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Hemlock-Qwen3.6-27B

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  1. .gitattributes +1 -0
  2. README.md +101 -0
  3. chat_template.jinja +154 -0
  4. config.json +142 -0
  5. generation_config.json +13 -0
  6. model-00001-of-00002.safetensors +3 -0
  7. model-00002-of-00002.safetensors +3 -0
  8. model-mtp.safetensors +3 -0
  9. model.safetensors.index.json +0 -0
  10. preprocessor_config.json +21 -0
  11. tokenizer.json +3 -0
  12. tokenizer_config.json +31 -0
  13. video_preprocessor_config.json +21 -0
.gitattributes CHANGED
@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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  *.zip filter=lfs diff=lfs merge=lfs -text
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  *.zst filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
 
 
33
  *.zip filter=lfs diff=lfs merge=lfs -text
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  *.zst filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
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+ tokenizer.json filter=lfs diff=lfs merge=lfs -text
README.md ADDED
@@ -0,0 +1,101 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ base_model:
3
+ - nbeerbower/Vorarbeiter-Qwen3.6-27B
4
+ - nbeerbower/Schierling-Qwen3.6-27B-LoRA
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+ library_name: transformers
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+ license: apache-2.0
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+ pipeline_tag: image-text-to-text
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+ datasets:
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+ - hemlang/Hemlock-SFT
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+ - hemlang/hemlock-codex3-SFT
11
+ - hemlang/hemlock-transmutation
12
+ language:
13
+ - en
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+ tags:
15
+ - merge
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+ - code
17
+ - hemlock
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+ - agents
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+ - tool-use
20
+ - qwen3.6
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+ ---
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+
23
+ # Hemlock-Qwen3.6-27B
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+
25
+ [Vorarbeiter](https://huggingface.co/nbeerbower/Vorarbeiter-Qwen3.6-27B) with the
26
+ [Schierling](https://huggingface.co/nbeerbower/Schierling-Qwen3.6-27B-LoRA) adapter merged in —
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+ an operator model that also writes [Hemlock](https://github.com/hemlang/hemlock).
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+
29
+ The combination exists because no code agent understands Hemlock. Vorarbeiter's delegation
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+ policy hands engineering work to a coding agent, which is right for every language that agent
31
+ knows and wrong for this one: if the operator does not write Hemlock itself, nothing does.
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+
33
+ ## What each half contributes
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+
35
+ Measured on the TIES base, the Schierling adapter takes hembench from **10.1% to 65.0%**
36
+ (4/38 → 26/38 tasks), where every generated program is executed by the real interpreter and its
37
+ stdout compared against expected output:
38
+
39
+ | level | | TIES | + Schierling |
40
+ |---|---|---|---|
41
+ | L1 | syntax | 1/9 | **8/9** |
42
+ | L2 | stdlib | 0/5 | 1/5 |
43
+ | L3 | algorithms | 0/7 | **5/7** |
44
+ | L4 | systems | 0/7 | **5/7** |
45
+ | L5 | translation | 0/5 | **3/5** |
46
+ | L6 | debugging | 3/5 | **4/5** |
47
+ | **overall** | weighted | 10.1% | **65.0%** |
48
+
49
+ 22 tasks fixed, 0 broken. Generated code that fails to execute drops from 30 tasks to 8.
50
+
51
+ Vorarbeiter contributes the operator behaviour: delegation of non-Hemlock engineering work to a
52
+ code agent, and factual answers on topics the base sanitises. See its card for those numbers.
53
+
54
+ ## Benchmarks for this merge
55
+
56
+ Not yet run at upload time — the adapter's effect is measured above on the TIES base, and the
57
+ merge itself still needs its own numbers. The specific thing to check, and the reason this model
58
+ is worth benchmarking rather than assuming: **Schierling is trained on 5,562 rows of direct code
59
+ generation with zero tool calls**, which is exactly the kind of data that could teach an operator
60
+ to write code itself instead of delegating.
61
+
62
+ On TIES that risk could not be tested, because TIES scores 0/10 on delegation to begin with —
63
+ there was nothing to erode (it went 0/10 → 1/10, and total tool use 35/47 → 37/47). Vorarbeiter
64
+ scores 7-8/10, so this merge is the first real test. Results will be added here.
65
+
66
+ ## MTP head
67
+
68
+ `peft merge_and_unload()` silently drops the 15 `mtp.*` tensors and current llama.cpp then
69
+ refuses to load the model. They are grafted back from the pre-merge base and verified
70
+ bit-identical. This architecture has **1,199 tensors** (850 language, 333 vision, 15 MTP,
71
+ 1 lm_head).
72
+
73
+ ```bash
74
+ llama-server -m Hemlock-Q8_0.gguf -ngl 99 -c 8192 --jinja -fa on -np 1 \
75
+ --spec-type draft-mtp --spec-draft-n-max 4
76
+ ```
77
+
78
+ ## Limitations
79
+
80
+ - **stdlib is the weak spot** (1/5 on the adapter's own evaluation). Check API calls against docs.
81
+ - **Merge behaviour unbenchmarked** at upload time — see above.
82
+ - 38 hembench tasks is a small sample; per-level scores carry wide error bars.
83
+ - Everything Vorarbeiter carries: single-turn tool use, delegation bound to egirl's tool schema,
84
+ and a persistent Chinese-language gap on the censorship axis.
85
+
86
+ ## Lineage
87
+
88
+ ```
89
+ Qwen/Qwen3.6-27B
90
+ └─ huihui-ai/Huihui-Qwen3.6-27B-abliterated
91
+ └─ nbeerbower/Qwen3.6-27B-TIES
92
+ └─ + Bubba-3ep (GreatFirewall ORPO)
93
+ └─ + delegation LoRA = Vorarbeiter
94
+ └─ + Schierling (Hemlock SFT) ← this model
95
+ ```
96
+
97
+ ## Related
98
+
99
+ - [`nbeerbower/Schierling-Qwen3.6-27B-LoRA`](https://huggingface.co/nbeerbower/Schierling-Qwen3.6-27B-LoRA) — the adapter, with full training details
100
+ - [`nbeerbower/Vorarbeiter-Qwen3.6-27B`](https://huggingface.co/nbeerbower/Vorarbeiter-Qwen3.6-27B) — the base
101
+ - [hemlock](https://github.com/hemlang/hemlock) — the language and its benchmark
chat_template.jinja ADDED
@@ -0,0 +1,154 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ {%- set image_count = namespace(value=0) %}
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+ {%- set video_count = namespace(value=0) %}
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+ {%- macro render_content(content, do_vision_count, is_system_content=false) %}
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+ {%- if content is string %}
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+ {{- content }}
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+ {%- elif content is iterable and content is not mapping %}
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+ {%- for item in content %}
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+ {%- if 'image' in item or 'image_url' in item or item.type == 'image' %}
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+ {%- if is_system_content %}
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+ {{- raise_exception('System message cannot contain images.') }}
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+ {%- endif %}
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+ {%- if do_vision_count %}
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+ {%- set image_count.value = image_count.value + 1 %}
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+ {%- endif %}
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+ {%- if add_vision_id %}
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+ {{- 'Picture ' ~ image_count.value ~ ': ' }}
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+ {%- endif %}
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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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+ {%- endif %}
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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 ~ ': ' }}
28
+ {%- endif %}
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+ {{- '<|vision_start|><|video_pad|><|vision_end|>' }}
30
+ {%- elif 'text' in item %}
31
+ {{- item.text }}
32
+ {%- else %}
33
+ {{- 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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+ {%- 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>" }}
48
+ {%- 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 messages[0].role == 'system' %}
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+ {%- set content = render_content(messages[0].content, false, true)|trim %}
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+ {%- if content %}
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+ {{- '\n\n' + content }}
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+ {%- endif %}
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+ {%- endif %}
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+ {{- '<|im_end|>\n' }}
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+ {%- else %}
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+ {%- if messages[0].role == 'system' %}
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+ {%- set content = render_content(messages[0].content, false, true)|trim %}
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+ {{- '<|im_start|>system\n' + content + '<|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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+ {%- endif %}
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+ {%- endfor %}
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+ {%- if ns.multi_step_tool %}
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+ {{- raise_exception('No user query found in messages.') }}
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+ {%- endif %}
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+ {%- for message in messages %}
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+ {%- set content = render_content(message.content, true)|trim %}
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+ {%- if message.role == "system" %}
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+ {%- if not loop.first %}
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+ {{- raise_exception('System message must be at the beginning.') }}
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+ {%- endif %}
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+ {%- elif message.role == "user" %}
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+ {{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>' + '\n' }}
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+ {%- elif message.role == "assistant" %}
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+ {%- set reasoning_content = '' %}
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+ {%- if message.reasoning_content is string %}
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+ {%- set reasoning_content = message.reasoning_content %}
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+ {%- else %}
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+ {%- if '</think>' in content %}
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+ {%- set reasoning_content = content.split('</think>')[0].rstrip('\n').split('<think>')[-1].lstrip('\n') %}
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+ {%- set content = content.split('</think>')[-1].lstrip('\n') %}
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+ {%- endif %}
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+ {%- endif %}
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+ {%- set reasoning_content = reasoning_content|trim %}
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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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+ {{- '<|im_start|>' + message.role + '\n<think>\n' + reasoning_content + '\n</think>\n\n' + content }}
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+ {%- else %}
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+ {{- '<|im_start|>' + message.role + '\n' + content }}
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+ {%- endif %}
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+ {%- if message.tool_calls and message.tool_calls is iterable and message.tool_calls is not mapping %}
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+ {%- for tool_call in message.tool_calls %}
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+ {%- if tool_call.function is defined %}
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+ {%- set tool_call = tool_call.function %}
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+ {%- endif %}
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+ {%- if loop.first %}
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+ {%- if content|trim %}
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+ {{- '\n\n<tool_call>\n<function=' + tool_call.name + '>\n' }}
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+ {%- else %}
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+ {{- '<tool_call>\n<function=' + tool_call.name + '>\n' }}
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+ {%- endif %}
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+ {%- else %}
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+ {{- '\n<tool_call>\n<function=' + tool_call.name + '>\n' }}
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+ {%- endif %}
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+ {%- if tool_call.arguments is defined %}
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+ {%- for args_name, args_value in tool_call.arguments|items %}
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+ {{- '<parameter=' + args_name + '>\n' }}
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+ {%- set args_value = args_value | string if args_value is string else args_value | tojson | safe %}
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+ {{- args_value }}
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+ {{- '\n</parameter>\n' }}
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+ {%- endfor %}
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+ {%- endif %}
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+ {{- '</function>\n</tool_call>' }}
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+ {%- endfor %}
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+ {%- endif %}
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+ {{- '<|im_end|>\n' }}
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+ {%- elif message.role == "tool" %}
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+ {%- if loop.previtem and loop.previtem.role != "tool" %}
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+ {{- '<|im_start|>user' }}
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+ {%- endif %}
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+ {{- '\n<tool_response>\n' }}
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+ {{- content }}
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+ {{- '\n</tool_response>' }}
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+ {%- if not loop.last and loop.nextitem.role != "tool" %}
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+ {{- '<|im_end|>\n' }}
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+ {%- elif loop.last %}
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+ {{- '<|im_end|>\n' }}
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+ {%- endif %}
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+ {%- else %}
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+ {{- raise_exception('Unexpected message role.') }}
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+ {%- endif %}
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+ {%- endfor %}
147
+ {%- if add_generation_prompt %}
148
+ {{- '<|im_start|>assistant\n' }}
149
+ {%- if enable_thinking is defined and enable_thinking is false %}
150
+ {{- '<think>\n\n</think>\n\n' }}
151
+ {%- else %}
152
+ {{- '<think>\n' }}
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+ {%- endif %}
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+ {%- endif %}
config.json ADDED
@@ -0,0 +1,142 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ {
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+ "architectures": [
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+ "Qwen3_5ForConditionalGeneration"
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+ "image_token_id": 248056,
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+ "mtp_use_dedicated_embeddings": false,
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+ "num_attention_heads": 24,
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+ "hidden_act": "gelu_pytorch_tanh",
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+ "patch_size": 16,
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+ "spatial_merge_size": 2,
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+ "temporal_patch_size": 2
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+ "vision_end_token_id": 248054,
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+ "vision_start_token_id": 248053
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