Instructions to use StableQuant/Qwen-Templates-Rebuild-Project with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use StableQuant/Qwen-Templates-Rebuild-Project with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="StableQuant/Qwen-Templates-Rebuild-Project")# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("StableQuant/Qwen-Templates-Rebuild-Project", dtype="auto") - Notebooks
- Google Colab
- Kaggle
- Local Apps
- vLLM
How to use StableQuant/Qwen-Templates-Rebuild-Project with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "StableQuant/Qwen-Templates-Rebuild-Project" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "StableQuant/Qwen-Templates-Rebuild-Project", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }'Use Docker
docker model run hf.co/StableQuant/Qwen-Templates-Rebuild-Project
- SGLang
How to use StableQuant/Qwen-Templates-Rebuild-Project 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 "StableQuant/Qwen-Templates-Rebuild-Project" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "StableQuant/Qwen-Templates-Rebuild-Project", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }'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 "StableQuant/Qwen-Templates-Rebuild-Project" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "StableQuant/Qwen-Templates-Rebuild-Project", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }' - Docker Model Runner
How to use StableQuant/Qwen-Templates-Rebuild-Project with Docker Model Runner:
docker model run hf.co/StableQuant/Qwen-Templates-Rebuild-Project
Upload qwen3-5_6-template_v1.1.jinja
Browse files- qwen3-5_6-template_v1.1.jinja +290 -0
qwen3-5_6-template_v1.1.jinja
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| 1 |
+
{#- ===== SECTION 1: MACRO render_content =====
|
| 2 |
+
Handles string, list (image/video/text items), or None/undefined.
|
| 3 |
+
count_vision=true: increments ns.image_count / ns.video_count.
|
| 4 |
+
-#}
|
| 5 |
+
{%- macro render_content(content, count_vision=false) -%}
|
| 6 |
+
{%- if content is string -%}
|
| 7 |
+
{{- content -}}
|
| 8 |
+
{%- elif content is iterable and content is not mapping -%}
|
| 9 |
+
{%- for item in content -%}
|
| 10 |
+
{%- if item.type == 'image' or 'image' in item or 'image_url' in item -%}
|
| 11 |
+
{%- if count_vision -%}{%- set ns.image_count = ns.image_count + 1 -%}{%- endif -%}
|
| 12 |
+
{%- if add_vision_id is defined and add_vision_id -%}
|
| 13 |
+
{{- 'Picture ' ~ ns.image_count ~ ': ' -}}
|
| 14 |
+
{%- endif -%}
|
| 15 |
+
{{- '<|vision_start|><|image_pad|><|vision_end|>' -}}
|
| 16 |
+
{%- elif item.type == 'video' or 'video' in item -%}
|
| 17 |
+
{%- if count_vision -%}{%- set ns.video_count = ns.video_count + 1 -%}{%- endif -%}
|
| 18 |
+
{%- if add_vision_id is defined and add_vision_id -%}
|
| 19 |
+
{{- 'Video ' ~ ns.video_count ~ ': ' -}}
|
| 20 |
+
{%- endif -%}
|
| 21 |
+
{{- '<|vision_start|><|video_pad|><|vision_end|>' -}}
|
| 22 |
+
{%- elif item.type == 'text' or 'text' in item -%}
|
| 23 |
+
{{- item.text -}}
|
| 24 |
+
{%- endif -%}
|
| 25 |
+
{%- endfor -%}
|
| 26 |
+
{%- endif -%}
|
| 27 |
+
{%- endmacro -%}
|
| 28 |
+
|
| 29 |
+
{#- ===== SECTION 2: NAMESPACE INITIALISATION =====
|
| 30 |
+
Single ns object for all mutable state.
|
| 31 |
+
enable_thinking default=true (BUG-003 fix)
|
| 32 |
+
preserve_thinking default=true: when false, suppresses think-block output in
|
| 33 |
+
generation prompt and overrides enable_thinking to false.
|
| 34 |
+
Passed via --chat-template-kwargs {"preserve_thinking":false}.
|
| 35 |
+
-#}
|
| 36 |
+
{%- set ns = namespace(
|
| 37 |
+
enable_thinking=true,
|
| 38 |
+
image_count=0,
|
| 39 |
+
video_count=0
|
| 40 |
+
) -%}
|
| 41 |
+
|
| 42 |
+
{#- Resolve enable_thinking kwarg -#}
|
| 43 |
+
{%- if enable_thinking is defined -%}
|
| 44 |
+
{%- if enable_thinking -%}
|
| 45 |
+
{%- set ns.enable_thinking = true -%}
|
| 46 |
+
{%- else -%}
|
| 47 |
+
{%- set ns.enable_thinking = false -%}
|
| 48 |
+
{%- endif -%}
|
| 49 |
+
{%- endif -%}
|
| 50 |
+
|
| 51 |
+
{#- Resolve preserve_thinking kwarg.
|
| 52 |
+
preserve_thinking=false => force non-thinking mode (same as enable_thinking=false).
|
| 53 |
+
preserve_thinking=true => default, no override (thinking controlled by enable_thinking).
|
| 54 |
+
When not defined => default, no override.
|
| 55 |
+
-#}
|
| 56 |
+
{%- if preserve_thinking is defined and not preserve_thinking -%}
|
| 57 |
+
{%- set ns.enable_thinking = false -%}
|
| 58 |
+
{%- endif -%}
|
| 59 |
+
|
| 60 |
+
{#- ===== SECTION 3: PRE-SCAN =====
|
| 61 |
+
Track last /no_think or /think flag in user messages.
|
| 62 |
+
Also scan system messages for <|think_off|> / <|think_on|> markers
|
| 63 |
+
(allows apps to control thinking mode via system prompt injection).
|
| 64 |
+
The model follows the last flag encountered in multi-turn conversations.
|
| 65 |
+
-#}
|
| 66 |
+
{%- for i in range(messages | length) -%}
|
| 67 |
+
{%- set _msg = messages[i] -%}
|
| 68 |
+
{%- if _msg.role == 'user' -%}
|
| 69 |
+
{%- set _u = _msg.content if _msg.content is string else '' -%}
|
| 70 |
+
{%- if _u.rstrip().endswith('/no_think') -%}
|
| 71 |
+
{%- set ns.enable_thinking = false -%}
|
| 72 |
+
{%- elif _u.rstrip().endswith('/think') -%}
|
| 73 |
+
{%- set ns.enable_thinking = true -%}
|
| 74 |
+
{%- endif -%}
|
| 75 |
+
{%- elif _msg.role == 'system' or _msg.role == 'developer' -%}
|
| 76 |
+
{%- set _s = _msg.content if _msg.content is string else '' -%}
|
| 77 |
+
{%- if '<|think_off|>' in _s -%}
|
| 78 |
+
{%- set ns.enable_thinking = false -%}
|
| 79 |
+
{%- elif '<|think_on|>' in _s -%}
|
| 80 |
+
{%- set ns.enable_thinking = true -%}
|
| 81 |
+
{%- endif -%}
|
| 82 |
+
{%- endif -%}
|
| 83 |
+
{%- endfor -%}
|
| 84 |
+
|
| 85 |
+
{#- ===== SECTION 4: COLLECT SYSTEM CONTENT =====
|
| 86 |
+
Merge all system/developer messages with \n\n separator (BUG-004 fix).
|
| 87 |
+
<|think_off|> / <|think_on|> markers are stripped from output.
|
| 88 |
+
-#}
|
| 89 |
+
{%- set ns_sys = namespace(content='') -%}
|
| 90 |
+
{%- for msg in messages -%}
|
| 91 |
+
{%- if msg.role == 'system' or msg.role == 'developer' -%}
|
| 92 |
+
{%- set _c = render_content(msg.content | default('')) | trim -%}
|
| 93 |
+
{%- set _c = _c | replace('<|think_off|>', '') | replace('<|think_on|>', '') | trim -%}
|
| 94 |
+
{%- if _c -%}
|
| 95 |
+
{%- if ns_sys.content == '' -%}
|
| 96 |
+
{%- set ns_sys.content = _c -%}
|
| 97 |
+
{%- else -%}
|
| 98 |
+
{%- set ns_sys.content = ns_sys.content + '\n\n' + _c -%}
|
| 99 |
+
{%- endif -%}
|
| 100 |
+
{%- endif -%}
|
| 101 |
+
{%- endif -%}
|
| 102 |
+
{%- endfor -%}
|
| 103 |
+
|
| 104 |
+
{#- ===== SECTION 5: BUILD TOOLS LIST =====
|
| 105 |
+
Normalise each tool to {"type":"function","function":{...}} format.
|
| 106 |
+
Serialisation happens later at output time (avoids Markup + str escaping bugs).
|
| 107 |
+
-#}
|
| 108 |
+
{%- set _has_tools = tools is defined and tools -%}
|
| 109 |
+
{%- if _has_tools -%}
|
| 110 |
+
{%- set ns_tb = namespace(list=[]) -%}
|
| 111 |
+
{%- for tool in tools -%}
|
| 112 |
+
{%- if tool.function is defined -%}
|
| 113 |
+
{%- set ns_tb.list = ns_tb.list + [tool] -%}
|
| 114 |
+
{%- else -%}
|
| 115 |
+
{%- set ns_tb.list = ns_tb.list + [{"type": "function", "function": tool}] -%}
|
| 116 |
+
{%- endif -%}
|
| 117 |
+
{%- endfor -%}
|
| 118 |
+
{%- endif -%}
|
| 119 |
+
|
| 120 |
+
{#- ===== SECTION 6: OUTPUT SYSTEM TURN =====
|
| 121 |
+
Each fragment output via its own {{ }} block so tojson Markup objects are
|
| 122 |
+
never Python-concatenated with plain strings (would trigger HTML-escaping).
|
| 123 |
+
User system content appears BEFORE the tools block (correct ordering).
|
| 124 |
+
No default system prompt injected.
|
| 125 |
+
-#}
|
| 126 |
+
{%- if ns_sys.content or _has_tools -%}
|
| 127 |
+
{{- '<|im_start|>system\n' -}}
|
| 128 |
+
{%- if ns_sys.content -%}
|
| 129 |
+
{{- ns_sys.content -}}
|
| 130 |
+
{%- if _has_tools -%}{{- '\n\n' -}}{%- endif -%}
|
| 131 |
+
{%- endif -%}
|
| 132 |
+
{%- if _has_tools -%}
|
| 133 |
+
{{- '# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>\n' -}}
|
| 134 |
+
{%- for tool in ns_tb.list -%}
|
| 135 |
+
{{- tool | tojson -}}
|
| 136 |
+
{%- if not loop.last -%}{{- '\n' -}}{%- endif -%}
|
| 137 |
+
{%- endfor -%}
|
| 138 |
+
{{- '\n</tools>\n\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\n<tool_call>\n{"name": <function-name>, "arguments": <args-json-object>}\n</tool_call>' -}}
|
| 139 |
+
{%- endif -%}
|
| 140 |
+
{{- '<|im_end|>\n' -}}
|
| 141 |
+
{%- endif -%}
|
| 142 |
+
|
| 143 |
+
{#- ===== SECTION 7: MAIN MESSAGE LOOP ===== -#}
|
| 144 |
+
{%- for message in messages -%}
|
| 145 |
+
|
| 146 |
+
{#- 7a: System / Developer — already rendered above, skip -#}
|
| 147 |
+
{%- if message.role == 'system' or message.role == 'developer' -%}
|
| 148 |
+
|
| 149 |
+
{#- 7b: User messages -#}
|
| 150 |
+
{%- elif message.role == 'user' -%}
|
| 151 |
+
{%- set _uc = render_content(message.content | default(''), true) -%}
|
| 152 |
+
{{- '<|im_start|>user\n' + _uc + '<|im_end|>\n' -}}
|
| 153 |
+
|
| 154 |
+
{#- 7c: Assistant messages -#}
|
| 155 |
+
{%- elif message.role == 'assistant' -%}
|
| 156 |
+
{#- Safely extract content as string — guard against absent key (BUG-002 fix).
|
| 157 |
+
Also support message.reasoning_content as an explicit think-block source
|
| 158 |
+
(used by some frameworks that store thinking separately from content). -#}
|
| 159 |
+
{%- if message.content is defined and message.content is string -%}
|
| 160 |
+
{%- set _ac = message.content -%}
|
| 161 |
+
{%- elif message.content is defined and message.content is iterable and message.content is not mapping -%}
|
| 162 |
+
{%- set _ac = render_content(message.content) -%}
|
| 163 |
+
{%- else -%}
|
| 164 |
+
{%- set _ac = '' -%}
|
| 165 |
+
{%- endif -%}
|
| 166 |
+
|
| 167 |
+
{#- Reconstruct content from reasoning_content + content when the framework
|
| 168 |
+
stores thinking separately (e.g. OpenAI-style reasoning_content field).
|
| 169 |
+
Only apply when no think-block already present in _ac. -#}
|
| 170 |
+
{%- if message.reasoning_content is defined and message.reasoning_content is string
|
| 171 |
+
and message.reasoning_content | trim
|
| 172 |
+
and '<think>' not in _ac -%}
|
| 173 |
+
{%- set _ac = '<think>\n' + message.reasoning_content | trim + '\n</think>\n\n' + _ac -%}
|
| 174 |
+
{%- endif -%}
|
| 175 |
+
|
| 176 |
+
{#- Collect tool_calls if present -#}
|
| 177 |
+
{%- set _tc = message.tool_calls if message.tool_calls is defined and message.tool_calls else [] -%}
|
| 178 |
+
|
| 179 |
+
{#- Strip <tool_call> prefix from content when tool_calls also present
|
| 180 |
+
(some frameworks duplicate the data in both fields) -#}
|
| 181 |
+
{%- if _tc and '<tool_call>' in _ac -%}
|
| 182 |
+
{%- set _ac = _ac.split('<tool_call>')[0] | trim -%}
|
| 183 |
+
{%- endif -%}
|
| 184 |
+
|
| 185 |
+
{#- Determine if this is the last-in-history assistant turn.
|
| 186 |
+
When add_generation_prompt=False and this is the last message, think blocks
|
| 187 |
+
must be preserved (and non-thinking prefill applied if needed).
|
| 188 |
+
All other turns have their think blocks stripped. -#}
|
| 189 |
+
{%- set _is_last_hist = loop.last and not (add_generation_prompt | default(false)) -%}
|
| 190 |
+
|
| 191 |
+
{#- Think-block handling (BUG-001 fix + last-turn preservation):
|
| 192 |
+
- Tool-call turns : never strip (think block is part of the tool-call format)
|
| 193 |
+
- Last-history turn : preserve; inject non-thinking prefill when absent
|
| 194 |
+
- Historical turns : strip using fuzzy end-tag matching to handle
|
| 195 |
+
</think>, </thinking>, </ think>, </think > variants -#}
|
| 196 |
+
{%- if not _tc -%}
|
| 197 |
+
{%- if _is_last_hist -%}
|
| 198 |
+
{%- if '<think>' not in _ac and not ns.enable_thinking -%}
|
| 199 |
+
{%- set _ac = '<think>\n\n</think>\n\n' + _ac -%}
|
| 200 |
+
{%- endif -%}
|
| 201 |
+
{%- else -%}
|
| 202 |
+
{#- Fuzzy end-tag detection for historical turn stripping -#}
|
| 203 |
+
{%- set _think_end = '' -%}
|
| 204 |
+
{%- if '</think>' in _ac -%}
|
| 205 |
+
{%- set _think_end = '</think>' -%}
|
| 206 |
+
{%- elif '</thinking>' in _ac -%}
|
| 207 |
+
{%- set _think_end = '</thinking>' -%}
|
| 208 |
+
{%- elif '</ think>' in _ac -%}
|
| 209 |
+
{%- set _think_end = '</ think>' -%}
|
| 210 |
+
{%- elif '</think >' in _ac -%}
|
| 211 |
+
{%- set _think_end = '</think >' -%}
|
| 212 |
+
{%- endif -%}
|
| 213 |
+
{%- if _think_end -%}
|
| 214 |
+
{%- set _ac = _ac.split(_think_end)[-1].lstrip('\n') -%}
|
| 215 |
+
{%- endif -%}
|
| 216 |
+
{%- endif -%}
|
| 217 |
+
{%- endif -%}
|
| 218 |
+
|
| 219 |
+
{#- Emit the assistant turn -#}
|
| 220 |
+
{{- '<|im_start|>assistant\n' -}}
|
| 221 |
+
{%- if _ac -%}
|
| 222 |
+
{{- _ac -}}
|
| 223 |
+
{%- if _tc -%}{{- '\n' -}}{%- endif -%}
|
| 224 |
+
{%- endif -%}
|
| 225 |
+
|
| 226 |
+
{#- Render tool calls in Hermes format (BUG-006 fix: arguments as-is or tojson).
|
| 227 |
+
Each value output via its own {{ }} block — never concatenated with plain strings
|
| 228 |
+
in Python, which would trigger Markup HTML-escaping (BUG-003/markup fix). -#}
|
| 229 |
+
{%- if _tc -%}
|
| 230 |
+
{%- for tc in _tc -%}
|
| 231 |
+
{{- '<tool_call>\n' -}}
|
| 232 |
+
{{- '{"name": ' -}}{{- tc.function.name | tojson -}}
|
| 233 |
+
{%- if tc.function.arguments is string -%}
|
| 234 |
+
{{- ', "arguments": ' + tc.function.arguments -}}
|
| 235 |
+
{%- else -%}
|
| 236 |
+
{{- ', "arguments": ' -}}{{- tc.function.arguments | tojson -}}
|
| 237 |
+
{%- endif -%}
|
| 238 |
+
{{- '}' -}}
|
| 239 |
+
{%- if not loop.last -%}
|
| 240 |
+
{{- '\n</tool_call>\n' -}}
|
| 241 |
+
{%- else -%}
|
| 242 |
+
{{- '\n</tool_call>' -}}
|
| 243 |
+
{%- endif -%}
|
| 244 |
+
{%- endfor -%}
|
| 245 |
+
{%- endif -%}
|
| 246 |
+
{{- '<|im_end|>\n' -}}
|
| 247 |
+
|
| 248 |
+
{#- 7d: Tool results — group consecutive tool messages into one user turn -#}
|
| 249 |
+
{%- elif message.role == 'tool' -%}
|
| 250 |
+
{%- set _prev_role = messages[loop.index0 - 1].role if loop.index0 > 0 else '' -%}
|
| 251 |
+
{%- set _next_role = messages[loop.index0 + 1].role if not loop.last else '' -%}
|
| 252 |
+
{%- if _prev_role != 'tool' -%}
|
| 253 |
+
{{- '<|im_start|>user\n' -}}
|
| 254 |
+
{%- endif -%}
|
| 255 |
+
{{- '<tool_response>\n' -}}
|
| 256 |
+
{{- message.content | default('') -}}
|
| 257 |
+
{%- if _next_role == 'tool' -%}
|
| 258 |
+
{{- '\n</tool_response>\n' -}}
|
| 259 |
+
{%- else -%}
|
| 260 |
+
{{- '\n</tool_response>' -}}
|
| 261 |
+
{{- '<|im_end|>\n' -}}
|
| 262 |
+
{%- endif -%}
|
| 263 |
+
|
| 264 |
+
{#- 7e: Unknown role -#}
|
| 265 |
+
{%- else -%}
|
| 266 |
+
{{- raise_exception('Unexpected message role: ' + message.role) -}}
|
| 267 |
+
{%- endif -%}
|
| 268 |
+
|
| 269 |
+
{%- endfor -%}
|
| 270 |
+
|
| 271 |
+
{#- ===== SECTION 8: GENERATION PROMPT =====
|
| 272 |
+
enable_thinking=True → open <think>\n prefill so llama.cpp reasoning-budget
|
| 273 |
+
and other inference engines can hook into the think-stream.
|
| 274 |
+
The model continues generating inside the open block.
|
| 275 |
+
enable_thinking=False → exact non-thinking prefill: <think>\n\n</think>\n\n
|
| 276 |
+
(19-char closed block, BUG-005 fix)
|
| 277 |
+
|
| 278 |
+
NOTE: The <think>\n opener is EPHEMERAL — it lives only in the generation
|
| 279 |
+
prompt, never in chat history. Historical think-block stripping (BUG-001)
|
| 280 |
+
is handled in Section 7c and is entirely unaffected by this change.
|
| 281 |
+
No context poisoning risk.
|
| 282 |
+
-#}
|
| 283 |
+
{%- if add_generation_prompt -%}
|
| 284 |
+
{{- '<|im_start|>assistant\n' -}}
|
| 285 |
+
{%- if ns.enable_thinking -%}
|
| 286 |
+
{{- '<think>\n' -}}
|
| 287 |
+
{%- else -%}
|
| 288 |
+
{{- '<think>\n\n</think>\n\n' -}}
|
| 289 |
+
{%- endif -%}
|
| 290 |
+
{%- endif -%}
|