From ebd274395bb15396865f35abaefcbdd0251f6b7d Mon Sep 17 00:00:00 2001
From: ModelHub XC <noreply@modelhub.org.cn>
Date: Fri, 29 May 2026 17:10:16 +0800
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Model: Rudblest/projedanismanai-v2-qwen3-14b
Source: Original Platform
---
 .gitattributes                   |  38 +++
 Modelfile                        |  59 ++++
 Qwen3-14B.Q4_K_M.gguf            |   3 +
 Qwen3-14B.Q8_0.gguf              |   3 +
 README.md                        | 206 ++++++++++++++
 chat_template.jinja              |  97 +++++++
 config.json                      |  76 ++++++
 model-00001-of-00006.safetensors |   3 +
 model-00002-of-00006.safetensors |   3 +
 model-00003-of-00006.safetensors |   3 +
 model-00004-of-00006.safetensors |   3 +
 model-00005-of-00006.safetensors |   3 +
 model-00006-of-00006.safetensors |   3 +
 model.safetensors.index.json     | 450 +++++++++++++++++++++++++++++++
 tokenizer.json                   |   3 +
 tokenizer_config.json            | 234 ++++++++++++++++
 16 files changed, 1187 insertions(+)
 create mode 100644 .gitattributes
 create mode 100644 Modelfile
 create mode 100644 Qwen3-14B.Q4_K_M.gguf
 create mode 100644 Qwen3-14B.Q8_0.gguf
 create mode 100644 README.md
 create mode 100644 chat_template.jinja
 create mode 100644 config.json
 create mode 100644 model-00001-of-00006.safetensors
 create mode 100644 model-00002-of-00006.safetensors
 create mode 100644 model-00003-of-00006.safetensors
 create mode 100644 model-00004-of-00006.safetensors
 create mode 100644 model-00005-of-00006.safetensors
 create mode 100644 model-00006-of-00006.safetensors
 create mode 100644 model.safetensors.index.json
 create mode 100644 tokenizer.json
 create mode 100644 tokenizer_config.json

diff --git a/.gitattributes b/.gitattributes
new file mode 100644
index 0000000..6df94e0
--- /dev/null
+++ b/.gitattributes
@@ -0,0 +1,38 @@
+*.7z filter=lfs diff=lfs merge=lfs -text
+*.arrow filter=lfs diff=lfs merge=lfs -text
+*.bin filter=lfs diff=lfs merge=lfs -text
+*.bz2 filter=lfs diff=lfs merge=lfs -text
+*.ckpt filter=lfs diff=lfs merge=lfs -text
+*.ftz filter=lfs diff=lfs merge=lfs -text
+*.gz filter=lfs diff=lfs merge=lfs -text
+*.h5 filter=lfs diff=lfs merge=lfs -text
+*.joblib filter=lfs diff=lfs merge=lfs -text
+*.lfs.* filter=lfs diff=lfs merge=lfs -text
+*.mlmodel filter=lfs diff=lfs merge=lfs -text
+*.model filter=lfs diff=lfs merge=lfs -text
+*.msgpack filter=lfs diff=lfs merge=lfs -text
+*.npy filter=lfs diff=lfs merge=lfs -text
+*.npz filter=lfs diff=lfs merge=lfs -text
+*.onnx filter=lfs diff=lfs merge=lfs -text
+*.ot filter=lfs diff=lfs merge=lfs -text
+*.parquet filter=lfs diff=lfs merge=lfs -text
+*.pb filter=lfs diff=lfs merge=lfs -text
+*.pickle filter=lfs diff=lfs merge=lfs -text
+*.pkl filter=lfs diff=lfs merge=lfs -text
+*.pt filter=lfs diff=lfs merge=lfs -text
+*.pth filter=lfs diff=lfs merge=lfs -text
+*.rar filter=lfs diff=lfs merge=lfs -text
+*.safetensors filter=lfs diff=lfs merge=lfs -text
+saved_model/**/* filter=lfs diff=lfs merge=lfs -text
+*.tar.* filter=lfs diff=lfs merge=lfs -text
+*.tar filter=lfs diff=lfs merge=lfs -text
+*.tflite filter=lfs diff=lfs merge=lfs -text
+*.tgz filter=lfs diff=lfs merge=lfs -text
+*.wasm filter=lfs diff=lfs merge=lfs -text
+*.xz filter=lfs diff=lfs merge=lfs -text
+*.zip filter=lfs diff=lfs merge=lfs -text
+*.zst filter=lfs diff=lfs merge=lfs -text
+*tfevents* filter=lfs diff=lfs merge=lfs -text
+tokenizer.json filter=lfs diff=lfs merge=lfs -text
+Qwen3-14B.Q8_0.gguf filter=lfs diff=lfs merge=lfs -text
+Qwen3-14B.Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text
diff --git a/Modelfile b/Modelfile
new file mode 100644
index 0000000..bcc880a
--- /dev/null
+++ b/Modelfile
@@ -0,0 +1,59 @@
+
+FROM Qwen3-14B.Q8_0.gguf
+TEMPLATE """{{- if .Messages }}
+{{- if or .System .Tools }}<|im_start|>system
+{{- if .System }}
+{{ .System }}
+{{- end }}
+{{- if .Tools }}
+
+# Tools
+
+You may call one or more functions to assist with the user query.
+
+You are provided with function signatures within <tools></tools> XML tags:
+<tools>
+{{- range .Tools }}
+{"type": "function", "function": {{ .Function }}}
+{{- end }}
+</tools>
+
+For each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:
+<tool_call>
+{"name": <function-name>, "arguments": <args-json-object>}
+</tool_call>
+{{- end }}<|im_end|>
+{{ end }}
+{{- range $i, $_ := .Messages }}
+{{- $last := eq (len (slice $.Messages $i)) 1 -}}
+{{- if eq .Role "user" }}<|im_start|>user
+{{ .Content }}<|im_end|>
+{{ else if eq .Role "assistant" }}<|im_start|>assistant
+{{ if .Content }}{{ .Content }}
+{{- else if .ToolCalls }}<tool_call>
+{{ range .ToolCalls }}{"name": "{{ .Function.Name }}", "arguments": {{ .Function.Arguments }}}
+{{ end }}</tool_call>
+{{- end }}{{ if not $last }}<|im_end|>
+{{ end }}
+{{- else if eq .Role "tool" }}<|im_start|>user
+<tool_response>
+{{ .Content }}
+</tool_response><|im_end|>
+{{ end }}
+{{- if and (ne .Role "assistant") $last }}<|im_start|>assistant
+{{ end }}
+{{- end }}
+{{- else }}
+{{- if .System }}<|im_start|>system
+{{ .System }}<|im_end|>
+{{ end }}{{ if .Prompt }}<|im_start|>user
+{{ .Prompt }}<|im_end|>
+{{ end }}<|im_start|>assistant
+{{ end }}{{ .Response }}{{ if .Response }}<|im_end|>{{ end }}"""
+PARAMETER stop "<|im_end|>"
+PARAMETER stop "<|im_start|>"
+PARAMETER temperature 0.6
+PARAMETER min_p 0.0
+PARAMETER top_k 20
+PARAMETER top_p 0.95
+PARAMETER repeat_penalty 1
\ No newline at end of file
diff --git a/Qwen3-14B.Q4_K_M.gguf b/Qwen3-14B.Q4_K_M.gguf
new file mode 100644
index 0000000..1de3848
--- /dev/null
+++ b/Qwen3-14B.Q4_K_M.gguf
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1cc4e110bd1cef818d443668948377f67b0ec0bc845dbabdb43a24b59d0698a2
+size 9001753504
diff --git a/Qwen3-14B.Q8_0.gguf b/Qwen3-14B.Q8_0.gguf
new file mode 100644
index 0000000..783c894
--- /dev/null
+++ b/Qwen3-14B.Q8_0.gguf
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:09793124c1ae908e8cf9874abe555394ddd46b5ae196fb9e4acb0e0285d816ad
+size 15698534304
diff --git a/README.md b/README.md
new file mode 100644
index 0000000..8f970c6
--- /dev/null
+++ b/README.md
@@ -0,0 +1,206 @@
+---
+language:
+- tr
+license: apache-2.0
+base_model: Qwen/Qwen3-14B-Instruct
+pipeline_tag: text-generation
+tags:
+- qwen3
+- turkish
+- teknofest
+- tubitak
+- fine-tuned
+- qlora
+- unsloth
+- conversational
+- instruct
+library_name: transformers
+---
+
+<div align="center">
+
+# 🎯 ProjeDanışmanAI v2
+
+### TEKNOFEST & TÜBİTAK Yarışmacıları için Türkçe Yapay Zeka Danışmanı
+
+[![Model](https://img.shields.io/badge/Base%20Model-Qwen3--14B-blue?style=flat-square)](https://huggingface.co/Qwen/Qwen3-14B-Instruct)
+[![Dil](https://img.shields.io/badge/Dil-Türkçe-red?style=flat-square)](https://huggingface.co/models?language=tr)
+[![Lisans](https://img.shields.io/badge/Lisans-Apache%202.0-green?style=flat-square)](https://opensource.org/licenses/Apache-2.0)
+[![Yöntem](https://img.shields.io/badge/Yöntem-QLoRA%204bit-orange?style=flat-square)](https://github.com/unslothai/unsloth)
+
+</div>
+
+---
+
+## 📌 Nedir?
+
+**ProjeDanışmanAI v2**, Qwen3-14B modeli üzerine 3.043 Türkçe örnek ile fine-tune edilmiş bir danışman modelidir. TEKNOFEST ve TÜBİTAK yarışmacılarına proje süreçlerinin her aşamasında rehberlik eder.
+
+> ⚡ v2, v1'e (Mistral-Nemo-12B) kıyasla daha güçlü bir base model kullanıyor.  
+> Qwen3-14B, Qwen2.5-32B eşdeğeri performans gösterirken 14B VRAM'de çalışır.
+
+---
+
+## ✅ Ne Yapabilir?
+
+| Kategori | Açıklama |
+|---|---|
+| 📄 **Rapor Yazımı** | KTR / PTR teknik rapor bölümlerini yazar, örnekler sunar |
+| 💡 **Proje Geliştirme** | Sıfırdan proje fikri oluşturur, yol haritası çıkarır |
+| 🔍 **Özet & Analiz** | Proje dökümanlarını özetler, güçlü/zayıf yönleri analiz eder |
+| 🧠 **Strateji** | Jüri odaklı sunum stratejisi, özgünlük bölümü güçlendirme |
+| 🛠️ **Hata Düzeltme** | Mevcut rapor bölümlerindeki eksikleri tespit eder |
+| 🚫 **Alan Dışı Red** | TEKNOFEST/TÜBİTAK dışı sorulara kibarca yanıt vermez |
+
+---
+
+## 🏋️ Eğitim Detayları
+
+| Parametre | Değer |
+|---|---|
+| Base Model | `Qwen/Qwen3-14B-Instruct` |
+| Yöntem | QLoRA 4-bit + Unsloth |
+| LoRA Rank | 16 |
+| LoRA Alpha | 32 |
+| rsLoRA | ✅ |
+| Epoch | 2 |
+| Learning Rate | 1e-4 |
+| Efektif Batch | 8 (2 × 4 grad. accum.) |
+| Max Seq Length | 3072 |
+| Warmup Ratio | %10 |
+| LR Scheduler | Cosine |
+| Thinking Mode | Kapalı (`/no_think`) |
+| En İyi Val Loss | 0.5519 (adım 400) |
+
+---
+
+## 📊 Veri Seti
+
+3.043 Türkçe instruction-output çifti:
+
+| Kategori | Örnek |
+|---|---|
+| Rapor Yazımı | 761 |
+| Sıfırdan Proje | 730 |
+| Genel Özet | 593 |
+| Strateji | 505 |
+| Hata Düzeltme | 324 |
+| Alan Dışı Red | 130 |
+| **Toplam** | **3.043** |
+
+---
+
+## 🚀 Kullanım
+
+### Ollama ile (GGUF Q4_K_M)
+
+```bash
+ollama run hf.co/Rudblest/projedanismanai-v2-qwen3-14b:Q4_K_M
+```
+
+### Python — Unsloth ile
+
+```python
+import re
+from unsloth import FastLanguageModel
+
+model, tokenizer = FastLanguageModel.from_pretrained(
+    model_name     = "Rudblest/projedanismanai-v2-qwen3-14b",
+    max_seq_length = 3072,
+    dtype          = None,
+    load_in_4bit   = True,
+)
+FastLanguageModel.for_inference(model)
+
+SYSTEM_PROMPT = (
+    "/no_think\n"
+    "Sen ProjeDanışmanAI'sın. TEKNOFEST ve TÜBİTAK yarışmacılarına Türkçe olarak "
+    "rehberlik eden bir yapay zeka danışmanısın."
+)
+
+def chat(soru, max_new_tokens=512):
+    messages = [
+        {"role": "system", "content": SYSTEM_PROMPT},
+        {"role": "user",   "content": soru},
+    ]
+    prompt = tokenizer.apply_chat_template(
+        messages, tokenize=False, add_generation_prompt=True
+    )
+    inputs = tokenizer(prompt, return_tensors="pt").to("cuda")
+    outputs = model.generate(
+        **inputs,
+        max_new_tokens=max_new_tokens,
+        temperature=0.7,
+        top_p=0.9,
+        repetition_penalty=1.1,
+        do_sample=True,
+    )
+    response = tokenizer.decode(
+        outputs[0][inputs["input_ids"].shape[1]:],
+        skip_special_tokens=True
+    )
+    # <think> taglarını temizle
+    return re.sub(r"<think>.*?</think>", "", response, flags=re.DOTALL).strip()
+
+print(chat("TEKNOFEST KTR raporunda risk analizi nasıl yazılır?"))
+```
+
+### llama-cpp-python ile
+
+```python
+from llama_cpp import Llama
+
+llm = Llama.from_pretrained(
+    repo_id  = "Rudblest/projedanismanai-v2-qwen3-14b",
+    filename = "*Q4_K_M.gguf",
+    n_gpu_layers = -1,
+    n_ctx = 3072,
+)
+
+response = llm.create_chat_completion(messages=[
+    {"role": "system", "content": "/no_think\nSen ProjeDanışmanAI'sın..."},
+    {"role": "user",   "content": "TÜBİTAK 2209-A başvurusu nasıl hazırlanır?"},
+])
+print(response["choices"][0]["message"]["content"])
+```
+
+---
+
+## ⚠️ Önemli Not — `/no_think`
+
+Qwen3 varsayılan olarak `<think>...</think>` bloklarıyla düşünce zinciri üretir.  
+Bu model **thinking mode kapalı** olarak eğitilmiştir. Her kullanımda system prompt'un başına `/no_think` ekleyin, aksi hâlde boş `<think></think>` tagları yanıta karışabilir.
+
+---
+
+## 🔄 v1 → v2 Karşılaştırması
+
+| | v1 | v2 |
+|---|---|---|
+| Base Model | Mistral-Nemo-12B | **Qwen3-14B** |
+| Türkçe Kalite | Orta | **Yüksek** |
+| LoRA Rank | 64 | **16** (az veri için optimal) |
+| Epoch | 5 | **2** (overfitting önlendi) |
+| Thinking Mode | Yok | **Kapalı (`/no_think`)** |
+| Val Loss (en iyi) | — | **0.5519** |
+
+---
+
+## 🚫 Sınırlamalar
+
+- Yalnızca Türkçe yanıt üretir
+- TEKNOFEST / TÜBİTAK dışı konularda yardım etmez
+- Şartname detayları için RAG sistemi önerilir (model şartnameleri ezberlemiş değildir)
+- Üretilen içerik danışman niteliğindedir, resmi başvuru öncesi kontrol edilmelidir
+
+---
+
+## 👥 Ekip
+
+**ProjeDanışmanAI** — Fırat Üniversitesi öğrencileri tarafından geliştirilmektedir.
+
+---
+
+## 📄 Lisans
+
+Apache 2.0 — Qwen3 temel modeli lisansına uygun.
diff --git a/chat_template.jinja b/chat_template.jinja
new file mode 100644
index 0000000..ba89998
--- /dev/null
+++ b/chat_template.jinja
@@ -0,0 +1,97 @@
+{%- if tools %}
+    {{- '<|im_start|>system\n' }}
+    {%- if messages[0].role == 'system' %}
+        {{- messages[0].content + '\n\n' }}
+    {%- endif %}
+    {{- "# 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>" }}
+    {%- for tool in tools %}
+        {{- "\n" }}
+        {{- tool | tojson }}
+    {%- endfor %}
+    {{- "\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><|im_end|>\n" }}
+{%- else %}
+    {%- if messages[0].role == 'system' %}
+        {{- '<|im_start|>system\n' + messages[0].content + '<|im_end|>\n' }}
+    {%- endif %}
+{%- endif %}
+{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}
+{%- for forward_message in messages %}
+    {%- set index = (messages|length - 1) - loop.index0 %}
+    {%- set message = messages[index] %}
+    {%- set tool_start = '<tool_response>' %}
+    {%- set tool_start_length = tool_start|length %}
+    {%- set start_of_message = message.content[:tool_start_length] %}
+    {%- set tool_end = '</tool_response>' %}
+    {%- set tool_end_length = tool_end|length %}
+    {%- set start_pos = (message.content|length) - tool_end_length %}
+    {%- if start_pos < 0 %}
+        {%- set start_pos = 0 %}
+    {%- endif %}
+    {%- set end_of_message = message.content[start_pos:] %}
+    {%- if ns.multi_step_tool and message.role == "user" and not(start_of_message == tool_start and end_of_message == tool_end) %}
+        {%- set ns.multi_step_tool = false %}
+        {%- set ns.last_query_index = index %}
+    {%- endif %}
+{%- endfor %}
+{%- for message in messages %}
+    {%- if (message.role == "user") or (message.role == "system" and not loop.first) %}
+        {{- '<|im_start|>' + message.role + '\n' + message.content + '<|im_end|>' + '\n' }}
+    {%- elif message.role == "assistant" %}
+        {%- set content = message.content %}
+        {%- set reasoning_content = '' %}
+        {%- if message.reasoning_content is defined and message.reasoning_content is not none %}
+            {%- set reasoning_content = message.reasoning_content %}
+        {%- else %}
+            {%- if '</think>' in message.content %}
+                {%- set content = (message.content.split('</think>')|last).lstrip('\n') %}
+                {%- set reasoning_content = (message.content.split('</think>')|first).rstrip('\n') %}
+                {%- set reasoning_content = (reasoning_content.split('<think>')|last).lstrip('\n') %}
+            {%- endif %}
+        {%- endif %}
+        {%- if loop.index0 > ns.last_query_index %}
+            {%- if loop.last or (not loop.last and reasoning_content) %}
+                {{- '<|im_start|>' + message.role + '\n<think>\n' + reasoning_content.strip('\n') + '\n</think>\n\n' + content.lstrip('\n') }}
+            {%- else %}
+                {{- '<|im_start|>' + message.role + '\n' + content }}
+            {%- endif %}
+        {%- else %}
+            {{- '<|im_start|>' + message.role + '\n' + content }}
+        {%- endif %}
+        {%- if message.tool_calls %}
+            {%- for tool_call in message.tool_calls %}
+                {%- if (loop.first and content) or (not loop.first) %}
+                    {{- '\n' }}
+                {%- endif %}
+                {%- if tool_call.function %}
+                    {%- set tool_call = tool_call.function %}
+                {%- endif %}
+                {{- '<tool_call>\n{"name": "' }}
+                {{- tool_call.name }}
+                {{- '", "arguments": ' }}
+                {%- if tool_call.arguments is string %}
+                    {{- tool_call.arguments }}
+                {%- else %}
+                    {{- tool_call.arguments | tojson }}
+                {%- endif %}
+                {{- '}\n</tool_call>' }}
+            {%- endfor %}
+        {%- endif %}
+        {{- '<|im_end|>\n' }}
+    {%- elif message.role == "tool" %}
+        {%- if loop.first or (messages[loop.index0 - 1].role != "tool") %}
+            {{- '<|im_start|>user' }}
+        {%- endif %}
+        {{- '\n<tool_response>\n' }}
+        {{- message.content }}
+        {{- '\n</tool_response>' }}
+        {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
+            {{- '<|im_end|>\n' }}
+        {%- endif %}
+    {%- endif %}
+{%- endfor %}
+{%- if add_generation_prompt %}
+    {{- '<|im_start|>assistant\n' }}
+    {%- if enable_thinking is defined and enable_thinking is false %}
+        {{- '<think>\n\n</think>\n\n' }}
+    {%- endif %}
+{%- endif %}
\ No newline at end of file
diff --git a/config.json b/config.json
new file mode 100644
index 0000000..6c93f96
--- /dev/null
+++ b/config.json
@@ -0,0 +1,76 @@
+{
+    "architectures": [
+        "Qwen3ForCausalLM"
+    ],
+    "attention_bias": false,
+    "attention_dropout": 0.0,
+    "bos_token_id": null,
+    "torch_dtype": "bfloat16",
+    "eos_token_id": 151645,
+    "head_dim": 128,
+    "hidden_act": "silu",
+    "hidden_size": 5120,
+    "initializer_range": 0.02,
+    "intermediate_size": 17408,
+    "layer_types": [
+        "full_attention",
+        "full_attention",
+        "full_attention",
+        "full_attention",
+        "full_attention",
+        "full_attention",
+        "full_attention",
+        "full_attention",
+        "full_attention",
+        "full_attention",
+        "full_attention",
+        "full_attention",
+        "full_attention",
+        "full_attention",
+        "full_attention",
+        "full_attention",
+        "full_attention",
+        "full_attention",
+        "full_attention",
+        "full_attention",
+        "full_attention",
+        "full_attention",
+        "full_attention",
+        "full_attention",
+        "full_attention",
+        "full_attention",
+        "full_attention",
+        "full_attention",
+        "full_attention",
+        "full_attention",
+        "full_attention",
+        "full_attention",
+        "full_attention",
+        "full_attention",
+        "full_attention",
+        "full_attention",
+        "full_attention",
+        "full_attention",
+        "full_attention",
+        "full_attention"
+    ],
+    "max_position_embeddings": 40960,
+    "max_window_layers": 40,
+    "model_type": "qwen3",
+    "num_attention_heads": 40,
+    "num_hidden_layers": 40,
+    "num_key_value_heads": 8,
+    "pad_token_id": 151669,
+    "rms_norm_eps": 1e-06,
+    "rope_parameters": {
+        "rope_theta": 1000000,
+        "rope_type": "default"
+    },
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+}
diff --git a/tokenizer.json b/tokenizer.json
new file mode 100644
index 0000000..7edcf72
--- /dev/null
+++ b/tokenizer.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d7430e9138b76e93fb6f93462394d236b411111aef53cb421ba97d2691040cca
+size 11423114
diff --git a/tokenizer_config.json b/tokenizer_config.json
new file mode 100644
index 0000000..58493d0
--- /dev/null
+++ b/tokenizer_config.json
@@ -0,0 +1,234 @@
+{
+  "add_prefix_space": false,
+  "backend": "tokenizers",
+  "bos_token": null,
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "<|im_end|>",
+  "errors": "replace",
+  "is_local": false,
+  "model_max_length": 40960,
+  "pad_token": "<|PAD_TOKEN|>",
+  "padding_side": "left",
+  "split_special_tokens": false,
+  "tokenizer_class": "Qwen2Tokenizer",
+  "unk_token": null,
+  "added_tokens_decoder": {
+    "151643": {
+      "content": "<|endoftext|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    "151644": {
+      "content": "<|im_start|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    "151645": {
+      "content": "<|im_end|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    "151646": {
+      "content": "<|object_ref_start|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    "151647": {
+      "content": "<|object_ref_end|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    "151648": {
+      "content": "<|box_start|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    "151649": {
+      "content": "<|box_end|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    "151650": {
+      "content": "<|quad_start|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    "151651": {
+      "content": "<|quad_end|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    "151652": {
+      "content": "<|vision_start|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    "151653": {
+      "content": "<|vision_end|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    "151654": {
+      "content": "<|vision_pad|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    "151655": {
+      "content": "<|image_pad|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    "151656": {
+      "content": "<|video_pad|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    "151657": {
+      "content": "<tool_call>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": false
+    },
+    "151658": {
+      "content": "</tool_call>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": false
+    },
+    "151659": {
+      "content": "<|fim_prefix|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": false
+    },
+    "151660": {
+      "content": "<|fim_middle|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": false
+    },
+    "151661": {
+      "content": "<|fim_suffix|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": false
+    },
+    "151662": {
+      "content": "<|fim_pad|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": false
+    },
+    "151663": {
+      "content": "<|repo_name|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": false
+    },
+    "151664": {
+      "content": "<|file_sep|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": false
+    },
+    "151665": {
+      "content": "<tool_response>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": false
+    },
+    "151666": {
+      "content": "</tool_response>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": false
+    },
+    "151667": {
+      "content": "<think>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": false
+    },
+    "151668": {
+      "content": "</think>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": false
+    },
+    "151669": {
+      "content": "<|PAD_TOKEN|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    }
+  },
+  "chat_template": "{%- if tools %}\n    {{- '<|im_start|>system\\n' }}\n    {%- if messages[0].role == 'system' %}\n        {{- messages[0].content + '\\n\\n' }}\n    {%- endif %}\n    {{- \"# 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    {%- for tool in tools %}\n        {{- \"\\n\" }}\n        {{- tool | tojson }}\n    {%- endfor %}\n    {{- \"\\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><|im_end|>\\n\" }}\n{%- else %}\n    {%- if messages[0].role == 'system' %}\n        {{- '<|im_start|>system\\n' + messages[0].content + '<|im_end|>\\n' }}\n    {%- endif %}\n{%- endif %}\n{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}\n{%- for forward_message in messages %}\n    {%- set index = (messages|length - 1) - loop.index0 %}\n    {%- set message = messages[index] %}\n    {%- set tool_start = '<tool_response>' %}\n    {%- set tool_start_length = tool_start|length %}\n    {%- set start_of_message = message.content[:tool_start_length] %}\n    {%- set tool_end = '</tool_response>' %}\n    {%- set tool_end_length = tool_end|length %}\n    {%- set start_pos = (message.content|length) - tool_end_length %}\n    {%- if start_pos < 0 %}\n        {%- set start_pos = 0 %}\n    {%- endif %}\n    {%- set end_of_message = message.content[start_pos:] %}\n    {%- if ns.multi_step_tool and message.role == \"user\" and not(start_of_message == tool_start and end_of_message == tool_end) %}\n        {%- set ns.multi_step_tool = false %}\n        {%- set ns.last_query_index = index %}\n    {%- endif %}\n{%- endfor %}\n{%- for message in messages %}\n    {%- if (message.role == \"user\") or (message.role == \"system\" and not loop.first) %}\n        {{- '<|im_start|>' + message.role + '\\n' + message.content + '<|im_end|>' + '\\n' }}\n    {%- elif message.role == \"assistant\" %}\n        {%- set content = message.content %}\n        {%- set reasoning_content = '' %}\n        {%- if message.reasoning_content is defined and message.reasoning_content is not none %}\n            {%- set reasoning_content = message.reasoning_content %}\n        {%- else %}\n            {%- if '</think>' in message.content %}\n                {%- set content = (message.content.split('</think>')|last).lstrip('\\n') %}\n                {%- set reasoning_content = (message.content.split('</think>')|first).rstrip('\\n') %}\n                {%- set reasoning_content = (reasoning_content.split('<think>')|last).lstrip('\\n') %}\n            {%- endif %}\n        {%- endif %}\n        {%- if loop.index0 > ns.last_query_index %}\n            {%- if loop.last or (not loop.last and reasoning_content) %}\n                {{- '<|im_start|>' + message.role + '\\n<think>\\n' + reasoning_content.strip('\\n') + '\\n</think>\\n\\n' + content.lstrip('\\n') }}\n            {%- else %}\n                {{- '<|im_start|>' + message.role + '\\n' + content }}\n            {%- endif %}\n        {%- else %}\n            {{- '<|im_start|>' + message.role + '\\n' + content }}\n        {%- endif %}\n        {%- if message.tool_calls %}\n            {%- for tool_call in message.tool_calls %}\n                {%- if (loop.first and content) or (not loop.first) %}\n                    {{- '\\n' }}\n                {%- endif %}\n                {%- if tool_call.function %}\n                    {%- set tool_call = tool_call.function %}\n                {%- endif %}\n                {{- '<tool_call>\\n{\"name\": \"' }}\n                {{- tool_call.name }}\n                {{- '\", \"arguments\": ' }}\n                {%- if tool_call.arguments is string %}\n                    {{- tool_call.arguments }}\n                {%- else %}\n                    {{- tool_call.arguments | tojson }}\n                {%- endif %}\n                {{- '}\\n</tool_call>' }}\n            {%- endfor %}\n        {%- endif %}\n        {{- '<|im_end|>\\n' }}\n    {%- elif message.role == \"tool\" %}\n        {%- if loop.first or (messages[loop.index0 - 1].role != \"tool\") %}\n            {{- '<|im_start|>user' }}\n        {%- endif %}\n        {{- '\\n<tool_response>\\n' }}\n        {{- message.content }}\n        {{- '\\n</tool_response>' }}\n        {%- if loop.last or (messages[loop.index0 + 1].role != \"tool\") %}\n            {{- '<|im_end|>\\n' }}\n        {%- endif %}\n    {%- endif %}\n{%- endfor %}\n{%- if add_generation_prompt %}\n    {{- '<|im_start|>assistant\\n' }}\n    {%- if enable_thinking is defined and enable_thinking is false %}\n        {{- '<think>\\n\\n</think>\\n\\n' }}\n    {%- endif %}\n{%- endif %}"
+}
\ No newline at end of file