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checkpoints/step-8000/README.md ADDED
@@ -0,0 +1,43 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ license: apache-2.0
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+ tags:
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+ - qwen3
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+ - moe
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+ - pipeline-parallel
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+ - custom-architecture
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+ pipeline_tag: text-generation
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+ library_name: transformers
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+ ---
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+
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+ # Qwen3 MoE (Mixture of Experts) — 1.4B Parameters
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+
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+ Custom Qwen3 MoE model trained with pipeline parallelism.
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+
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+ ## Model Details
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+
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+ | Property | Value |
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+ |----------|-------|
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+ | **Total Parameters** | 1,394,380,800 |
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+ | **Architecture** | MoE (Mixture of Experts) |
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+ | **Hidden Size** | 2048 |
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+ | **Num Layers** | 8 |
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+ | **Attention Heads** | 32 |
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+ | **Context Length** | 262,144 |
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+ | **Vocab Size** | 151,936 |
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+ | **Num Experts** | 16 |
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+ | **Top-K Experts** | 8 |
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+ | **MoE Hidden Dim** | 768 |
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+
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+ ## Usage
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+
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+ ```python
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+ import torch
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+ from safetensors.torch import load_file
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+
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+ # Load model weights
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+ state_dict = load_file("model.safetensors")
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+ ```
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+
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+ ## Training
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+
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+ Trained using pipeline parallelism with the `multi_gpu_pretraining` framework.
checkpoints/step-8000/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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+
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+ {%- 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'] %}
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+ {{- render_extra_keys(param_fields, handled_keys) }}
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+ {{- '\n</parameter>' }}
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+ {%- endfor %}
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+ {%- endif %}
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+ {% set handled_keys = ['type', 'properties'] %}
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+ {{- render_extra_keys(tool.parameters, handled_keys) }}
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+ {{- '\n</parameters>' }}
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+ {%- set handled_keys = ['type', 'name', 'description', 'parameters'] %}
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+ {{- 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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+ {%- for args_name, args_value in tool_call.arguments|items %}
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+ {{- '<parameter=' + args_name + '>\n' }}
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+ {%- set args_value = args_value | 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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+ {{- '\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' }}
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+ {%- elif message.role == "tool" %}
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+ {%- if loop.previtem and loop.previtem.role != "tool" %}
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+ {{- '<|im_start|>user\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 %}
checkpoints/step-8000/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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+ "model_type": "qwen3_moe",
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+ "vocab_size": 151936,
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+ "hidden_size": 2048,
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+ "num_attention_heads": 32,
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+ "num_hidden_layers": 8,
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+ "head_dim": 128,
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+ "num_key_value_heads": 8,
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+ "rope_theta": 10000000.0,
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+ "max_position_embeddings": 262144,
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+ "rms_norm_eps": 1e-06,
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+ "hidden_act": "silu",
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+ "tie_word_embeddings": false,
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+ "use_cache": true,
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+ "torch_dtype": "bfloat16",
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+ "transformers_version": "4.53.3",
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+ "attention_bias": false,
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+ "attention_dropout": 0.0,
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+ "qk_norm": true,
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+ "sliding_window": null,
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+ "use_sliding_window": false,
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+ "num_experts": 16,
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+ "num_experts_per_tok": 8,
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+ "moe_intermediate_size": 768,
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+ "intermediate_size": 768,
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+ "decoder_sparse_step": 1,
30
+ "norm_topk_prob": false,
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+ "output_router_logits": false,
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+ "router_aux_loss_coef": 0.001
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+ }
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+ "temperature": 0.7,
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+ "top_p": 0.8,
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+ "top_k": 20
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+ }
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+ "chat_template": "{% macro render_extra_keys(json_dict, handled_keys) %}\n {%- if json_dict is mapping %}\n {%- for json_key in json_dict if json_key not in handled_keys %}\n {%- if json_dict[json_key] is mapping or (json_dict[json_key] is sequence and json_dict[json_key] is not string) %}\n {{- '\\n<' ~ json_key ~ '>' ~ (json_dict[json_key] | tojson | safe) ~ '</' ~ json_key ~ '>' }}\n {%- else %}\n {{-'\\n<' ~ json_key ~ '>' ~ (json_dict[json_key] | string) ~ '</' ~ json_key ~ '>' }}\n {%- endif %}\n {%- endfor %}\n {%- endif %}\n{% endmacro %}\n\n{%- if messages[0][\"role\"] == \"system\" %}\n {%- set system_message = messages[0][\"content\"] %}\n {%- set loop_messages = messages[1:] %}\n{%- else %}\n {%- set loop_messages = messages %}\n{%- endif %}\n\n{%- if not tools is defined %}\n {%- set tools = [] %}\n{%- endif %}\n\n{%- if system_message is defined %}\n {{- \"<|im_start|>system\\n\" + system_message }}\n{%- else %}\n {%- if tools is iterable and tools | length > 0 %}\n {{- \"<|im_start|>system\\nYou are Qwen, a helpful AI assistant that can interact with a computer to solve tasks.\" }}\n {%- endif %}\n{%- endif %}\n{%- if tools is iterable and tools | length > 0 %}\n {{- \"\\n\\n# Tools\\n\\nYou have access to the following functions:\\n\\n\" }}\n {{- \"<tools>\" }}\n {%- for tool in tools %}\n {%- if tool.function is defined %}\n {%- set tool = tool.function %}\n {%- endif %}\n {{- \"\\n<function>\\n<name>\" ~ tool.name ~ \"</name>\" }}\n {%- if tool.description is defined %}\n {{- '\\n<description>' ~ (tool.description | trim) ~ '</description>' }}\n {%- endif %}\n {{- '\\n<parameters>' }}\n {%- if tool.parameters is defined and tool.parameters is mapping and tool.parameters.properties is defined and tool.parameters.properties is mapping %}\n {%- for param_name, param_fields in tool.parameters.properties|items %}\n {{- '\\n<parameter>' }}\n {{- '\\n<name>' ~ param_name ~ '</name>' }}\n {%- if param_fields.type is defined %}\n {{- '\\n<type>' ~ (param_fields.type | string) ~ '</type>' }}\n {%- endif %}\n {%- if param_fields.description is defined %}\n {{- '\\n<description>' ~ (param_fields.description | trim) ~ '</description>' }}\n {%- endif %}\n {%- set handled_keys = ['name', 'type', 'description'] %}\n {{- render_extra_keys(param_fields, handled_keys) }}\n {{- '\\n</parameter>' }}\n {%- endfor %}\n {%- endif %}\n {% set handled_keys = ['type', 'properties'] %}\n {{- render_extra_keys(tool.parameters, handled_keys) }}\n {{- '\\n</parameters>' }}\n {%- set handled_keys = ['type', 'name', 'description', 'parameters'] %}\n {{- render_extra_keys(tool, handled_keys) }}\n {{- '\\n</function>' }}\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{%- endif %}\n{%- if system_message is defined %}\n {{- '<|im_end|>\\n' }}\n{%- else %}\n {%- if tools is iterable and tools | length > 0 %}\n {{- '<|im_end|>\\n' }}\n {%- endif %}\n{%- endif %}\n{%- for message in loop_messages %}\n {%- if message.role == \"assistant\" and message.tool_calls is defined and message.tool_calls is iterable and message.tool_calls | length > 0 %}\n {{- '<|im_start|>' + message.role }}\n {%- if message.content is defined and message.content is string and message.content | trim | length > 0 %}\n {{- '\\n' + message.content | trim + '\\n' }}\n {%- endif %}\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 {{- '\\n<tool_call>\\n<function=' + tool_call.name + '>\\n' }}\n {%- if tool_call.arguments is defined %}\n {%- for args_name, args_value in tool_call.arguments|items %}\n {{- '<parameter=' + args_name + '>\\n' }}\n {%- 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 %}\n {{- args_value }}\n {{- '\\n</parameter>\\n' }}\n {%- endfor %}\n {%- endif %}\n {{- '</function>\\n</tool_call>' }}\n {%- endfor %}\n {{- '<|im_end|>\\n' }}\n {%- elif message.role == \"user\" or message.role == \"system\" or message.role == \"assistant\" %}\n {{- '<|im_start|>' + message.role + '\\n' + message.content + '<|im_end|>' + '\\n' }}\n {%- elif message.role == \"tool\" %}\n {%- if loop.previtem and loop.previtem.role != \"tool\" %}\n {{- '<|im_start|>user\\n' }}\n {%- endif %}\n {{- '<tool_response>\\n' }}\n {{- message.content }}\n {{- '\\n</tool_response>\\n' }}\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 {{- '<|im_start|>' + message.role + '\\n' + message.content + '<|im_end|>\\n' }}\n {%- endif %}\n{%- endfor %}\n{%- if add_generation_prompt %}\n {{- '<|im_start|>assistant\\n' }}\n{%- endif %}\n",
230
+ "clean_up_tokenization_spaces": false,
231
+ "eos_token": "<|im_end|>",
232
+ "errors": "replace",
233
+ "model_max_length": 1048576,
234
+ "pad_token": "<|endoftext|>",
235
+ "split_special_tokens": false,
236
+ "tokenizer_class": "Qwen2Tokenizer",
237
+ "unk_token": null,
238
+ "add_bos_token": false
239
+ }