Instructions to use PersonaPO/lfm25-8b-a1b-pvlora-neuroticism-low with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use PersonaPO/lfm25-8b-a1b-pvlora-neuroticism-low with Transformers:
# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("PersonaPO/lfm25-8b-a1b-pvlora-neuroticism-low", dtype="auto") - Notebooks
- Google Colab
- Kaggle
| {{- bos_token -}} | |
| {%- set preserve_thinking = preserve_thinking | default(false) -%} | |
| {%- macro format_arg_value(arg_value) -%} | |
| {%- if arg_value is string -%} | |
| {{- "'" + arg_value + "'" -}} | |
| {%- elif arg_value is mapping -%} | |
| {{- arg_value | tojson -}} | |
| {%- else -%} | |
| {{- arg_value | string -}} | |
| {%- endif -%} | |
| {%- endmacro -%} | |
| {%- macro parse_content(content) -%} | |
| {%- if content is string -%} | |
| {{- content -}} | |
| {%- else -%} | |
| {%- set _ns = namespace(result="") -%} | |
| {%- for item in content -%} | |
| {%- if item["type"] == "image" -%} | |
| {%- set _ns.result = _ns.result + "<image>" -%} | |
| {%- elif item["type"] == "text" -%} | |
| {%- set _ns.result = _ns.result + item["text"] -%} | |
| {%- else -%} | |
| {%- set _ns.result = _ns.result + item | tojson -%} | |
| {%- endif -%} | |
| {%- endfor -%} | |
| {{- _ns.result -}} | |
| {%- endif -%} | |
| {%- endmacro -%} | |
| {%- macro render_tool_calls(tool_calls) -%} | |
| {%- set tool_calls_ns = namespace(tool_calls=[]) -%} | |
| {%- for tool_call in tool_calls -%} | |
| {%- set func_name = tool_call["function"]["name"] -%} | |
| {%- set func_args = tool_call["function"]["arguments"] -%} | |
| {%- set args_ns = namespace(arg_strings=[]) -%} | |
| {%- for arg_name, arg_value in func_args.items() -%} | |
| {%- set args_ns.arg_strings = args_ns.arg_strings + [arg_name + "=" + format_arg_value(arg_value)] -%} | |
| {%- endfor -%} | |
| {%- set tool_calls_ns.tool_calls = tool_calls_ns.tool_calls + [func_name + "(" + (args_ns.arg_strings | join(", ")) + ")"] -%} | |
| {%- endfor -%} | |
| {{- "<|tool_call_start|>[" + (tool_calls_ns.tool_calls | join(", ")) + "]<|tool_call_end|>" -}} | |
| {%- endmacro -%} | |
| {%- set ns = namespace(system_prompt="", last_user_index=-1) -%} | |
| {%- if messages[0]["role"] == "system" -%} | |
| {%- if messages[0].get("content") -%} | |
| {%- set ns.system_prompt = parse_content(messages[0]["content"]) -%} | |
| {%- endif -%} | |
| {%- set messages = messages[1:] -%} | |
| {%- endif -%} | |
| {%- if tools -%} | |
| {%- set ns.system_prompt = ns.system_prompt + ("\n\n" if ns.system_prompt else "") + "Today's date: " + strftime_now("%Y-%m-%d") + "\n\nList of tools: " + (tools | tojson) -%} | |
| {%- endif -%} | |
| {%- if ns.system_prompt -%} | |
| {{- "<|im_start|>system\n" + ns.system_prompt + "<|im_end|>\n" -}} | |
| {%- endif -%} | |
| {%- for message in messages -%} | |
| {%- if message["role"] == "user" -%} | |
| {%- set ns.last_user_index = loop.index0 -%} | |
| {%- endif -%} | |
| {%- endfor -%} | |
| {%- for message in messages -%} | |
| {{- "<|im_start|>" + message.role + "\n" -}} | |
| {%- if message.role == "assistant" -%} | |
| {%- generation -%} | |
| {%- if message.thinking is defined and (preserve_thinking or loop.index0 > ns.last_user_index) -%} | |
| {{- "<think>" + message.thinking + "</think>" -}} | |
| {%- endif -%} | |
| {%- set _cfm_tag = "CONTINUE_FINAL_MESSAGE_TAG " -%} | |
| {%- set _has_cfm = false -%} | |
| {%- if message.content is defined -%} | |
| {%- set content = parse_content(message.content) -%} | |
| {%- if not (preserve_thinking or loop.index0 > ns.last_user_index) -%} | |
| {%- if "</think>" in content -%} | |
| {%- set content = content.split("</think>")[-1] | trim -%} | |
| {%- endif -%} | |
| {%- endif -%} | |
| {%- if message.tool_calls is defined and content.endswith(_cfm_tag) -%} | |
| {%- set _has_cfm = true -%} | |
| {%- set _trunc_len = (content | length) - (_cfm_tag | length) -%} | |
| {{- content[:_trunc_len] -}} | |
| {%- else -%} | |
| {{- content -}} | |
| {%- endif -%} | |
| {%- endif -%} | |
| {%- if message.tool_calls is defined -%} | |
| {{- render_tool_calls(message.tool_calls) -}} | |
| {%- endif -%} | |
| {%- if _has_cfm -%} | |
| {{- _cfm_tag -}} | |
| {%- endif -%} | |
| {{- "<|im_end|>\n" -}} | |
| {%- endgeneration -%} | |
| {%- else %} | |
| {%- if message.get("content") -%} | |
| {{- parse_content(message["content"]) -}} | |
| {%- endif -%} | |
| {{- "<|im_end|>\n" -}} | |
| {%- endif %} | |
| {%- endfor -%} | |
| {%- if add_generation_prompt -%} | |
| {{- "<|im_start|>assistant\n" -}} | |
| {%- endif -%} |