Text Generation
MLX
Safetensors
English
qwen3_5_moe
reasoning
distillation
chain-of-thought
qwen
qwen3.6
mixture-of-experts
Mixture of Experts
lora
unsloth
abliterated
uncensored
conversational
Instructions to use deadbydawn101/RavenX-Sec-35B-Security-RATH-mlx with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- MLX
How to use deadbydawn101/RavenX-Sec-35B-Security-RATH-mlx with MLX:
# Make sure mlx-lm is installed # pip install --upgrade mlx-lm # Generate text with mlx-lm from mlx_lm import load, generate model, tokenizer = load("deadbydawn101/RavenX-Sec-35B-Security-RATH-mlx") prompt = "Write a story about Einstein" messages = [{"role": "user", "content": prompt}] prompt = tokenizer.apply_chat_template( messages, add_generation_prompt=True ) text = generate(model, tokenizer, prompt=prompt, verbose=True) - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- LM Studio
- Unsloth Studio
How to use deadbydawn101/RavenX-Sec-35B-Security-RATH-mlx 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 deadbydawn101/RavenX-Sec-35B-Security-RATH-mlx 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 deadbydawn101/RavenX-Sec-35B-Security-RATH-mlx to start chatting
Using HuggingFace Spaces for Unsloth
# No setup required # Open https://huggingface.co/spaces/unsloth/studio in your browser # Search for deadbydawn101/RavenX-Sec-35B-Security-RATH-mlx to start chatting
Load model with FastModel
pip install unsloth from unsloth import FastModel model, tokenizer = FastModel.from_pretrained( model_name="deadbydawn101/RavenX-Sec-35B-Security-RATH-mlx", max_seq_length=2048, ) - Pi
How to use deadbydawn101/RavenX-Sec-35B-Security-RATH-mlx with Pi:
Start the MLX server
# Install MLX LM: uv tool install mlx-lm # Start a local OpenAI-compatible server: mlx_lm.server --model "deadbydawn101/RavenX-Sec-35B-Security-RATH-mlx"
Configure the model in Pi
# Install Pi: npm install -g @mariozechner/pi-coding-agent # Add to ~/.pi/agent/models.json: { "providers": { "mlx-lm": { "baseUrl": "http://localhost:8080/v1", "api": "openai-completions", "apiKey": "none", "models": [ { "id": "deadbydawn101/RavenX-Sec-35B-Security-RATH-mlx" } ] } } }Run Pi
# Start Pi in your project directory: pi
- Hermes Agent new
How to use deadbydawn101/RavenX-Sec-35B-Security-RATH-mlx with Hermes Agent:
Start the MLX server
# Install MLX LM: uv tool install mlx-lm # Start a local OpenAI-compatible server: mlx_lm.server --model "deadbydawn101/RavenX-Sec-35B-Security-RATH-mlx"
Configure Hermes
# Install Hermes: curl -fsSL https://hermes-agent.nousresearch.com/install.sh | bash hermes setup # Point Hermes at the local server: hermes config set model.provider custom hermes config set model.base_url http://127.0.0.1:8080/v1 hermes config set model.default deadbydawn101/RavenX-Sec-35B-Security-RATH-mlx
Run Hermes
hermes
- MLX LM
How to use deadbydawn101/RavenX-Sec-35B-Security-RATH-mlx with MLX LM:
Generate or start a chat session
# Install MLX LM uv tool install mlx-lm # Interactive chat REPL mlx_lm.chat --model "deadbydawn101/RavenX-Sec-35B-Security-RATH-mlx"
Run an OpenAI-compatible server
# Install MLX LM uv tool install mlx-lm # Start the server mlx_lm.server --model "deadbydawn101/RavenX-Sec-35B-Security-RATH-mlx" # Calling the OpenAI-compatible server with curl curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "deadbydawn101/RavenX-Sec-35B-Security-RATH-mlx", "messages": [ {"role": "user", "content": "Hello"} ] }'
v5.0: chat_template.jinja — 35B MoE, 680K, 6-step RATH
Browse files- chat_template.jinja +158 -0
chat_template.jinja
ADDED
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| 1 |
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{%- set image_count = namespace(value=0) %}
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| 2 |
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{%- set video_count = namespace(value=0) %}
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| 3 |
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{%- macro render_content(content, do_vision_count, is_system_content=false) %}
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| 4 |
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{%- if content is string %}
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{{- content }}
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| 6 |
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{%- elif content is iterable and content is not mapping %}
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| 7 |
+
{%- for item in content %}
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| 8 |
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{%- if 'image' in item or 'image_url' in item or item.type == 'image' %}
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| 9 |
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{%- if is_system_content %}
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| 10 |
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{{- raise_exception('System message cannot contain images.') }}
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| 11 |
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{%- endif %}
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| 12 |
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{%- if do_vision_count %}
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| 13 |
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{%- set image_count.value = image_count.value + 1 %}
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| 14 |
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{%- endif %}
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| 15 |
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{%- if add_vision_id %}
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| 16 |
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{{- 'Picture ' ~ image_count.value ~ ': ' }}
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| 17 |
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{%- endif %}
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| 18 |
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{{- '<|vision_start|><|image_pad|><|vision_end|>' }}
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{%- elif 'video' in item or item.type == 'video' %}
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{%- if is_system_content %}
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{{- raise_exception('System message cannot contain videos.') }}
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| 22 |
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{%- endif %}
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| 23 |
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{%- if do_vision_count %}
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{%- set video_count.value = video_count.value + 1 %}
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{%- endif %}
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{%- if add_vision_id %}
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{{- 'Video ' ~ video_count.value ~ ': ' }}
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| 28 |
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{%- endif %}
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{{- '<|vision_start|><|video_pad|><|vision_end|>' }}
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{%- elif 'text' in item %}
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{{- item.text }}
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{%- else %}
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{{- raise_exception('Unexpected item type in content.') }}
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{%- endif %}
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{%- endfor %}
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{%- elif content is none or content is undefined %}
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{{- '' }}
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{%- else %}
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{{- raise_exception('Unexpected content type.') }}
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{%- endif %}
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{%- endmacro %}
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{%- if not messages %}
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{{- raise_exception('No messages provided.') }}
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{%- endif %}
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{%- set num_sys = 0 %}
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{%- set merged_system = '' %}
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{%- if messages[0].role == 'system' or messages[0].role == 'developer' %}
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{%- set first = render_content(messages[0].content, false, true)|trim %}
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{%- if messages|length > 1 and (messages[1].role == 'system' or messages[1].role == 'developer') %}
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{%- set second = render_content(messages[1].content, false, true)|trim %}
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{%- set merged_system = first + '\n' + second %}
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{%- set num_sys = 2 %}
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{%- else %}
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{%- set merged_system = first %}
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{%- set num_sys = 1 %}
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{%- endif %}
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{%- endif %}
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{%- if tools and tools is iterable and tools is not mapping %}
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{{- '<|im_start|>system\n' }}
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{{- "# Tools\n\nYou have access to the following functions:\n\n<tools>" }}
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{%- for tool in tools %}
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{{- "\n" }}
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{{- tool | tojson }}
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{%- endfor %}
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{{- "\n</tools>" }}
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{{- '\n\nIf you choose to call a function ONLY reply in the following format with NO suffix:\n\n<tool_call>\n<function=example_function_name>\n<parameter=example_parameter_1>\nvalue_1\n</parameter>\n<parameter=example_parameter_2>\nThis is the value for the second parameter\nthat can span\nmultiple lines\n</parameter>\n</function>\n</tool_call>\n\n<IMPORTANT>\nReminder:\n- Function calls MUST follow the specified format: an inner <function=...></function> block must be nested within <tool_call></tool_call> XML tags\n- Required parameters MUST be specified\n- You may provide optional reasoning for your function call in natural language BEFORE the function call, but NOT after\n- If there is no function call available, answer the question like normal with your current knowledge and do not tell the user about function calls\n</IMPORTANT>' }}
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{%- if merged_system %}
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{{- '\n\n' + merged_system }}
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{%- endif %}
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{{- '<|im_end|>\n' }}
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{%- else %}
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{%- if merged_system %}
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{{- '<|im_start|>system\n' + merged_system + '<|im_end|>\n' }}
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{%- endif %}
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{%- endif %}
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{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}
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{%- for message in messages[::-1] %}
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{%- set index = (messages|length - 1) - loop.index0 %}
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{%- if ns.multi_step_tool and message.role == "user" %}
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{%- set content = render_content(message.content, false)|trim %}
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{%- if not(content.startswith('<tool_response>') and content.endswith('</tool_response>')) %}
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{%- set ns.multi_step_tool = false %}
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{%- set ns.last_query_index = index %}
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{%- endif %}
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| 85 |
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{%- endif %}
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| 86 |
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{%- endfor %}
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| 87 |
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{%- for message in messages %}
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| 88 |
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{%- if loop.index0 >= num_sys and message.role != "system" and message.role != "developer" %}
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| 89 |
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{%- set content = render_content(message.content, true)|trim %}
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| 90 |
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{%- if message.role == "user" %}
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| 91 |
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{{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>' + '\n' }}
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| 92 |
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{%- elif message.role == "assistant" %}
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| 93 |
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{%- set reasoning_content = '' %}
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| 94 |
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{%- if message.reasoning_content is string %}
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| 95 |
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{%- set reasoning_content = message.reasoning_content %}
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| 96 |
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{%- else %}
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| 97 |
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{%- if '</think>' in content %}
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| 98 |
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{%- set reasoning_content = content.split('</think>')[0].rstrip('\n').split('<think>')[-1].lstrip('\n') %}
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| 99 |
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{%- set content = content.split('</think>')[-1].lstrip('\n') %}
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| 100 |
+
{%- endif %}
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| 101 |
+
{%- endif %}
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| 102 |
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{%- set reasoning_content = reasoning_content|trim %}
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| 103 |
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{%- if (preserve_thinking is defined and preserve_thinking is true) or (loop.index0 > ns.last_query_index) %}
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| 104 |
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{{- '<|im_start|>' + message.role + '\n<think>\n' + reasoning_content + '\n</think>\n\n' + content }}
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| 105 |
+
{%- else %}
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| 106 |
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{{- '<|im_start|>' + message.role + '\n' + content }}
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| 107 |
+
{%- endif %}
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| 108 |
+
{%- if message.tool_calls and message.tool_calls is iterable and message.tool_calls is not mapping %}
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| 109 |
+
{%- for tool_call in message.tool_calls %}
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| 110 |
+
{%- if tool_call.function is defined %}
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| 111 |
+
{%- set tool_call = tool_call.function %}
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| 112 |
+
{%- endif %}
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| 113 |
+
{%- if loop.first %}
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| 114 |
+
{%- if content|trim %}
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| 115 |
+
{{- '\n\n<tool_call>\n<function=' + tool_call.name + '>\n' }}
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| 116 |
+
{%- else %}
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| 117 |
+
{{- '<tool_call>\n<function=' + tool_call.name + '>\n' }}
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| 118 |
+
{%- endif %}
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| 119 |
+
{%- else %}
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| 120 |
+
{{- '\n<tool_call>\n<function=' + tool_call.name + '>\n' }}
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| 121 |
+
{%- endif %}
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| 122 |
+
{%- if tool_call.arguments is mapping %}
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| 123 |
+
{%- for args_name in tool_call.arguments %}
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| 124 |
+
{%- set args_value = tool_call.arguments[args_name] %}
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| 125 |
+
{{- '<parameter=' + args_name + '>\n' }}
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| 126 |
+
{%- set args_value = args_value | tojson | safe if args_value is mapping or (args_value is sequence and args_value is not string) else args_value | string %}
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| 127 |
+
{{- args_value }}
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| 128 |
+
{{- '\n</parameter>\n' }}
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| 129 |
+
{%- endfor %}
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| 130 |
+
{%- endif %}
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| 131 |
+
{{- '</function>\n</tool_call>' }}
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| 132 |
+
{%- endfor %}
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| 133 |
+
{%- endif %}
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| 134 |
+
{{- '<|im_end|>\n' }}
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| 135 |
+
{%- elif message.role == "tool" %}
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| 136 |
+
{%- if loop.previtem and loop.previtem.role != "tool" %}
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| 137 |
+
{{- '<|im_start|>user' }}
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| 138 |
+
{%- endif %}
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| 139 |
+
{{- '\n<tool_response>\n' }}
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| 140 |
+
{{- content }}
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| 141 |
+
{{- '\n</tool_response>' }}
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| 142 |
+
{%- if not loop.last and loop.nextitem.role != "tool" %}
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| 143 |
+
{{- '<|im_end|>\n' }}
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| 144 |
+
{%- elif loop.last %}
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| 145 |
+
{{- '<|im_end|>\n' }}
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| 146 |
+
{%- endif %}
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| 147 |
+
{%- endif %}
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| 148 |
+
{%- endif %}
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| 149 |
+
{%- endfor %}
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| 150 |
+
{%- if add_generation_prompt %}
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| 151 |
+
{{- '<|im_start|>assistant\n' }}
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| 152 |
+
{%- if enable_thinking is defined and enable_thinking is false %}
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| 153 |
+
{{- '<think>\n\n</think>\n\n' }}
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| 154 |
+
{%- else %}
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| 155 |
+
{{- '<think>\n' }}
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| 156 |
+
{%- endif %}
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| 157 |
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{%- endif %}
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| 158 |
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{#- Unsloth fixes - developer role, tool calling #}
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