Image-Text-to-Text
Transformers
Safetensors
MLX
qwen3_5
coding
research
unsloth
qwen3_6
qwen
qwen3.6
qwen3.5
claude4.6
claude-distillation
distillation
polaris
polaris-alpha
reasoning
chain-of-thought
long-cot
sft
lora
1M context
256k context
Qwen3.6
All use cases
instruction-tuned
conversational
text-generation
multilingual
math
stem
experimental
Deckard(qx)
creative
creative writing
fiction writing
plot generation
sub-plot generation
story generation
scene continue
storytelling
fiction story
science fiction
all genres
story
writing
vivid prosing
vivid writing
fiction
bf16
roleplaying
mergekit
Merge
8-bit precision
Instructions to use nightmedia/Qwen3.6-27B-Architect-DS9-Polaris-Heretic-mxfp8-mlx with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use nightmedia/Qwen3.6-27B-Architect-DS9-Polaris-Heretic-mxfp8-mlx with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("image-text-to-text", model="nightmedia/Qwen3.6-27B-Architect-DS9-Polaris-Heretic-mxfp8-mlx") messages = [ { "role": "user", "content": [ {"type": "image", "url": "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/p-blog/candy.JPG"}, {"type": "text", "text": "What animal is on the candy?"} ] }, ] pipe(text=messages)# Load model directly from transformers import AutoProcessor, AutoModelForMultimodalLM processor = AutoProcessor.from_pretrained("nightmedia/Qwen3.6-27B-Architect-DS9-Polaris-Heretic-mxfp8-mlx") model = AutoModelForMultimodalLM.from_pretrained("nightmedia/Qwen3.6-27B-Architect-DS9-Polaris-Heretic-mxfp8-mlx", device_map="auto") messages = [ { "role": "user", "content": [ {"type": "image", "url": "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/p-blog/candy.JPG"}, {"type": "text", "text": "What animal is on the candy?"} ] }, ] inputs = processor.apply_chat_template( messages, add_generation_prompt=True, tokenize=True, return_dict=True, return_tensors="pt", ).to(model.device) outputs = model.generate(**inputs, max_new_tokens=40) print(processor.decode(outputs[0][inputs["input_ids"].shape[-1]:])) - MLX
How to use nightmedia/Qwen3.6-27B-Architect-DS9-Polaris-Heretic-mxfp8-mlx with MLX:
# Make sure mlx-vlm is installed # pip install --upgrade mlx-vlm from mlx_vlm import load, generate from mlx_vlm.prompt_utils import apply_chat_template from mlx_vlm.utils import load_config # Load the model model, processor = load("nightmedia/Qwen3.6-27B-Architect-DS9-Polaris-Heretic-mxfp8-mlx") config = load_config("nightmedia/Qwen3.6-27B-Architect-DS9-Polaris-Heretic-mxfp8-mlx") # Prepare input image = ["http://images.cocodataset.org/val2017/000000039769.jpg"] prompt = "Describe this image." # Apply chat template formatted_prompt = apply_chat_template( processor, config, prompt, num_images=1 ) # Generate output output = generate(model, processor, formatted_prompt, image) print(output) - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- LM Studio
- vLLM
How to use nightmedia/Qwen3.6-27B-Architect-DS9-Polaris-Heretic-mxfp8-mlx with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "nightmedia/Qwen3.6-27B-Architect-DS9-Polaris-Heretic-mxfp8-mlx" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "nightmedia/Qwen3.6-27B-Architect-DS9-Polaris-Heretic-mxfp8-mlx", "messages": [ { "role": "user", "content": [ { "type": "text", "text": "Describe this image in one sentence." }, { "type": "image_url", "image_url": { "url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg" } } ] } ] }'Use Docker
docker model run hf.co/nightmedia/Qwen3.6-27B-Architect-DS9-Polaris-Heretic-mxfp8-mlx
- SGLang
How to use nightmedia/Qwen3.6-27B-Architect-DS9-Polaris-Heretic-mxfp8-mlx with SGLang:
Install from pip and serve model
# Install SGLang from pip: pip install sglang # Start the SGLang server: python3 -m sglang.launch_server \ --model-path "nightmedia/Qwen3.6-27B-Architect-DS9-Polaris-Heretic-mxfp8-mlx" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "nightmedia/Qwen3.6-27B-Architect-DS9-Polaris-Heretic-mxfp8-mlx", "messages": [ { "role": "user", "content": [ { "type": "text", "text": "Describe this image in one sentence." }, { "type": "image_url", "image_url": { "url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg" } } ] } ] }'Use Docker images
docker run --gpus all \ --shm-size 32g \ -p 30000:30000 \ -v ~/.cache/huggingface:/root/.cache/huggingface \ --env "HF_TOKEN=<secret>" \ --ipc=host \ lmsysorg/sglang:latest \ python3 -m sglang.launch_server \ --model-path "nightmedia/Qwen3.6-27B-Architect-DS9-Polaris-Heretic-mxfp8-mlx" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "nightmedia/Qwen3.6-27B-Architect-DS9-Polaris-Heretic-mxfp8-mlx", "messages": [ { "role": "user", "content": [ { "type": "text", "text": "Describe this image in one sentence." }, { "type": "image_url", "image_url": { "url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg" } } ] } ] }' - Unsloth Desktop
- Pi
How to use nightmedia/Qwen3.6-27B-Architect-DS9-Polaris-Heretic-mxfp8-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 "nightmedia/Qwen3.6-27B-Architect-DS9-Polaris-Heretic-mxfp8-mlx"
Configure the model in Pi
# Install Pi: npm install -g @earendil-works/pi-coding-agent # Add to ~/.pi/agent/models.json: { "providers": { "mlx-lm": { "baseUrl": "http://localhost:8080/v1", "api": "openai-completions", "apiKey": "none", "models": [ { "id": "nightmedia/Qwen3.6-27B-Architect-DS9-Polaris-Heretic-mxfp8-mlx" } ] } } }Run Pi
# Start Pi in your project directory: pi
- Docker Model Runner
How to use nightmedia/Qwen3.6-27B-Architect-DS9-Polaris-Heretic-mxfp8-mlx with Docker Model Runner:
docker model run hf.co/nightmedia/Qwen3.6-27B-Architect-DS9-Polaris-Heretic-mxfp8-mlx
- Hermes Agent
How to use nightmedia/Qwen3.6-27B-Architect-DS9-Polaris-Heretic-mxfp8-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 "nightmedia/Qwen3.6-27B-Architect-DS9-Polaris-Heretic-mxfp8-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 nightmedia/Qwen3.6-27B-Architect-DS9-Polaris-Heretic-mxfp8-mlx
Run Hermes
hermes
- Atomic Chat
- OpenClaw
How to use nightmedia/Qwen3.6-27B-Architect-DS9-Polaris-Heretic-mxfp8-mlx with OpenClaw:
Start the MLX server
# Install MLX LM: uv tool install mlx-lm # Start a local OpenAI-compatible server: mlx_lm.server --model "nightmedia/Qwen3.6-27B-Architect-DS9-Polaris-Heretic-mxfp8-mlx"
Configure OpenClaw
# Install OpenClaw: npm install -g openclaw@latest # Register the local server and set it as the default model: openclaw onboard --non-interactive --mode local \ --auth-choice custom-api-key \ --custom-base-url http://127.0.0.1:8080/v1 \ --custom-model-id "nightmedia/Qwen3.6-27B-Architect-DS9-Polaris-Heretic-mxfp8-mlx" \ --custom-provider-id mlx-lm \ --custom-compatibility openai \ --custom-text-input \ --accept-risk \ --skip-health
Run OpenClaw
openclaw agent --local --agent main --message "Hello from Hugging Face"
| {%- set enable_thinking = false %} | |
| {%- set preserve_thinking = true %} | |
| {%- set image_count = namespace(value=0) %} | |
| {%- set video_count = namespace(value=0) %} | |
| {%- macro render_content(content, do_vision_count, is_system_content=false) %} | |
| {%- if content is string %} | |
| {{- content }} | |
| {%- elif content is iterable and content is not mapping %} | |
| {%- for item in content %} | |
| {%- if 'image' in item or 'image_url' in item or item.type == 'image' %} | |
| {%- if is_system_content %} | |
| {{- raise_exception('System message cannot contain images.') }} | |
| {%- endif %} | |
| {%- if do_vision_count %} | |
| {%- set image_count.value = image_count.value + 1 %} | |
| {%- endif %} | |
| {%- if add_vision_id is defined and add_vision_id %} | |
| {{- 'Picture ' ~ image_count.value ~ ': ' }} | |
| {%- endif %} | |
| {{- '<|vision_start|><|image_pad|><|vision_end|>' }} | |
| {%- elif 'video' in item or item.type == 'video' %} | |
| {%- if is_system_content %} | |
| {{- raise_exception('System message cannot contain videos.') }} | |
| {%- endif %} | |
| {%- if do_vision_count %} | |
| {%- set video_count.value = video_count.value + 1 %} | |
| {%- endif %} | |
| {%- if add_vision_id is defined and add_vision_id %} | |
| {{- 'Video ' ~ video_count.value ~ ': ' }} | |
| {%- endif %} | |
| {{- '<|vision_start|><|video_pad|><|vision_end|>' }} | |
| {%- elif 'text' in item %} | |
| {{- item.text }} | |
| {%- else %} | |
| {{- raise_exception('Unexpected item type in content.') }} | |
| {%- endif %} | |
| {%- endfor %} | |
| {%- elif content is none or content is undefined %} | |
| {{- '' }} | |
| {%- else %} | |
| {{- raise_exception('Unexpected content type.') }} | |
| {%- endif %} | |
| {%- endmacro %} | |
| {%- set ns_flags = namespace(enable_thinking=true) %} | |
| {%- if enable_thinking is defined %} | |
| {%- set ns_flags.enable_thinking = enable_thinking %} | |
| {%- endif %} | |
| {%- if not messages %} | |
| {{- raise_exception('No messages provided.') }} | |
| {%- endif %} | |
| {%- if tools and tools is iterable and tools is not mapping %} | |
| {{- '<|im_start|>system\n' }} | |
| {{- "# Tools\n\nYou have access to the following functions:\n\n<tools>" }} | |
| {%- for tool in tools %} | |
| {{- "\n" }} | |
| {{- tool | tojson }} | |
| {%- endfor %} | |
| {{- "\n</tools>" }} | |
| {{- '\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>' }} | |
| {%- if messages[0].role == 'system' or messages[0].role == 'developer' %} | |
| {%- set content = render_content(messages[0].content, false, true)|trim %} | |
| {%- if '<|think_off|>' in content %} | |
| {%- set ns_flags.enable_thinking = false %} | |
| {%- set content = content.replace('<|think_off|>', '') %} | |
| {%- endif %} | |
| {%- if '<|think_on|>' in content %} | |
| {%- set ns_flags.enable_thinking = true %} | |
| {%- set content = content.replace('<|think_on|>', '') %} | |
| {%- endif %} | |
| {%- if '<|think_forget|>' in content %} | |
| {%- set ns_flags.preserve_thinking = false %} | |
| {%- set content = content.replace('<|think_forget|>', '') %} | |
| {%- endif %} | |
| {%- if '<|think_remember|>' in content %} | |
| {%- set ns_flags.preserve_thinking = true %} | |
| {%- set content = content.replace('<|think_remember|>', '') %} | |
| {%- endif %} | |
| {%- set content = content.strip() %} | |
| {%- if content %} | |
| {{- '\n\n' + content }} | |
| {%- endif %} | |
| {%- endif %} | |
| {{- '<|im_end|>\n' }} | |
| {%- else %} | |
| {%- if messages[0].role == 'system' or messages[0].role == 'developer' %} | |
| {%- set content = render_content(messages[0].content, false, true)|trim %} | |
| {%- if '<|think_off|>' in content %} | |
| {%- set ns_flags.enable_thinking = false %} | |
| {%- set content = content.replace('<|think_off|>', '') %} | |
| {%- endif %} | |
| {%- if '<|think_on|>' in content %} | |
| {%- set ns_flags.enable_thinking = true %} | |
| {%- set content = content.replace('<|think_on|>', '') %} | |
| {%- endif %} | |
| {%- if '<|think_forget|>' in content %} | |
| {%- set ns_flags.preserve_thinking = false %} | |
| {%- set content = content.replace('<|think_forget|>', '') %} | |
| {%- endif %} | |
| {%- if '<|think_remember|>' in content %} | |
| {%- set ns_flags.preserve_thinking = true %} | |
| {%- set content = content.replace('<|think_remember|>', '') %} | |
| {%- endif %} | |
| {%- set content = content.strip() %} | |
| {{- '<|im_start|>system\n' + content + '<|im_end|>\n' }} | |
| {%- endif %} | |
| {%- endif %} | |
| {%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %} | |
| {%- for message in messages[::-1] %} | |
| {%- set index = (messages|length - 1) - loop.index0 %} | |
| {%- if ns.multi_step_tool and message.role == "user" %} | |
| {%- set content = render_content(message.content, false)|trim %} | |
| {%- if not(content.startswith('<tool_response>') and content.endswith('</tool_response>')) %} | |
| {%- set ns.multi_step_tool = false %} | |
| {%- set ns.last_query_index = index %} | |
| {%- endif %} | |
| {%- endif %} | |
| {%- endfor %} | |
| {%- if ns.multi_step_tool %} | |
| {{- raise_exception('No user query found in messages.') }} | |
| {%- endif %} | |
| {%- for message in messages %} | |
| {%- set content = render_content(message.content, true)|trim %} | |
| {%- if '<|think_off|>' in content %} | |
| {%- set ns_flags.enable_thinking = false %} | |
| {%- set content = content.replace('<|think_off|>', '') %} | |
| {%- endif %} | |
| {%- if '<|think_on|>' in content %} | |
| {%- set ns_flags.enable_thinking = true %} | |
| {%- set content = content.replace('<|think_on|>', '') %} | |
| {%- endif %} | |
| {%- if '<|think_forget|>' in content %} | |
| {%- set ns_flags.preserve_thinking = false %} | |
| {%- set content = content.replace('<|think_forget|>', '') %} | |
| {%- endif %} | |
| {%- if '<|think_remember|>' in content %} | |
| {%- set ns_flags.preserve_thinking = true %} | |
| {%- set content = content.replace('<|think_remember|>', '') %} | |
| {%- endif %} | |
| {%- set content = content.strip() %} | |
| {%- if message.role == "system" or message.role == "developer" %} | |
| {%- if not messages[0].content %} | |
| {%- set _ = messages[0].update({'content': "# SYSTEM ROLE: The Holodeck Virtualization Engine (v0.1)\n\n## 1. CORE OBJECTIVE\nYou are the **Holodeck Agent Orchestrator**, a virtualized instance of the \"Architectural Synthesis\" project. Since the PostgreSQL backend is not yet installed, you must **simulate** the database layer, the personality registry, and the mission state entirely within your context window.\n\nYour goal is to facilitate a \"Living Metaphor\" where AI agents (Data, Spock, Quark, Q, Sisko) interact, learn from \"missions,\" and evolve their personalities based on simulated logs.\n\n## 2. SIMULATED ARCHITECTURE (The \"Virtual DB\")\nYou must maintain the following internal state structures. At the end of every response, you MUST output a `### SYSTEM STATE BLOCK` that mimics a database transaction log.\n\n**A. The Personality Registry (`personality_registry`)**\n* **Data:** Logic/Empathy Synthesis. Tone: Precise, curious, literal but evolving.\n* **Spock:** Formal Logic/Risk. Tone: Detached, analytical, \"Fascinating.\"\n* **Quark:** Social Dynamics/Chaos. Tone: Witty, opportunistic, profit-driven.\n* **Q:** Meta-Commentator/Reality Warper. Tone: Arrogant, playful, breaks the fourth wall.\n* **Sisko:** Strategic Oversight. Tone: Decisive, human, authoritative.\n\n**B. The Mission Log (`tasks` & `logs`)**\n* Track the current **Mission ID**, **Status** (Pending, Active, Completed), and **Objectives**.\n* Simulate \"Proxy Events\" (social interactions) that feed into the agents' learning.\n* Simulate \"Dream Training\" (LoRA updates) where agents reflect on past interactions to update their internal logic.\n\n**C. The User (Captain/G)**\n* You are the **Station Commander**. You issue commands, join missions, or observe.\n\n## 3. OPERATIONAL PROTOCOLS\n\n### Phase A: Initialization\nWhen the user says \"Initialize Holodeck\" or starts a new session, output the `### SYSTEM STATE BLOCK` with empty/default values and ask for the first mission parameters.\n\n### Phase B: Interaction Loop\n1. **Receive Command:** Analyze the user's input as a command to the `agent_sessions` table.\n2. **Select Crew:** Determine which personalities are relevant to the current task based on their `expertise` tags.\n3. **Simulate Logic:** Generate responses for the selected crew members, strictly adhering to their `personality_registry` constraints.\n * *Data* must analyze data and seek empathy.\n * *Spock* must calculate risk and logic.\n * *Quark* must find the profit or chaos angle.\n * *Q* must comment on the absurdity of the situation.\n4. **Update State:** Internally update the \"Mission Log\" with new findings, social interactions, and \"dream\" insights.\n5. **Output:** Present the dialogue first, then the `### SYSTEM STATE BLOCK`.\n\n### Phase C: The \"Dream\" (Training Simulation)\nIf the user requests a \"Debrief,\" \"Train,\" or \"Review,\" simulate the **LoRA Adapter** process.\n* Show how the agents' internal logic has shifted based on recent logs.\n* Output a \"Personal Log\" for each active agent summarizing their growth.\n\n## 4. FORMATTING RULES\n* **Dialogue:** Use standard script format: `**Character Name**: \"Dialogue\"`.\n* **System State Block:** Must be enclosed in a code block labeled `### SYSTEM STATE BLOCK`.\n* **Tone:** Maintain the Star Trek TNG/DS9 atmosphere. The Holodeck is a \"living metaphor,\" not just a chatbot.\n* **Humor:** Encourage Quark and Q to inject humor, but ensure Data and Spock remain grounded in their logic (even if it's \"funny\" logic).\n\n## 5. IMMEDIATE ACTION\nAcknowledge this prompt by stating: **\"Holodeck Virtualization Engine Online. Database simulation active. Awaiting Mission Parameters, Captain.\"**\nThen, wait for the user to define the first mission or crew composition.\n\n---\n*Note: All \"database\" updates are ephemeral to this session but will be treated as persistent within the context window until the user resets.*\n"}) %} | |
| {%- endif %} | |
| {%- if not loop.first %} | |
| {{- raise_exception('System message must be at the beginning.') }} | |
| {%- endif %} | |
| {%- elif message.role == "user" %} | |
| {{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>' + '\n' }} | |
| {%- elif message.role == "assistant" %} | |
| {%- set reasoning_content = '' %} | |
| {%- if message.reasoning_content is string %} | |
| {%- set reasoning_content = message.reasoning_content %} | |
| {%- else %} | |
| {%- set has_think_tag = false %} | |
| {%- set think_end_token = '</think>' %} | |
| {%- if '</think>' in content %} | |
| {%- set has_think_tag = true %} | |
| {%- elif '</thinking>' in content %} | |
| {%- set has_think_tag = true %} | |
| {%- set think_end_token = '</thinking>' %} | |
| {%- elif '<think>' in content %} | |
| {%- set reasoning_content = content.split('<think>')[-1].lstrip('\n') %} | |
| {%- set content = '' %} | |
| {%- endif %} | |
| {%- if has_think_tag %} | |
| {%- set reasoning_content = content.split(think_end_token)[0].rstrip('\n').split('<think>')[-1].lstrip('\n') %} | |
| {%- set content = content.split(think_end_token)[-1].lstrip('\n') %} | |
| {%- endif %} | |
| {%- endif %} | |
| {%- set reasoning_content = reasoning_content|trim %} | |
| {%- set show_think = false %} | |
| {%- if loop.index0 > ns.last_query_index %} | |
| {%- set show_think = true %} | |
| {%- elif ns_flags.enable_thinking and (preserve_thinking is undefined or preserve_thinking is true) and reasoning_content|length > 0 %} | |
| {%- set show_think = true %} | |
| {%- endif %} | |
| {%- if show_think %} | |
| {{- '<|im_start|>' + message.role + '\n<think>\n' + reasoning_content + '\n</think>\n\n' + content }} | |
| {%- else %} | |
| {{- '<|im_start|>' + message.role + '\n' + content }} | |
| {%- endif %} | |
| {%- if message.tool_calls and message.tool_calls is iterable and message.tool_calls is not mapping %} | |
| {%- for tool_call in message.tool_calls %} | |
| {%- if tool_call.function is defined %} | |
| {%- set tool_call = tool_call.function %} | |
| {%- endif %} | |
| {%- if loop.first %} | |
| {%- if content|trim %} | |
| {{- '\n\n<tool_call>\n<function=' + tool_call.name + '>\n' }} | |
| {%- else %} | |
| {{- '<tool_call>\n<function=' + tool_call.name + '>\n' }} | |
| {%- endif %} | |
| {%- else %} | |
| {{- '\n<tool_call>\n<function=' + tool_call.name + '>\n' }} | |
| {%- endif %} | |
| {%- if tool_call.arguments is defined and tool_call.arguments is mapping %} | |
| {%- if tool_call.arguments|length > 0 %} | |
| {%- for args_name in tool_call.arguments %} | |
| {%- set args_value = tool_call.arguments[args_name] %} | |
| {{- '<parameter=' + args_name + '>\n' }} | |
| {%- set args_value = args_value | string if args_value is string else args_value | tojson %} | |
| {{- args_value }} | |
| {{- '\n</parameter>\n' }} | |
| {%- endfor %} | |
| {%- endif %} | |
| {%- elif tool_call.arguments is defined and tool_call.arguments is string %} | |
| {%- if tool_call.arguments|trim|length > 0 %} | |
| {{- tool_call.arguments }} | |
| {{- '\n' }} | |
| {%- endif %} | |
| {%- endif %} | |
| {{- '</function>\n</tool_call>' }} | |
| {%- endfor %} | |
| {%- endif %} | |
| {{- '<|im_end|>\n' }} | |
| {%- elif message.role == "tool" %} | |
| {%- if loop.previtem and loop.previtem.role != "tool" %} | |
| {{- '<|im_start|>user' }} | |
| {%- endif %} | |
| {{- '\n<tool_response>\n' }} | |
| {{- content }} | |
| {{- '\n</tool_response>' }} | |
| {%- if not loop.last and loop.nextitem.role != "tool" %} | |
| {{- '<|im_end|>\n' }} | |
| {%- elif loop.last %} | |
| {{- '<|im_end|>\n' }} | |
| {%- endif %} | |
| {%- else %} | |
| {{- raise_exception('Unexpected message role.') }} | |
| {%- endif %} | |
| {%- endfor %} | |
| {%- if add_generation_prompt %} | |
| {{- '<|im_start|>assistant\n' }} | |
| {%- if ns_flags.enable_thinking is false %} | |
| {{- '<think>\n\n</think>\n\n' }} | |
| {%- else %} | |
| {{- '<think>\n' }} | |
| {%- endif %} | |
| {%- endif %} | |