Instructions to use Partha11/qwen3.5_9B_sql_lora with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use Partha11/qwen3.5_9B_sql_lora with Transformers:
# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("Partha11/qwen3.5_9B_sql_lora", dtype="auto") - Notebooks
- Google Colab
- Kaggle
- Local Apps
- Unsloth Studio new
How to use Partha11/qwen3.5_9B_sql_lora with Unsloth Studio:
Install Unsloth Studio (macOS, Linux, WSL)
curl -fsSL https://unsloth.ai/install.sh | sh # Run unsloth studio unsloth studio -H 0.0.0.0 -p 8888 # Then open http://localhost:8888 in your browser # Search for Partha11/qwen3.5_9B_sql_lora to start chatting
Install Unsloth Studio (Windows)
irm https://unsloth.ai/install.ps1 | iex # Run unsloth studio unsloth studio -H 0.0.0.0 -p 8888 # Then open http://localhost:8888 in your browser # Search for Partha11/qwen3.5_9B_sql_lora to start chatting
Using HuggingFace Spaces for Unsloth
# No setup required # Open https://huggingface.co/spaces/unsloth/studio in your browser # Search for Partha11/qwen3.5_9B_sql_lora to start chatting
Load model with FastModel
pip install unsloth from unsloth import FastModel model, tokenizer = FastModel.from_pretrained( model_name="Partha11/qwen3.5_9B_sql_lora", max_seq_length=2048, )
Upload model trained with Unsloth
Browse filesUpload model trained with Unsloth 2x faster
- chat_template.jinja +25 -21
- processor_config.json +3 -0
- tokenizer_config.json +2 -2
chat_template.jinja
CHANGED
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@@ -42,6 +42,19 @@
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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>" }}
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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
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{
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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
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{
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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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{%- 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 == "
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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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{%- 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
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{%- for args_name
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{{- '<parameter=' + args_name + '>\n' }}
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{%- set args_value = args_value | tojson | safe if args_value is mapping or (args_value is sequence and args_value is not string) else args_value | string %}
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{{- args_value }}
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{%- elif loop.last %}
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{{- '<|im_end|>\n' }}
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{%- endif %}
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{%-
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{{- raise_exception('Unexpected message role.') }}
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{%- endif %}
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{%- endfor %}
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{%- if add_generation_prompt %}
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{%- else %}
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{{- '<think>\n' }}
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{%- endif %}
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{%- endif %}
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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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{%- set num_sys = 0 %}
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{%- set merged_system = '' %}
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{%- if messages[0].role == 'system' or messages[0].role == 'developer' %}
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{%- set first = render_content(messages[0].content, false, true)|trim %}
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{%- if messages|length > 1 and (messages[1].role == 'system' or messages[1].role == 'developer') %}
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{%- set second = render_content(messages[1].content, false, true)|trim %}
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{%- set merged_system = first + '\n' + second %}
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{%- set num_sys = 2 %}
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{%- else %}
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{%- set merged_system = first %}
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{%- endif %}
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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>" }}
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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 merged_system %}
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{{- '\n\n' + merged_system }}
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{%- endif %}
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{{- '<|im_end|>\n' }}
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{%- else %}
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{%- if merged_system %}
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{{- '<|im_start|>system\n' + merged_system + '<|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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{%- endif %}
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{%- endif %}
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{%- endfor %}
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{%- for message in messages %}
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{%- if loop.index0 >= num_sys and message.role != "system" and message.role != "developer" %}
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{%- set content = render_content(message.content, true)|trim %}
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{%- if 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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{%- 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 mapping %}
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{%- for args_name in tool_call.arguments %}
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{%- set args_value = tool_call.arguments[args_name] %}
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{{- '<parameter=' + args_name + '>\n' }}
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{%- set args_value = args_value | tojson | safe if args_value is mapping or (args_value is sequence and args_value is not string) else args_value | string %}
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{{- args_value }}
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{%- elif loop.last %}
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{{- '<|im_end|>\n' }}
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{%- endif %}
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{%- endif %}
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{%- endif %}
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{%- endfor %}
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{%- if add_generation_prompt %}
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{%- else %}
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{{- '<think>\n' }}
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{%- endif %}
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{%- endif %}
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{#- Unsloth fixes - developer role, tool calling #}
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processor_config.json
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{
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"image_processor": {
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"do_convert_rgb": true,
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"do_normalize": true,
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"do_rescale": true,
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},
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"processor_class": "Qwen3VLProcessor",
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"video_processor": {
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"do_convert_rgb": true,
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"do_normalize": true,
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"do_rescale": true,
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{
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"image_processor": {
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"data_format": "channels_first",
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"do_convert_rgb": true,
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"do_normalize": true,
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"do_rescale": true,
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},
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"processor_class": "Qwen3VLProcessor",
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"video_processor": {
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"data_format": "channels_first",
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"default_to_square": true,
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"do_convert_rgb": true,
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"do_normalize": true,
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"do_rescale": true,
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tokenizer_config.json
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"vision_bos_token": "<|vision_start|>",
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"vision_eos_token": "<|vision_end|>"
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},
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"pad_token": "<|
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"padding_side": "
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"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+",
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"processor_class": "Qwen3VLProcessor",
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"split_special_tokens": false,
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"vision_bos_token": "<|vision_start|>",
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"vision_eos_token": "<|vision_end|>"
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},
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"pad_token": "<|vision_pad|>",
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"padding_side": "right",
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"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+",
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"processor_class": "Qwen3VLProcessor",
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"split_special_tokens": false,
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