | |
| {%- set ns_tr_out.flag = true -%} | |
| {%- set ns.prev_message_type = 'tool_response' -%} | |
| {%- endfor -%} | |
| {%- elif 'tool_calls' in message and message['tool_calls'] -%} | |
| {#- OpenAI Chat Completions: forward-scan consecutive role:tool messages -#} | |
| {%- set ns_tool_scan = namespace(stopped=false) -%} | |
| {%- for k in range(loop.index0 + 1, loop_messages | length) -%} | |
| {%- if ns_tool_scan.stopped -%} | |
| {%- elif loop_messages[k]['role'] != 'tool' -%} | |
| {%- set ns_tool_scan.stopped = true -%} | |
| {%- else -%} | |
| {%- set follow = loop_messages[k] -%} | |
| {#- Resolve tool_call_id to function name -#} | |
| {%- set ns_tname = namespace(name='unknown') -%} | |
| {%- if 'name' in follow and follow['name'] -%} | |
| {%- set ns_tname.name = follow['name'] -%} | |
| {%- endif -%} | |
| {%- for tc in message['tool_calls'] -%} | |
| {%- if 'id' in tc and 'tool_call_id' in follow and tc['id'] == follow['tool_call_id'] -%} | |
| {%- if 'function' in tc and 'name' in tc['function'] -%} | |
| {%- set ns_tname.name = tc['function']['name'] -%} | |
| {%- elif 'name' in tc -%} | |
| {%- set ns_tname.name = tc['name'] -%} | |
| {%- endif -%} | |
| {%- endif -%} | |
| {%- endfor -%} | |
| {#- Handle content as string or content-parts array -#} | |
| {%- set tool_body = follow['content'] if 'content' in follow else '' -%} | |
| {%- if tool_body is string -%} | |
| {{- format_tool_response_block(ns_tname.name, tool_body) -}} | |
| {%- elif tool_body is mapping -%} | |
| {{- format_tool_response_block(ns_tname.name, tool_body) -}} | |
| {%- elif tool_body is iterable and tool_body is not string -%} | |
| {%- set ns_txt = namespace(s='') -%} | |
| {%- for part in tool_body -%} | |
| {%- if part is mapping and 'type' in part and part['type'] == 'text' -%} | |
| {%- if 'text' in part -%} | |
| {%- set ns_txt.s = ns_txt.s + part['text'] -%} | |
| {%- endif -%} | |
| {%- endif -%} | |
| {%- endfor -%} | |
| {{- format_tool_response_block(ns_tname.name, ns_txt.s) -}} | |
| {%- for part in tool_body -%} | |
| {%- if part is mapping and 'type' in part and part['type'] in ['image', 'image_url'] -%} | |
| {{- '<|image|>' -}} | |
| {%- elif part is mapping and 'type' in part and part['type'] in ['audio', 'input_audio'] -%} | |
| {{- '<|audio|>' -}} | |
| {%- elif part is mapping and 'type' in part and part['type'] == 'video' -%} | |
| {{- '<|video|>' -}} | |
| {%- endif -%} | |
| {%- endfor -%} | |
| {%- else -%} | |
| {{- format_tool_response_block(ns_tname.name, tool_body) -}} | |
| {%- endif -%} | |
| {%- set ns_tr_out.flag = true -%} | |
| {%- set ns.prev_message_type = 'tool_response' -%} | |
| {%- endif -%} | |
| {%- endfor -%} | |
| {%- endif -%} | |
| {%- set captured_content -%} | |
| {%- if 'content' in message and message['content'] is string -%} | |
| {%- if role == 'model' -%} | |
| {{- strip_thinking(message['content']) -}} | |
| {%- else -%} | |
| {{- message['content'] | trim -}} | |
| {%- endif -%} | |
| {%- elif 'content' in message and message['content'] is iterable and message['content'] is not string -%} | |
| {%- for item in message['content'] -%} | |
| {%- if item is mapping and 'type' in item and item['type'] == 'text' -%} | |
| {%- if role == 'model' -%} | |
| {{- strip_thinking(item['text']) -}} | |
| {%- else -%} | |
| {{- item['text'] | trim -}} | |
| {%- endif -%} | |
| {%- elif item is mapping and 'type' in item and item['type'] in ['image', 'image_url'] -%} | |
| {{- '<|image|>' -}} | |
| {%- elif item is mapping and 'type' in item and item['type'] in ['audio', 'input_audio'] -%} | |
| {{- '<|audio|>' -}} | |
| {%- elif item is mapping and 'type' in item and item['type'] == 'video' -%} | |
| {{- '<|video|>' -}} | |
| {%- endif -%} | |
| {%- endfor -%} | |
| {%- endif -%} | |
| {%- endset -%} | |
| {{- captured_content -}} | |
| {%- set has_content = captured_content | trim | length > 0 -%} | |
| {#- Forward-scan: find next non-tool message role for continuation detection -#} | |
| {%- set next_nt = namespace(role=None, found=false) -%} | |
| {%- for j in range(loop.index0 + 1, loop_messages | length) -%} | |
| {%- if not next_nt.found -%} | |
| {%- if loop_messages[j]['role'] != 'tool' -%} | |
| {%- set next_nt.role = loop_messages[j]['role'] -%} | |
| {%- set next_nt.found = true -%} | |
| {%- endif -%} | |
| {%- endif -%} | |
| {%- endfor -%} | |
| {%- set continues_into_next = ( | |
| role == 'model' | |
| and next_nt.role == 'assistant' | |
| and not ('tool_calls' in message and message['tool_calls']) | |
| and not ns_tr_out.flag | |
| ) -%} | |
| {%- if ns.prev_message_type == 'tool_call' and not ns_tr_out.flag -%} | |
| {{- '<|tool_response>' -}} | |
| {%- elif continues_into_next -%} | |
| {{- '\n' -}} | |
| {%- elif not (ns_tr_out.flag and not has_content) -%} | |
| {{- '<turn|>\n' -}} | |
| {%- endif -%} | |
| {#- Track previous non-tool role for next iteration (avoids O(n) backward scan) -#} | |
| {%- set ns.prev_non_tool_role = message['role'] -%} | |
| {%- endif -%} | |
| {%- endfor -%} | |
| {%- if add_generation_prompt is defined and add_generation_prompt -%} | |
| {%- if ns.prev_message_type != 'tool_response' and ns.prev_message_type != 'tool_call' -%} | |
| {{- '<|turn>model\n' -}} | |
| {%- endif -%} | |
| {%- if not enable_thinking -%} | |
| {#- Suppress thinking — but not when awaiting tool responses -#} | |
| {%- if ns.prev_message_type != 'tool_call' -%} | |
| {{- '<|channel>thought\n<channel|>' -}} | |
| {%- endif -%} | |
| {%- endif -%} | |
| {%- endif -%} | |