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shailesh83
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Qwen3-Coder-30B-int8-GPU

OpenVINO
qwen3_moe
Model card Files
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shailesh83 commited on
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Files changed (10) hide show
  1. added_tokens.json +28 -0
  2. chat_template.jinja +118 -0
  3. config.json +38 -0
  4. generation_config.json +13 -0
  5. graph.pbtxt +36 -0
  6. merges.txt +0 -0
  7. openvino_config.json +20 -0
  8. openvino_detokenizer.bin +3 -0
  9. openvino_detokenizer.xml +221 -0
  10. openvino_model.bin +3 -0
added_tokens.json ADDED
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+ {
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+ "</think>": 151668,
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+ "</tool_call>": 151658,
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+ "</tool_response>": 151666,
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+ "<think>": 151667,
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+ "<tool_call>": 151657,
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+ "<tool_response>": 151665,
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+ "<|box_end|>": 151649,
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+ "<|box_start|>": 151648,
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+ "<|endoftext|>": 151643,
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+ "<|file_sep|>": 151664,
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+ "<|fim_middle|>": 151660,
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+ "<|fim_pad|>": 151662,
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+ "<|fim_prefix|>": 151659,
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+ "<|fim_suffix|>": 151661,
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+ "<|im_end|>": 151645,
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+ "<|im_start|>": 151644,
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+ "<|image_pad|>": 151655,
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+ "<|object_ref_end|>": 151647,
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+ "<|object_ref_start|>": 151646,
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+ "<|quad_end|>": 151651,
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+ "<|quad_start|>": 151650,
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+ "<|repo_name|>": 151663,
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+ "<|video_pad|>": 151656,
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+ "<|vision_end|>": 151653,
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+ "<|vision_pad|>": 151654,
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+ "<|vision_start|>": 151652
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+ }
chat_template.jinja ADDED
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+ {% macro render_extra_keys(json_dict, handled_keys) %}
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+ {%- if json_dict is mapping %}
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+ {%- for json_key in json_dict if json_key not in handled_keys %}
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+ {%- if json_dict[json_key] is mapping or (json_dict[json_key] is sequence and json_dict[json_key] is not string) %}
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+ {{- '\n<' ~ json_key ~ '>' ~ (json_dict[json_key] | tojson | safe) ~ '</' ~ json_key ~ '>' }}
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+ {%- else %}
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+ {{-'\n<' ~ json_key ~ '>' ~ (json_dict[json_key] | string) ~ '</' ~ json_key ~ '>' }}
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+ {%- endif %}
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+ {%- endfor %}
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+ {%- endif %}
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+ {% endmacro %}
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+
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+ {%- if messages[0]["role"] == "system" %}
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+ {%- set system_message = messages[0]["content"] %}
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+ {%- set loop_messages = messages[1:] %}
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+ {%- else %}
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+ {%- set loop_messages = messages %}
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+ {%- endif %}
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+
20
+ {%- if not tools is defined %}
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+ {%- set tools = [] %}
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+ {%- endif %}
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+
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+ {%- if system_message is defined %}
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+ {{- "<|im_start|>system\n" + system_message }}
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+ {%- else %}
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+ {%- if tools is iterable and tools | length > 0 %}
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+ {{- "<|im_start|>system\nYou are Qwen, a helpful AI assistant that can interact with a computer to solve tasks." }}
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+ {%- endif %}
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+ {%- endif %}
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+ {%- if tools is iterable and tools | length > 0 %}
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+ {{- "\n\n# Tools\n\nYou have access to the following functions:\n\n" }}
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+ {{- "<tools>" }}
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+ {%- for tool in tools %}
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+ {%- if tool.function is defined %}
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+ {%- set tool = tool.function %}
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+ {%- endif %}
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+ {{- "\n<function>\n<name>" ~ tool.name ~ "</name>" }}
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+ {%- if tool.description is defined %}
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+ {{- '\n<description>' ~ (tool.description | trim) ~ '</description>' }}
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+ {%- endif %}
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+ {{- '\n<parameters>' }}
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+ {%- if tool.parameters is defined and tool.parameters is mapping and tool.parameters.properties is defined and tool.parameters.properties is mapping %}
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+ {%- for param_name, param_fields in tool.parameters.properties|items %}
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+ {{- '\n<parameter>' }}
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+ {{- '\n<name>' ~ param_name ~ '</name>' }}
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+ {%- if param_fields.type is defined %}
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+ {{- '\n<type>' ~ (param_fields.type | string) ~ '</type>' }}
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+ {%- endif %}
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+ {%- if param_fields.description is defined %}
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+ {{- '\n<description>' ~ (param_fields.description | trim) ~ '</description>' }}
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+ {%- endif %}
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+ {%- set handled_keys = ['name', 'type', 'description'] %}
54
+ {{- render_extra_keys(param_fields, handled_keys) }}
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+ {{- '\n</parameter>' }}
56
+ {%- endfor %}
57
+ {%- endif %}
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+ {% set handled_keys = ['type', 'properties'] %}
59
+ {{- render_extra_keys(tool.parameters, handled_keys) }}
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+ {{- '\n</parameters>' }}
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+ {%- set handled_keys = ['type', 'name', 'description', 'parameters'] %}
62
+ {{- render_extra_keys(tool, handled_keys) }}
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+ {{- '\n</function>' }}
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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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+ {%- endif %}
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+ {%- if system_message is defined %}
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+ {{- '<|im_end|>\n' }}
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+ {%- else %}
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+ {%- if tools is iterable and tools | length > 0 %}
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+ {{- '<|im_end|>\n' }}
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+ {%- endif %}
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+ {%- endif %}
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+ {%- for message in loop_messages %}
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+ {%- if message.role == "assistant" and message.tool_calls is defined and message.tool_calls is iterable and message.tool_calls | length > 0 %}
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+ {{- '<|im_start|>' + message.role }}
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+ {%- if message.content is defined and message.content is string and message.content | trim | length > 0 %}
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+ {{- '\n' + message.content | trim + '\n' }}
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+ {%- endif %}
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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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+ {{- '\n<tool_call>\n<function=' + tool_call.name + '>\n' }}
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+ {%- if tool_call.arguments is defined %}
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+ {%- set arguments = tool_call.arguments | from_json %}
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+ {%- for args_name, args_value in arguments|items %}
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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 %}
91
+ {{- args_value }}
92
+ {{- '\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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+ {{- '<|im_end|>\n' }}
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+ {%- elif message.role == "user" or message.role == "system" or message.role == "assistant" %}
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+ {{- '<|im_start|>' + message.role + '\n' + message.content + '<|im_end|>' + '\n' }}
100
+ {%- elif message.role == "tool" %}
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+ {%- if loop.previtem and loop.previtem.role != "tool" %}
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+ {{- '<|im_start|>user\n' }}
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+ {%- endif %}
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+ {{- '<tool_response>\n' }}
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+ {{- message.content }}
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+ {{- '\n</tool_response>\n' }}
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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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+ {{- '<|im_start|>' + message.role + '\n' + message.content + '<|im_end|>\n' }}
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+ {%- endif %}
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+ {%- endfor %}
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+ {%- if add_generation_prompt %}
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+ {{- '<|im_start|>assistant\n' }}
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+ {%- endif %}
config.json ADDED
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+ {
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+ "architectures": [
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+ "Qwen3MoeForCausalLM"
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+ ],
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+ "attention_bias": false,
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+ "attention_dropout": 0.0,
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+ "bos_token_id": 151643,
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+ "decoder_sparse_step": 1,
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+ "dtype": "bfloat16",
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+ "eos_token_id": 151645,
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+ "head_dim": 128,
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+ "hidden_act": "silu",
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+ "hidden_size": 2048,
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+ "initializer_range": 0.02,
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+ "intermediate_size": 6144,
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+ "max_position_embeddings": 262144,
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+ "max_window_layers": 48,
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+ "mlp_only_layers": [],
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+ "model_type": "qwen3_moe",
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+ "moe_intermediate_size": 768,
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+ "norm_topk_prob": true,
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+ "num_attention_heads": 32,
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+ "num_experts": 128,
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+ "num_experts_per_tok": 8,
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+ "num_hidden_layers": 48,
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+ "num_key_value_heads": 4,
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+ "output_router_logits": false,
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+ "rms_norm_eps": 1e-06,
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+ "rope_scaling": null,
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+ "rope_theta": 10000000,
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+ "router_aux_loss_coef": 0.001,
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+ "sliding_window": null,
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+ "tie_word_embeddings": false,
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+ "transformers_version": "4.57.6",
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+ "use_cache": true,
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+ "use_sliding_window": false,
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+ "vocab_size": 151936
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+ }
generation_config.json ADDED
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+ {
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+ "do_sample": true,
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+ "eos_token_id": [
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+ 151645,
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+ 151643
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+ ],
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+ "pad_token_id": 151643,
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+ "repetition_penalty": 1.05,
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+ "temperature": 0.7,
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+ "top_k": 20,
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+ "top_p": 0.8,
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+ "transformers_version": "4.57.6"
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+ }
graph.pbtxt ADDED
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+ input_stream: "HTTP_REQUEST_PAYLOAD:input"
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+ output_stream: "HTTP_RESPONSE_PAYLOAD:output"
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+
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+ node: {
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+ name: "LLMExecutor"
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+ calculator: "HttpLLMCalculator"
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+ input_stream: "LOOPBACK:loopback"
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+ input_stream: "HTTP_REQUEST_PAYLOAD:input"
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+ input_side_packet: "LLM_NODE_RESOURCES:llm"
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+ output_stream: "LOOPBACK:loopback"
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+ output_stream: "HTTP_RESPONSE_PAYLOAD:output"
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+ input_stream_info: {
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+ tag_index: 'LOOPBACK:0',
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+ back_edge: true
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+ }
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+ node_options: {
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+ [type.googleapis.com / mediapipe.LLMCalculatorOptions]: {
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+ models_path: "./",
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+ enable_prefix_caching: true,
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+ cache_size: 0,
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+ max_num_seqs: 256,
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+ device: "GPU",
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+ tool_parser: "qwen3coder",
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+ }
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+ }
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+ input_stream_handler {
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+ input_stream_handler: "SyncSetInputStreamHandler",
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+ options {
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+ [mediapipe.SyncSetInputStreamHandlerOptions.ext] {
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+ sync_set {
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+ tag_index: "LOOPBACK:0"
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+ }
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+ }
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+ }
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+ }
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+ }
merges.txt ADDED
The diff for this file is too large to render. See raw diff
 
openvino_config.json ADDED
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+ {
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+ "dtype": "",
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+ "input_info": null,
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+ "optimum_version": "2.1.0.dev0",
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+ "output_attentions": false,
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+ "quantization_config": {
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+ "_dataset_kwargs": {},
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+ "dataset": null,
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+ "default_config": {
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+ "quant_method": "default"
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+ },
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+ "ignored_scope": null,
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+ "processor": null,
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+ "quantization_configs": {},
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+ "tokenizer": "Qwen/Qwen3-Coder-30B-A3B-Instruct"
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+ },
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+ "save_onnx_model": false,
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+ "transformers_version": "4.57.6"
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+ }
openvino_detokenizer.bin ADDED
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+ size 2189717
openvino_detokenizer.xml ADDED
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+ <?xml version="1.0"?>
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+ <port id="0" precision="I32">
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+ <dim>-1</dim>
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+ </edges>
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+ <rt_info>
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+ <add_attention_mask value="True" />
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+ <add_prefix_space />
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+ <add_special_tokens value="True" />
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+ <chat_template value="{% macro render_extra_keys(json_dict, handled_keys) %}&#10; {%- if json_dict is mapping %}&#10; {%- for json_key in json_dict if json_key not in handled_keys %}&#10; {%- if json_dict[json_key] is mapping or (json_dict[json_key] is sequence and json_dict[json_key] is not string) %}&#10; {{- '\n&lt;' ~ json_key ~ '>' ~ (json_dict[json_key] | tojson | safe) ~ '&lt;/' ~ json_key ~ '>' }}&#10; {%- else %}&#10; {{-'\n&lt;' ~ json_key ~ '>' ~ (json_dict[json_key] | string) ~ '&lt;/' ~ json_key ~ '>' }}&#10; {%- endif %}&#10; {%- endfor %}&#10; {%- endif %}&#10;{% endmacro %}&#10;&#10;{%- if messages[0][&quot;role&quot;] == &quot;system&quot; %}&#10; {%- set system_message = messages[0][&quot;content&quot;] %}&#10; {%- set loop_messages = messages[1:] %}&#10;{%- else %}&#10; {%- set loop_messages = messages %}&#10;{%- endif %}&#10;&#10;{%- if not tools is defined %}&#10; {%- set tools = [] %}&#10;{%- endif %}&#10;&#10;{%- if system_message is defined %}&#10; {{- &quot;&lt;|im_start|>system\n&quot; + system_message }}&#10;{%- else %}&#10; {%- if tools is iterable and tools | length > 0 %}&#10; {{- &quot;&lt;|im_start|>system\nYou are Qwen, a helpful AI assistant that can interact with a computer to solve tasks.&quot; }}&#10; {%- endif %}&#10;{%- endif %}&#10;{%- if tools is iterable and tools | length > 0 %}&#10; {{- &quot;\n\n# Tools\n\nYou have access to the following functions:\n\n&quot; }}&#10; {{- &quot;&lt;tools>&quot; }}&#10; {%- for tool in tools %}&#10; {%- if tool.function is defined %}&#10; {%- set tool = tool.function %}&#10; {%- endif %}&#10; {{- &quot;\n&lt;function>\n&lt;name>&quot; ~ tool.name ~ &quot;&lt;/name>&quot; }}&#10; {%- if tool.description is defined %}&#10; {{- '\n&lt;description>' ~ (tool.description | trim) ~ '&lt;/description>' }}&#10; {%- endif %}&#10; {{- '\n&lt;parameters>' }}&#10; {%- if tool.parameters is defined and tool.parameters is mapping and tool.parameters.properties is defined and tool.parameters.properties is mapping %}&#10; {%- for param_name, param_fields in tool.parameters.properties|items %}&#10; {{- '\n&lt;parameter>' }}&#10; {{- '\n&lt;name>' ~ param_name ~ '&lt;/name>' }}&#10; {%- if param_fields.type is defined %}&#10; {{- '\n&lt;type>' ~ (param_fields.type | string) ~ '&lt;/type>' }}&#10; {%- endif %}&#10; {%- if param_fields.description is defined %}&#10; {{- '\n&lt;description>' ~ (param_fields.description | trim) ~ '&lt;/description>' }}&#10; {%- endif %}&#10; {%- set handled_keys = ['name', 'type', 'description'] %}&#10; {{- render_extra_keys(param_fields, handled_keys) }}&#10; {{- '\n&lt;/parameter>' }}&#10; {%- endfor %}&#10; {%- endif %}&#10; {% set handled_keys = ['type', 'properties'] %}&#10; {{- render_extra_keys(tool.parameters, handled_keys) }}&#10; {{- '\n&lt;/parameters>' }}&#10; {%- set handled_keys = ['type', 'name', 'description', 'parameters'] %}&#10; {{- render_extra_keys(tool, handled_keys) }}&#10; {{- '\n&lt;/function>' }}&#10; {%- endfor %}&#10; {{- &quot;\n&lt;/tools>&quot; }}&#10; {{- '\n\nIf you choose to call a function ONLY reply in the following format with NO suffix:\n\n&lt;tool_call>\n&lt;function=example_function_name>\n&lt;parameter=example_parameter_1>\nvalue_1\n&lt;/parameter>\n&lt;parameter=example_parameter_2>\nThis is the value for the second parameter\nthat can span\nmultiple lines\n&lt;/parameter>\n&lt;/function>\n&lt;/tool_call>\n\n&lt;IMPORTANT>\nReminder:\n- Function calls MUST follow the specified format: an inner &lt;function=...>&lt;/function> block must be nested within &lt;tool_call>&lt;/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&lt;/IMPORTANT>' }}&#10;{%- endif %}&#10;{%- if system_message is defined %}&#10; {{- '&lt;|im_end|>\n' }}&#10;{%- else %}&#10; {%- if tools is iterable and tools | length > 0 %}&#10; {{- '&lt;|im_end|>\n' }}&#10; {%- endif %}&#10;{%- endif %}&#10;{%- for message in loop_messages %}&#10; {%- if message.role == &quot;assistant&quot; and message.tool_calls is defined and message.tool_calls is iterable and message.tool_calls | length > 0 %}&#10; {{- '&lt;|im_start|>' + message.role }}&#10; {%- if message.content is defined and message.content is string and message.content | trim | length > 0 %}&#10; {{- '\n' + message.content | trim + '\n' }}&#10; {%- endif %}&#10; {%- for tool_call in message.tool_calls %}&#10; {%- if tool_call.function is defined %}&#10; {%- set tool_call = tool_call.function %}&#10; {%- endif %}&#10; {{- '\n&lt;tool_call>\n&lt;function=' + tool_call.name + '>\n' }}&#10; {%- if tool_call.arguments is defined %}&#10; {%- for args_name, args_value in tool_call.arguments|items %}&#10; {{- '&lt;parameter=' + args_name + '>\n' }}&#10; {%- 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 %}&#10; {{- args_value }}&#10; {{- '\n&lt;/parameter>\n' }}&#10; {%- endfor %}&#10; {%- endif %}&#10; {{- '&lt;/function>\n&lt;/tool_call>' }}&#10; {%- endfor %}&#10; {{- '&lt;|im_end|>\n' }}&#10; {%- elif message.role == &quot;user&quot; or message.role == &quot;system&quot; or message.role == &quot;assistant&quot; %}&#10; {{- '&lt;|im_start|>' + message.role + '\n' + message.content + '&lt;|im_end|>' + '\n' }}&#10; {%- elif message.role == &quot;tool&quot; %}&#10; {%- if loop.previtem and loop.previtem.role != &quot;tool&quot; %}&#10; {{- '&lt;|im_start|>user\n' }}&#10; {%- endif %}&#10; {{- '&lt;tool_response>\n' }}&#10; {{- message.content }}&#10; {{- '\n&lt;/tool_response>\n' }}&#10; {%- if not loop.last and loop.nextitem.role != &quot;tool&quot; %}&#10; {{- '&lt;|im_end|>\n' }}&#10; {%- elif loop.last %}&#10; {{- '&lt;|im_end|>\n' }}&#10; {%- endif %}&#10; {%- else %}&#10; {{- '&lt;|im_start|>' + message.role + '\n' + message.content + '&lt;|im_end|>\n' }}&#10; {%- endif %}&#10;{%- endfor %}&#10;{%- if add_generation_prompt %}&#10; {{- '&lt;|im_start|>assistant\n' }}&#10;{%- endif %}&#10;" />
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+ <detokenizer_input_type value="i64" />
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+ <original_tokenizer_class value="&lt;class 'transformers.models.qwen2.tokenization_qwen2_fast.Qwen2TokenizerFast'>" />
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+ <pad_token_id value="151643" />
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+ <processed_post_processor_template value="{&quot;single&quot;: {&quot;ids&quot;: [-1], &quot;type_ids&quot;: [0]}, &quot;pair&quot;: {&quot;ids&quot;: [-1, -2], &quot;type_ids&quot;: [0, 0]}}" />
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+ <tiktoken_version value="0.9.0" />
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+ <tokenizer_output_type value="i64" />
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+ <tokenizers_version value="0.22.2" />
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+ <transformers_version value="4.57.6" />
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+ <use_max_padding value="False" />
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+ <use_sentencepiece_backend value="False" />
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+ <utf8_replace_mode value="replace" />
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+ <with_detokenizer value="True" />
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+ </rt_info>
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+ </net>
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