Qwen3.5-27B ALIA SFT LoRA merged (bf16)

.gitattributes

@@ -33,3 +33,4 @@ saved_model/**/* 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

README.md

@@ -0,0 +1,279 @@
+---
+base_model: unsloth/Qwen3.8-27B
+library_name: transformers
+pipeline_tag: text-generation
+license: cc-by-sa-4.0
+language:
+  - eu
+  - es
+  - en
+datasets:
+  - HiTZ/RAG_eu
+  - HiTZ/magpie-en-eu-reasoning-instructions-qwen3
+  - HiTZ/ALIA_syntethic_MT_V2
+tags:
+  - unsloth
+  - trl
+  - sft
+  - lora
+  - peft
+  - qwen3_8
+  - basque
+  - euskara
+  - translation
+---
+
+# qwen27b_alia_tuned
+
+**Qwen3.8-27B** modeloaren doikuntza fina (SFT LoRArekin), **euskarara**
+bideratua, gaztelania eta ingelesa laguntza-hizkuntza gisa erabilita.
+[HiTZ](https://huggingface.co/HiTZ) taldearen corpusekin entrenatu da hiru
+gaitasun lantzeko: elkarrizketa bidezko instrukzioak, norabide anitzeko
+itzulpena eta testu batean oinarritutako lana (laburpena eta erantzun
+daitekeen erabakitzea).
+
+> **Egoera: ebaluatu gabe.** Ez da benchmarkik exekutatu modelo honekin.
+> Errendimendu-atala nahita dago hutsik; oraindik ez dago kalitateari buruzko
+> baieztapenik bermatuko duen daturik.
+
+---
+
+## Modeloaren xehetasunak
+
+| | |
+|---|---|
+| Oinarrizko modeloa | [`unsloth/Qwen3.8-27B`](https://huggingface.co/unsloth/Qwen3.8-27B) (`Qwen3_5ForConditionalGeneration`) |
+| Metodoa | LoRA (PEFT), [Unsloth](https://github.com/unslothai/unsloth) + TRL `SFTTrainer` bidez |
+| Zehaztasuna | BF16 (entrenamenduan kuantizaziorik gabe) |
+| Sekuentzia-luzera | 4096 |
+| Hizkuntzak | euskara (eu), gaztelania (es), ingelesa (en) |
+
+Qwen3.8-27B **arreta linealeko modelo hibridoa** da (*gated delta rule*).
+Zentzuzko errendimenduarekin entrenatu edo zerbitzatzeko,
+`flash-linear-attention` instalatuta edukitzea komeni da; hura gabe,
+`transformers` PyTorch hutsezko inplementazio askoz motelago batera igarotzen
+da.
+
+Oinarrizko modeloa **multimodala** da (irudiak eta bideoak onartzen ditu).
+Doikuntza honek testu-dorreko moduluak baino ez ditu ukitu, eta **ikusmen-bidea
+ez da entrenatu edo egiaztatu**: oinarrizko modelotik heredatutakotzat hartu.
+
+### LoRA konfigurazioa
+
+| Parametroa | Balioa |
+|---|---|
+| `r` | 32 |
+| `lora_alpha` | 32 |
+| `lora_dropout` | 0 |
+| `bias` | `none` |
+| Moduluak | `q_proj`, `k_proj`, `v_proj`, `o_proj`, `gate_proj`, `up_proj`, `down_proj` |
+| Gradient checkpointing | `True` |
+
+### Entrenamenduaren hiperparametroak
+
+| Parametroa | Balioa |
+|---|---|
+| Epokak | 0,276 |
+| Gailu bakoitzeko lotea | 8 |
+| Gradiente-metaketa | 2 (lote eraginkorra: **8**) |
+| Learning rate | 1.5e-4 |
+| Scheduler | cosine, warmup 3 % |
+| Optimizatzailea | `adamw_8bit` |
+| Weight decay | 0.01 |
+| Hazia | 3407 |
+| Hardware | 1 × NVIDIA RTX PRO 6000 Blackwell (96 GB) |
+
+---
+
+## Entrenamendu-datuak
+
+Hiru corpusak `text` eremu bakarrean homogeneizatzen dira, **modeloaren
+berezko txat-txantiloia** aplikatuta, eta ausaz nahasten dira (3407 hazia).
+
+### 1. `HiTZ/magpie-en-eu-reasoning-instructions-qwen3` — instrukzioak
+
+`accepted_eu` eta `accepted_en` splitak, bakoitzetik 25 000 adibide (~50 000).
+`rejected_*` splitak baztertu egiten dira. Elkarrizketak `messages` eremutik
+hartzen dira, txanda bakoitzeko `reasoning_content` kenduta.
+
+### 2. `HiTZ/ALIA_syntethic_MT_V2` — itzulpena
+
+Hiru konfigurazioetako bakoitzetik 5 000 errenkada (`berria_eu_en_es`,
+`bopv_eu_en_es`, `parliament_eu_en_es`). Errenkada bakoitzak norabide **bat**
+sortzen du, indizearen arabera txandakatuz laurak neurri berean betetzeko:
+
+`eu → es` · `es → eu` · `eu → en` · `en → eu`
+
+`berria` konfigurazioan, SONAR puntuazioa < 0.6 duten itzulpenak baztertzen
+dira.
+
+### 3. `HiTZ/RAG_eu` — testuan oinarritzea
+
+`RAG_eu` **ebaluazio-bankua** da, ez entrenamendu-corpusa: ez du erantzunen
+zutaberik. Daukan edukitik bi ataza gainbegiratu sortu ziren:
+
+- **Testuan oinarritutako laburpena** — `documents` konfigurazioa (1 492
+  dokumentu): `text` → `summary`.
+- **Erantzun daitekeen erabakitzea** — `QAP` konfigurazioa (~7 465 pare),
+  `documents` konfigurazioarekin `text_id` bidez lotuta, galdera bakoitzari
+  benetako testuingurua eransteko.
+
+> ⚠️ **Ebaluazio-kutsadura.** Modeloak `HiTZ/RAG_eu` ikusi du entrenamenduan;
+> beraz, **ez da baliozkoa benchmark horrekin ebaluatzea**. RAG_eu gainean
+> neurtu behar baduzu, berriro entrenatu `train.py` fitxategian
+> `USE_RAG_EU = False` ezarrita.
+
+Guztira, gutxi gorabehera: **~74 000 adibide** (kalitate-iragazkiak aplikatu
+eta `text_id` umezurtzak baztertu aurretik).
+
+---
+
+## Prompt-formatuak
+
+Entrenamenduak Qwen3.5 modeloaren berezko txantiloia erabiltzen du
+**`enable_thinking=False`** aukerarekin, target guztiak erantzun zuzenak baitira.
+Arrazoiketa-moduan horrek duen eragina ikusteko, irakurri mugen atala.
+
+**Itzulpena** — system:
+
+```
+Itzultzaile profesionala zara. Eres un traductor profesional.
+```
+
+user:
+
+```
+Itzuli ondorengo testua euskarara / Traduce el siguiente texto al euskera:
+{texto}
+```
+
+(erabilitako hizkuntza-helburu pareak hauek izan ziren:
+`euskarara`/`al euskera`, `gaztelaniara`/`al español`,
+`ingelesera`/`al inglés`)
+
+**Testuan oinarritzea** — system:
+
+```
+Laguntzaile zehatza zara. Erantzun emandako testuan oinarrituta soilik.
+Eres un asistente preciso. Responde basándote estrictamente en el texto proporcionado.
+```
+
+user (laburpena):
+
+```
+Testua / Texto:
+"""
+{texto}
+"""
+
+Laburtu testua / Resume el texto.
+```
+
+user (erantzun daitekeen erabakitzea):
+
+```
+Testua / Contexto:
+"""
+{contexto}
+"""
+
+Galdera / Pregunta: {pregunta}
+
+Testuak galdera erantzun dezake? / ¿Puede el texto responder a la pregunta?
+```
+
+**Instrukzio orokorrak**: sistema-mezurik gabe, elkarrizketa zuzena.
+
+---
+
+## Erabilera
+
+### Transformers
+
+```python
+from transformers import AutoModelForCausalLM, AutoTokenizer
+
+model_id = "TU_USUARIO/qwen27b_alia"
+tokenizer = AutoTokenizer.from_pretrained(model_id)
+model = AutoModelForCausalLM.from_pretrained(model_id, dtype="bfloat16", device_map="auto")
+
+messages = [
+    {"role": "system", "content": "Itzultzaile profesionala zara. Eres un traductor profesional."},
+    {"role": "user", "content": "Itzuli ondorengo testua euskarara / Traduce el siguiente texto al euskera:\nBuenos días a todos."},
+]
+
+inputs = tokenizer.apply_chat_template(
+    messages,
+    add_generation_prompt=True,
+    enable_thinking=False,   # entrenamenduarekin bat dator
+    return_tensors="pt",
+).to(model.device)
+
+out = model.generate(inputs, max_new_tokens=512)
+print(tokenizer.decode(out[0][inputs.shape[-1]:], skip_special_tokens=True))
+```
+
+Arreta linealeko geruzak bizkortzeko:
+
+```bash
+pip install flash-linear-attention
+```
+
+### GGUF (llama.cpp / Ollama)
+
+**Q4_K_M** esportazio kuantizatu bat ere badago:
+
+```bash
+llama-cli -m qwen27b_alia-q4_k_m.gguf -p "..." -cnv
+```
+
+---
+
+## Mugak eta alborapenak
+
+- **Ebaluatu gabe.** Ez dago metrikarik. Ez erabili modelo hau produkzioan
+  aurrez zeure atazan neurtu gabe.
+- **Entrenatu gabeko arrazoiketa.** SFT osoa `enable_thinking=False` aukerarekin
+  eta target zuzenekin egin zen. Oinarrizko modeloaren arrazoiketa-modua ez da
+  indartu, eta baliteke okerrera egin izana; sortu edukia
+  `enable_thinking=False` erabilita, kontrakoa egiaztatu ezean.
+- **Ezin da `HiTZ/RAG_eu` erabiliz ebaluatu**, kutsadura dela eta (ikus goian).
+- **Epoka bakarra** ~74 000 adibiderekin: estiloaren eta formatuaren doikuntza
+  arina da, ez ezagutzaren injekzio sakona.
+- **Itzulpen sintetikoa.** `ALIA_syntethic_MT_V2` datu-multzoak automatikoki
+  sortutako itzulpenak ditu; haien errore sistematikoak modelora hedatzen dira.
+  SONAR iragazkia `berria` partizioari soilik aplikatu zitzaion.
+- **Domeinu-alborapena.** Corpusak prentsatik (*Berria*), aldizkari ofizialetik
+  (EHAA) eta Eusko Legebiltzarreko aktetatik datoz. Erregistroak formala eta
+  instituzionala izateko joera du, eta euskal politika garaikidean ardazten da.
+- **Egiaztatu gabeko bide multimodala** (ikus goian).
+- Qwen3.8-27B modeloaren alborapenak eta mugak heredatzen ditu.
+
+---
+
+## Lizentzia
+
+Modelo honen lizentzia aukeratzea **ez da erraza**, eta berrikustea komeni da:
+
+- Oinarrizko modeloa, `Qwen3.8-27B`, **Apache-2.0** lizentziapean dago.
+- `HiTZ/RAG_eu` eta `HiTZ/ALIA_syntethic_MT_V2` **CC-BY-SA-4.0** dira
+  (*share-alike*); `HiTZ/magpie-...-qwen3`, berriz, **CC-BY-4.0** da.
+
+Metadatu hauetan **CC-BY-SA-4.0** ezarri da, interpretazio kontserbadoreari
+jarraituz: entrenamendu-datuen *share-alike* baldintza hedatzea. Kontrako
+interpretazioa ere badago, pisuak ez direla corpusaren lan eratorria dioena;
+kasu horretan, Apache-2.0 nahikoa litzateke. Adostasunik gabeko auzi juridikoa
+da. **Erabaki eta egokitu `license` eremua horren arabera.**
+
+Edonola ere, corpusengatik HiTZ aitortu behar da.
+
+---
+
+## Kredituak
+
+- Corpusak: [HiTZ Zentroa](https://huggingface.co/HiTZ) (UPV/EHU), Eusko
+  Jaurlaritzak (IKER-GAITU proiektua) eta Eraldaketa Digitalerako Ministerioak /
+  NextGenerationEUk (ILENIA eta ALIA proiektuak) finantzatuak.
+- Oinarrizko modeloa: Qwen Team,
+  [Unsloth](https://huggingface.co/unsloth)ek paketatua.
+- Entrenamendua: Unsloth + TRL.

chat_template.jinja

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+{%- 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 %}
+                    {{- '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 %}
+                    {{- '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 %}
+{%- if not messages %}
+    {{- raise_exception('No messages provided.') }}
+{%- endif %}
+{%- set sysns = namespace(count=0, text='') %}
+{%- for message in messages %}
+    {%- if sysns.count == loop.index0 and (message.role == 'system' or message.role == 'developer') %}
+        {%- set sys_content = render_content(message.content, false, true)|trim %}
+        {%- if sys_content %}
+            {%- set sysns.text = sysns.text + ('\n' if sysns.text else '') + sys_content %}
+        {%- endif %}
+        {%- set sysns.count = sysns.count + 1 %}
+    {%- endif %}
+{%- endfor %}
+{%- set num_sys = sysns.count %}
+{%- set merged_system = sysns.text %}
+{%- set reasoning_instructions = '' %}
+{%- if enable_thinking is undefined or enable_thinking is true %}
+    {%- set resolved_reasoning_effort = reasoning_effort|default('xhigh') %}
+    {%- if resolved_reasoning_effort == 'high' %}
+        {%- set resolved_reasoning_effort = 'xhigh' %}
+    {%- endif %}
+    {%- if resolved_reasoning_effort not in ('xhigh', 'medium', 'low') %}
+        {{- raise_exception('Unexpected reasoning effort ' ~ reasoning_effort ~ '. Supported types are xhigh (default), medium, and low.') }}
+    {%- endif %}
+    {%- if resolved_reasoning_effort == 'xhigh' %}
+        {%- set reasoning_instructions = 'Reasoning effort is set to xhigh. Please think carefully through the task, validate key assumptions, consider plausible alternatives, and prioritize correctness, consistency, and clarity in the final answer.' %}
+    {%- elif resolved_reasoning_effort == 'low' %}
+        {%- set reasoning_instructions = 'Reasoning effort is set to low. Keep your thinking brief and focused, moving directly to the conclusion without unnecessary elaboration.' %}
+    {%- endif %}
+{%- endif %}
+{%- if tools and tools is iterable and tools is not mapping %}
+    {{- '<|im_start|>system\n' }}
+    {%- if reasoning_instructions %}
+        {{- reasoning_instructions + '\n\n' }}
+    {%- endif %}
+    {{- "# 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 merged_system %}
+        {{- '\n\n' + merged_system }}
+    {%- endif %}
+    {{- '<|im_end|>\n' }}
+{%- else %}
+    {%- if merged_system %}
+        {{- '<|im_start|>system\n' + (reasoning_instructions + '\n\n' if reasoning_instructions else '')  + merged_system + '<|im_end|>\n' }}
+    {%- elif reasoning_instructions %}
+        {{- '<|im_start|>system\n' + reasoning_instructions + '<|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 %}
+{%- for message in messages %}
+    {%- if loop.index0 >= num_sys %}
+    {%- set content = render_content(message.content, true)|trim %}
+    {%- if message.role == "system" or message.role == "developer" %}
+        {{- raise_exception('System message must be at the beginning.') }}
+    {%- 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 %}
+        {%- endif %}
+        {%- set reasoning_content = reasoning_content|trim %}
+        {%- if preserve_thinking is undefined or preserve_thinking is true or loop.index0 > ns.last_query_index %}
+            {{- '<|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 tool_call.name is not defined or tool_call.name is none %}
+                    {{- raise_exception('Tool call is missing a function name.') }}
+                {%- 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 mapping %}
+                    {%- for args_name, args_value in tool_call.arguments|items %}
+                        {{- '<parameter=' + args_name + '>\n' }}
+                        {%- set args_value = args_value | string if args_value is string else args_value | tojson | safe %}
+                        {{- args_value }}
+                        {{- '\n</parameter>\n' }}
+                    {%- endfor %}
+                {%- elif tool_call.arguments is string %}
+                    {%- if tool_call.arguments|trim %}
+                        {{- raise_exception('Tool call arguments for function "' + (tool_call.name | string) + '" were passed as a JSON string. Parse them into an object before calling apply_chat_template.') }}
+                    {%- endif %}
+                {%- elif tool_call.arguments is defined and tool_call.arguments is not none %}
+                    {{- raise_exception('Tool call arguments for function "' + (tool_call.name | string) + '" must be an object/mapping or a JSON string.') }}
+                {%- 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 %}
+    {%- 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' }}
+    {%- else %}
+        {{- '<think>\n' }}
+    {%- endif %}
+{%- endif %}
+{#- Unsloth fixes - developer role, merged system messages, tool calling #}

config.json

@@ -0,0 +1,144 @@
+{
+    "architectures": [
+        "Qwen3_5ForConditionalGeneration"
+    ],
+    "torch_dtype": "bfloat16",
+    "image_token_id": 248056,
+    "language_model_only": false,
+    "model_name": "unsloth/Qwen3.8-27B",
+    "model_type": "qwen3_5",
+    "pad_token_id": 248044,
+    "text_config": {
+        "attention_bias": false,
+        "attention_dropout": 0.0,
+        "attn_output_gate": true,
+        "bos_token_id": 248044,
+        "torch_dtype": "bfloat16",
+        "eos_token_id": 248044,
+        "full_attention_interval": 4,
+        "head_dim": 256,
+        "hidden_act": "silu",
+        "hidden_size": 5120,
+        "initializer_range": 0.02,
+        "intermediate_size": 17408,
+        "layer_types": [
+            "linear_attention",
+            "linear_attention",
+            "linear_attention",
+            "full_attention",
+            "linear_attention",
+            "linear_attention",
+            "linear_attention",
+            "full_attention",
+            "linear_attention",
+            "linear_attention",
+            "linear_attention",
+            "full_attention",
+            "linear_attention",
+            "linear_attention",
+            "linear_attention",
+            "full_attention",
+            "linear_attention",
+            "linear_attention",
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+    "do_convert_rgb": true,
+    "do_normalize": true,
+    "do_rescale": true,
+    "do_resize": true,
+    "image_mean": [
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+    "image_processor_type": "Qwen2VLImageProcessor",
+    "image_std": [
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+    "merge_size": 2,
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+    "temporal_patch_size": 2
+  },
+  "processor_class": "Qwen3VLProcessor",
+  "video_processor": {
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+    "do_normalize": true,
+    "do_rescale": true,
+    "do_resize": true,
+    "do_sample_frames": true,
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+    "return_metadata": false,
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+      "shortest_edge": 4096
+    },
+    "temporal_patch_size": 2,
+    "video_processor_type": "Qwen3VLVideoProcessor"
+  }
+}

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+  "add_prefix_space": false,
+  "audio_bos_token": "<|audio_start|>",
+  "audio_eos_token": "<|audio_end|>",
+  "audio_token": "<|audio_pad|>",
+  "backend": "tokenizers",
+  "bos_token": null,
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "<|im_end|>",
+  "errors": "replace",
+  "image_token": "<|image_pad|>",
+  "is_local": false,
+  "model_max_length": 262144,
+  "model_specific_special_tokens": {
+    "audio_bos_token": "<|audio_start|>",
+    "audio_eos_token": "<|audio_end|>",
+    "audio_token": "<|audio_pad|>",
+    "image_token": "<|image_pad|>",
+    "video_token": "<|video_pad|>",
+    "vision_bos_token": "<|vision_start|>",
+    "vision_eos_token": "<|vision_end|>"
+  },
+  "pad_token": "<|endoftext|>",
+  "padding_side": "left",
+  "pretokenize_regex": "(?i:'s|'t|'re|'ve|'m|'ll|'d)|[^\\r\\n\\p{L}\\p{N}]?[\\p{L}\\p{M}]+|\\p{N}| ?[^\\s\\p{L}\\p{M}\\p{N}]+[\\r\\n]*|\\s*[\\r\\n]+|\\s+(?!\\S)|\\s+",
+  "processor_class": "Qwen3VLProcessor",
+  "split_special_tokens": false,
+  "tokenizer_class": "TokenizersBackend",
+  "unk_token": null,
+  "video_token": "<|video_pad|>",
+  "vision_bos_token": "<|vision_start|>",
+  "vision_eos_token": "<|vision_end|>",
+  "added_tokens_decoder": {
+    "248044": {
+      "content": "<|endoftext|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
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+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    "248046": {
+      "content": "<|im_end|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    "248047": {
+      "content": "<|object_ref_start|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    "248048": {
+      "content": "<|object_ref_end|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    "248049": {
+      "content": "<|box_start|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    "248050": {
+      "content": "<|box_end|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
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+      "special": true
+    },
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+      "content": "<|quad_start|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    "248052": {
+      "content": "<|quad_end|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    "248053": {
+      "content": "<|vision_start|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    "248054": {
+      "content": "<|vision_end|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
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+      "content": "<|vision_pad|>",
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+      "special": true
+    },
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+      "special": true
+    },
+    "248057": {
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+      "lstrip": false,
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+    "248058": {
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+      "lstrip": false,
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+      "special": false
+    },
+    "248059": {
+      "content": "</tool_call>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": false
+    },
+    "248060": {
+      "content": "<|fim_prefix|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": false
+    },
+    "248061": {
+      "content": "<|fim_middle|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": false
+    },
+    "248062": {
+      "content": "<|fim_suffix|>",
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+      "special": false
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+    "248063": {
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+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
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+    },
+    "248064": {
+      "content": "<|repo_name|>",
+      "single_word": false,
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+    },
+    "248065": {
+      "content": "<|file_sep|>",
+      "single_word": false,
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+      "rstrip": false,
+      "normalized": false,
+      "special": false
+    },
+    "248066": {
+      "content": "<tool_response>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": false
+    },
+    "248067": {
+      "content": "</tool_response>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": false
+    },
+    "248068": {
+      "content": "<think>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": false
+    },
+    "248069": {
+      "content": "</think>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": false
+    },
+    "248070": {
+      "content": "<|audio_start|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    "248071": {
+      "content": "<|audio_end|>",
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+      "normalized": false,
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+    },
+    "248073": {
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+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
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+    },
+    "248074": {
+      "content": "<tts_text_eod>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    "248075": {
+      "content": "<tts_text_bos_single>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
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+      "special": true
+    },
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+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    }
+  },
+  "chat_template": "{%- set image_count = namespace(value=0) %}\n{%- set video_count = namespace(value=0) %}\n{%- macro render_content(content, do_vision_count, is_system_content=false) %}\n    {%- if content is string %}\n        {{- content }}\n    {%- elif content is iterable and content is not mapping %}\n        {%- for item in content %}\n            {%- if 'image' in item or 'image_url' in item or item.type == 'image' %}\n                {%- if is_system_content %}\n                    {{- raise_exception('System message cannot contain images.') }}\n                {%- endif %}\n                {%- if do_vision_count %}\n                    {%- set image_count.value = image_count.value + 1 %}\n                {%- endif %}\n                {%- if add_vision_id %}\n                    {{- 'Picture ' ~ image_count.value ~ ': ' }}\n                {%- endif %}\n                {{- '<|vision_start|><|image_pad|><|vision_end|>' }}\n            {%- elif 'video' in item or item.type == 'video' %}\n                {%- if is_system_content %}\n                    {{- raise_exception('System message cannot contain videos.') }}\n                {%- endif %}\n                {%- if do_vision_count %}\n                    {%- set video_count.value = video_count.value + 1 %}\n                {%- endif %}\n                {%- if add_vision_id %}\n                    {{- 'Video ' ~ video_count.value ~ ': ' }}\n                {%- endif %}\n                {{- '<|vision_start|><|video_pad|><|vision_end|>' }}\n            {%- elif 'text' in item %}\n                {{- item.text }}\n            {%- else %}\n                {{- raise_exception('Unexpected item type in content.') }}\n            {%- endif %}\n        {%- endfor %}\n    {%- elif content is none or content is undefined %}\n        {{- '' }}\n    {%- else %}\n        {{- raise_exception('Unexpected content type.') }}\n    {%- endif %}\n{%- endmacro %}\n{%- if not messages %}\n    {{- raise_exception('No messages provided.') }}\n{%- endif %}\n{%- set sysns = namespace(count=0, text='') %}\n{%- for message in messages %}\n    {%- if sysns.count == loop.index0 and (message.role == 'system' or message.role == 'developer') %}\n        {%- set sys_content = render_content(message.content, false, true)|trim %}\n        {%- if sys_content %}\n            {%- set sysns.text = sysns.text + ('\\n' if sysns.text else '') + sys_content %}\n        {%- endif %}\n        {%- set sysns.count = sysns.count + 1 %}\n    {%- endif %}\n{%- endfor %}\n{%- set num_sys = sysns.count %}\n{%- set merged_system = sysns.text %}\n{%- set reasoning_instructions = '' %}\n{%- if enable_thinking is undefined or enable_thinking is true %}\n    {%- set resolved_reasoning_effort = reasoning_effort|default('xhigh') %}\n    {%- if resolved_reasoning_effort == 'high' %}\n        {%- set resolved_reasoning_effort = 'xhigh' %}\n    {%- endif %}\n    {%- if resolved_reasoning_effort not in ('xhigh', 'medium', 'low') %}\n        {{- raise_exception('Unexpected reasoning effort ' ~ reasoning_effort ~ '. Supported types are xhigh (default), medium, and low.') }}\n    {%- endif %}\n    {%- if resolved_reasoning_effort == 'xhigh' %}\n        {%- set reasoning_instructions = 'Reasoning effort is set to xhigh. Please think carefully through the task, validate key assumptions, consider plausible alternatives, and prioritize correctness, consistency, and clarity in the final answer.' %}\n    {%- elif resolved_reasoning_effort == 'low' %}\n        {%- set reasoning_instructions = 'Reasoning effort is set to low. Keep your thinking brief and focused, moving directly to the conclusion without unnecessary elaboration.' %}\n    {%- endif %}\n{%- endif %}\n{%- if tools and tools is iterable and tools is not mapping %}\n    {{- '<|im_start|>system\\n' }}\n    {%- if reasoning_instructions %}\n        {{- reasoning_instructions + '\\n\\n' }}\n    {%- endif %}\n    {{- \"# Tools\\n\\nYou have access to the following functions:\\n\\n<tools>\" }}\n    {%- for tool in tools %}\n        {{- \"\\n\" }}\n        {{- tool | tojson }}\n    {%- endfor %}\n    {{- \"\\n</tools>\" }}\n    {{- '\\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>' }}\n    {%- if merged_system %}\n        {{- '\\n\\n' + merged_system }}\n    {%- endif %}\n    {{- '<|im_end|>\\n' }}\n{%- else %}\n    {%- if merged_system %}\n        {{- '<|im_start|>system\\n' + (reasoning_instructions + '\\n\\n' if reasoning_instructions else '')  + merged_system + '<|im_end|>\\n' }}\n    {%- elif reasoning_instructions %}\n        {{- '<|im_start|>system\\n' + reasoning_instructions + '<|im_end|>\\n' }}\n    {%- endif %}\n{%- endif %}\n{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}\n{%- for message in messages[::-1] %}\n    {%- set index = (messages|length - 1) - loop.index0 %}\n    {%- if ns.multi_step_tool and message.role == \"user\" %}\n        {%- set content = render_content(message.content, false)|trim %}\n        {%- if not(content.startswith('<tool_response>') and content.endswith('</tool_response>')) %}\n            {%- set ns.multi_step_tool = false %}\n            {%- set ns.last_query_index = index %}\n        {%- endif %}\n    {%- endif %}\n{%- endfor %}\n{%- for message in messages %}\n    {%- if loop.index0 >= num_sys %}\n    {%- set content = render_content(message.content, true)|trim %}\n    {%- if message.role == \"system\" or message.role == \"developer\" %}\n        {{- raise_exception('System message must be at the beginning.') }}\n    {%- elif message.role == \"user\" %}\n        {{- '<|im_start|>' + message.role + '\\n' + content + '<|im_end|>' + '\\n' }}\n    {%- elif message.role == \"assistant\" %}\n        {%- set reasoning_content = '' %}\n        {%- if message.reasoning_content is string %}\n            {%- set reasoning_content = message.reasoning_content %}\n        {%- endif %}\n        {%- set reasoning_content = reasoning_content|trim %}\n        {%- if preserve_thinking is undefined or preserve_thinking is true or loop.index0 > ns.last_query_index %}\n            {{- '<|im_start|>' + message.role + '\\n<think>\\n' + reasoning_content + '\\n</think>\\n\\n' + content }}\n        {%- else %}\n            {{- '<|im_start|>' + message.role + '\\n' + content }}\n        {%- endif %}\n        {%- if message.tool_calls and message.tool_calls is iterable and message.tool_calls is not mapping %}\n            {%- for tool_call in message.tool_calls %}\n                {%- if tool_call.function is defined %}\n                    {%- set tool_call = tool_call.function %}\n                {%- endif %}\n                {%- if tool_call.name is not defined or tool_call.name is none %}\n                    {{- raise_exception('Tool call is missing a function name.') }}\n                {%- endif %}\n                {%- if loop.first %}\n                    {%- if content|trim %}\n                        {{- '\\n\\n<tool_call>\\n<function=' + tool_call.name + '>\\n' }}\n                    {%- else %}\n                        {{- '<tool_call>\\n<function=' + tool_call.name + '>\\n' }}\n                    {%- endif %}\n                {%- else %}\n                    {{- '\\n<tool_call>\\n<function=' + tool_call.name + '>\\n' }}\n                {%- endif %}\n                {%- if tool_call.arguments is mapping %}\n                    {%- for args_name, args_value in tool_call.arguments|items %}\n                        {{- '<parameter=' + args_name + '>\\n' }}\n                        {%- set args_value = args_value | string if args_value is string else args_value | tojson | safe %}\n                        {{- args_value }}\n                        {{- '\\n</parameter>\\n' }}\n                    {%- endfor %}\n                {%- elif tool_call.arguments is string %}\n                    {%- if tool_call.arguments|trim %}\n                        {{- raise_exception('Tool call arguments for function \"' + (tool_call.name | string) + '\" were passed as a JSON string. Parse them into an object before calling apply_chat_template.') }}\n                    {%- endif %}\n                {%- elif tool_call.arguments is defined and tool_call.arguments is not none %}\n                    {{- raise_exception('Tool call arguments for function \"' + (tool_call.name | string) + '\" must be an object/mapping or a JSON string.') }}\n                {%- endif %}\n                {{- '</function>\\n</tool_call>' }}\n            {%- endfor %}\n        {%- endif %}\n        {{- '<|im_end|>\\n' }}\n    {%- elif message.role == \"tool\" %}\n        {%- if loop.previtem and loop.previtem.role != \"tool\" %}\n            {{- '<|im_start|>user' }}\n        {%- endif %}\n        {{- '\\n<tool_response>\\n' }}\n        {{- content }}\n        {{- '\\n</tool_response>' }}\n        {%- if not loop.last and loop.nextitem.role != \"tool\" %}\n            {{- '<|im_end|>\\n' }}\n        {%- elif loop.last %}\n            {{- '<|im_end|>\\n' }}\n        {%- endif %}\n    {%- else %}\n        {{- raise_exception('Unexpected message role.') }}\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    {%- else %}\n        {{- '<think>\\n' }}\n    {%- endif %}\n{%- endif %}\n{#- Unsloth fixes - developer role, merged system messages, tool calling #}"
+}