Text Generation
Safetensors
GGUF
English
lfm2
lfm2.5
Mixture of Experts
behzatindustries
code
sft
dpo
ollama
Instructions to use behzatindustries/BehzatOne-8B-A1B with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- llama.cpp
How to use behzatindustries/BehzatOne-8B-A1B with llama.cpp:
Install (macOS, Linux)
curl -LsSf https://llama.app/install.sh | sh # Start a local OpenAI-compatible server with a web UI: llama serve -hf behzatindustries/BehzatOne-8B-A1B:BF16 # Run inference directly in the terminal: llama cli -hf behzatindustries/BehzatOne-8B-A1B:BF16
Install from WinGet (Windows)
winget install llama.cpp # Start a local OpenAI-compatible server with a web UI: llama serve -hf behzatindustries/BehzatOne-8B-A1B:BF16 # Run inference directly in the terminal: llama cli -hf behzatindustries/BehzatOne-8B-A1B:BF16
Use pre-built binary
# Download pre-built binary from: # https://github.com/ggerganov/llama.cpp/releases # Start a local OpenAI-compatible server with a web UI: ./llama-server -hf behzatindustries/BehzatOne-8B-A1B:BF16 # Run inference directly in the terminal: ./llama-cli -hf behzatindustries/BehzatOne-8B-A1B:BF16
Build from source code
git clone https://github.com/ggerganov/llama.cpp.git cd llama.cpp cmake -B build cmake --build build -j --target llama-server llama-cli # Start a local OpenAI-compatible server with a web UI: ./build/bin/llama-server -hf behzatindustries/BehzatOne-8B-A1B:BF16 # Run inference directly in the terminal: ./build/bin/llama-cli -hf behzatindustries/BehzatOne-8B-A1B:BF16
Use Docker
docker model run hf.co/behzatindustries/BehzatOne-8B-A1B:BF16
- LM Studio
- Jan
- vLLM
How to use behzatindustries/BehzatOne-8B-A1B with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "behzatindustries/BehzatOne-8B-A1B" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "behzatindustries/BehzatOne-8B-A1B", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }'Use Docker
docker model run hf.co/behzatindustries/BehzatOne-8B-A1B:BF16
- Ollama
How to use behzatindustries/BehzatOne-8B-A1B with Ollama:
ollama run hf.co/behzatindustries/BehzatOne-8B-A1B:BF16
- Unsloth Studio
How to use behzatindustries/BehzatOne-8B-A1B with Unsloth Studio:
Install Unsloth Studio (macOS, Linux, WSL)
curl -fsSL https://unsloth.ai/install.sh | sh # Run unsloth studio unsloth studio -H 0.0.0.0 -p 8888 # Then open http://localhost:8888 in your browser # Search for behzatindustries/BehzatOne-8B-A1B to start chatting
Install Unsloth Studio (Windows)
irm https://unsloth.ai/install.ps1 | iex # Run unsloth studio unsloth studio -H 0.0.0.0 -p 8888 # Then open http://localhost:8888 in your browser # Search for behzatindustries/BehzatOne-8B-A1B to start chatting
Using HuggingFace Spaces for Unsloth
# No setup required # Open https://huggingface.co/spaces/unsloth/studio in your browser # Search for behzatindustries/BehzatOne-8B-A1B to start chatting
- Docker Model Runner
How to use behzatindustries/BehzatOne-8B-A1B with Docker Model Runner:
docker model run hf.co/behzatindustries/BehzatOne-8B-A1B:BF16
- Lemonade
How to use behzatindustries/BehzatOne-8B-A1B with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull behzatindustries/BehzatOne-8B-A1B:BF16
Run and chat with the model
lemonade run user.BehzatOne-8B-A1B-BF16
List all available models
lemonade list
- Atomic Chat
fix: add missing LFM2.5 chat_template to merged releases
Browse files- v107/chat_template.jinja +115 -0
v107/chat_template.jinja
ADDED
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| 1 |
+
{{- bos_token -}}
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| 2 |
+
{%- set preserve_thinking = preserve_thinking | default(false) -%}
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| 3 |
+
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| 4 |
+
{%- macro format_arg_value(arg_value) -%}
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| 5 |
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{%- if arg_value is string -%}
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| 6 |
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{{- "'" + arg_value + "'" -}}
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| 7 |
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{%- elif arg_value is mapping -%}
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| 8 |
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{{- arg_value | tojson -}}
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| 9 |
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{%- else -%}
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| 10 |
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{{- arg_value | string -}}
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| 11 |
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{%- endif -%}
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| 12 |
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{%- endmacro -%}
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| 13 |
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| 14 |
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{%- macro parse_content(content) -%}
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| 15 |
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{%- if content is string -%}
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| 16 |
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{{- content -}}
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| 17 |
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{%- else -%}
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| 18 |
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{%- set _ns = namespace(result="") -%}
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| 19 |
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{%- for item in content -%}
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| 20 |
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{%- if item["type"] == "image" -%}
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| 21 |
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{%- set _ns.result = _ns.result + "<image>" -%}
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| 22 |
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{%- elif item["type"] == "text" -%}
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| 23 |
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{%- set _ns.result = _ns.result + item["text"] -%}
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| 24 |
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{%- else -%}
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| 25 |
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{%- set _ns.result = _ns.result + item | tojson -%}
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| 26 |
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{%- endif -%}
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| 27 |
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{%- endfor -%}
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| 28 |
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{{- _ns.result -}}
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| 29 |
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{%- endif -%}
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| 30 |
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{%- endmacro -%}
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| 31 |
+
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| 32 |
+
{%- macro render_tool_calls(tool_calls) -%}
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| 33 |
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{%- set tool_calls_ns = namespace(tool_calls=[]) -%}
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| 34 |
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{%- for tool_call in tool_calls -%}
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| 35 |
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{%- set func_name = tool_call["function"]["name"] -%}
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| 36 |
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{%- set func_args = tool_call["function"]["arguments"] -%}
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| 37 |
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{%- set args_ns = namespace(arg_strings=[]) -%}
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| 38 |
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{%- for arg_name, arg_value in func_args.items() -%}
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| 39 |
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{%- set args_ns.arg_strings = args_ns.arg_strings + [arg_name + "=" + format_arg_value(arg_value)] -%}
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| 40 |
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{%- endfor -%}
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{%- set tool_calls_ns.tool_calls = tool_calls_ns.tool_calls + [func_name + "(" + (args_ns.arg_strings | join(", ")) + ")"] -%}
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{%- endfor -%}
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| 43 |
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{{- "<|tool_call_start|>[" + (tool_calls_ns.tool_calls | join(", ")) + "]<|tool_call_end|>" -}}
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| 44 |
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{%- endmacro -%}
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| 45 |
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| 46 |
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{%- set ns = namespace(system_prompt="", last_user_index=-1) -%}
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| 47 |
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{%- if messages[0]["role"] == "system" -%}
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| 48 |
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{%- if messages[0].get("content") -%}
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| 49 |
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{%- set ns.system_prompt = parse_content(messages[0]["content"]) -%}
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| 50 |
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{%- endif -%}
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| 51 |
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{%- set messages = messages[1:] -%}
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| 52 |
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{%- endif -%}
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| 53 |
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{%- if tools -%}
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{%- set ns.system_prompt = ns.system_prompt + ("\n" if ns.system_prompt else "") + "List of tools: [" -%}
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| 55 |
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{%- for tool in tools -%}
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| 56 |
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{%- if tool is not string -%}
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| 57 |
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{%- set tool = tool | tojson -%}
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| 58 |
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{%- endif -%}
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| 59 |
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{%- set ns.system_prompt = ns.system_prompt + tool -%}
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{%- if not loop.last -%}
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{%- set ns.system_prompt = ns.system_prompt + ", " -%}
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| 62 |
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{%- endif -%}
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{%- endfor -%}
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| 64 |
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{%- set ns.system_prompt = ns.system_prompt + "]" -%}
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| 65 |
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{%- endif -%}
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| 66 |
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{%- if ns.system_prompt -%}
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{{- "<|im_start|>system\n" + ns.system_prompt + "<|im_end|>\n" -}}
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| 68 |
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{%- endif -%}
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| 69 |
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{%- for message in messages -%}
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{%- if message["role"] == "user" -%}
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{%- set ns.last_user_index = loop.index0 -%}
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{%- endif -%}
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{%- endfor -%}
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| 74 |
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{%- for message in messages -%}
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{{- "<|im_start|>" + message.role + "\n" -}}
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{%- if message.role == "assistant" -%}
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{%- generation -%}
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{%- if message.thinking is defined and (preserve_thinking or loop.index0 > ns.last_user_index) -%}
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{{- "<think>" + message.thinking + "</think>" -}}
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{%- endif -%}
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| 81 |
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{%- set _cfm_tag = "CONTINUE_FINAL_MESSAGE_TAG " -%}
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{%- set _has_cfm = false -%}
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| 83 |
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{%- if message.content is defined -%}
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| 84 |
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{%- set content = parse_content(message.content) -%}
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| 85 |
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{%- if not (preserve_thinking or loop.index0 > ns.last_user_index) -%}
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| 86 |
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{%- if "</think>" in content -%}
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| 87 |
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{%- set content = content.split("</think>")[-1] | trim -%}
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| 88 |
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{%- endif -%}
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| 89 |
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{%- endif -%}
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| 90 |
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{%- if message.tool_calls is defined and content.endswith(_cfm_tag) -%}
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| 91 |
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{%- set _has_cfm = true -%}
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| 92 |
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{%- set _trunc_len = (content | length) - (_cfm_tag | length) -%}
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| 93 |
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{{- content[:_trunc_len] -}}
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| 94 |
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{%- else -%}
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| 95 |
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{{- content -}}
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| 96 |
+
{%- endif -%}
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| 97 |
+
{%- endif -%}
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| 98 |
+
{%- if message.tool_calls is defined -%}
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| 99 |
+
{{- render_tool_calls(message.tool_calls) -}}
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| 100 |
+
{%- endif -%}
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| 101 |
+
{%- if _has_cfm -%}
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| 102 |
+
{{- _cfm_tag -}}
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| 103 |
+
{%- endif -%}
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| 104 |
+
{{- "<|im_end|>\n" -}}
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| 105 |
+
{%- endgeneration -%}
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| 106 |
+
{%- else %}
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| 107 |
+
{%- if message.get("content") -%}
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| 108 |
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{{- parse_content(message["content"]) -}}
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| 109 |
+
{%- endif -%}
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| 110 |
+
{{- "<|im_end|>\n" -}}
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| 111 |
+
{%- endif %}
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| 112 |
+
{%- endfor -%}
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| 113 |
+
{%- if add_generation_prompt -%}
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| 114 |
+
{{- "<|im_start|>assistant\n" -}}
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| 115 |
+
{%- endif -%}
|