PEFT
Safetensors
lora
trl
sft
lfm2.5-vl
satellite-imagery
paired-image
civilian-infrastructure
conflict-disruption
blackline-atlas
Instructions to use ChrisRPL/lfm25-vl-civilian-conflict-reporter-lora-v1 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use ChrisRPL/lfm25-vl-civilian-conflict-reporter-lora-v1 with PEFT:
from peft import PeftModel from transformers import AutoModelForCausalLM base_model = AutoModelForCausalLM.from_pretrained("LiquidAI/LFM2.5-VL-450M") model = PeftModel.from_pretrained(base_model, "ChrisRPL/lfm25-vl-civilian-conflict-reporter-lora-v1") - Notebooks
- Google Colab
- Kaggle
| {{- bos_token -}} | |
| {%- set keep_past_thinking = keep_past_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_assistant_index=-1) -%} | |
| {%- if messages[0].role == "system" -%} | |
| {%- if messages[0].content is defined -%} | |
| {%- 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 == "assistant" -%} | |
| {%- set ns.last_assistant_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 (keep_past_thinking or loop.index0 == ns.last_assistant_index) -%} | |
| {{- "<think>" + message.thinking + "</think>" -}} | |
| {%- endif -%} | |
| {%- if message.tool_calls is defined -%} | |
| {{- render_tool_calls(message.tool_calls) -}} | |
| {%- endif -%} | |
| {%- if message.content is defined -%} | |
| {%- set content = parse_content(message.content) -%} | |
| {%- if not keep_past_thinking and loop.index0 != ns.last_assistant_index -%} | |
| {%- if "</think>" in content -%} | |
| {%- set content = content.split("</think>")[-1] | trim -%} | |
| {%- endif -%} | |
| {%- endif -%} | |
| {{- content + ("" if (continue_final_message and loop.last) else "<|im_end|>\n") -}} | |
| {%- endif -%} | |
| {%- endgeneration -%} | |
| {%- else %} | |
| {%- if message.content is defined -%} | |
| {{- parse_content(message.content) + "<|im_end|>\n" -}} | |
| {%- endif -%} | |
| {%- endif %} | |
| {%- endfor -%} | |
| {%- if add_generation_prompt -%} | |
| {{- "<|im_start|>assistant\n" -}} | |
| {%- endif -%} |