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.gitattributes CHANGED
@@ -65,3 +65,4 @@ base-vanilla-autoround-w4/tokenizer.json filter=lfs diff=lfs merge=lfs -text
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  substrate-w8a8-dynamic/tokenizer.json filter=lfs diff=lfs merge=lfs -text
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  substrate-fp8-dynamic/tokenizer.json filter=lfs diff=lfs merge=lfs -text
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  awq-w4/tokenizer.json filter=lfs diff=lfs merge=lfs -text
 
 
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  substrate-w8a8-dynamic/tokenizer.json filter=lfs diff=lfs merge=lfs -text
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  substrate-fp8-dynamic/tokenizer.json filter=lfs diff=lfs merge=lfs -text
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  awq-w4/tokenizer.json filter=lfs diff=lfs merge=lfs -text
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+ sq-w8a8-a05/tokenizer.json filter=lfs diff=lfs merge=lfs -text
sq-w8a8-a05/chat_template.jinja ADDED
@@ -0,0 +1,89 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ {%- if tools %}
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+ {{- '<|im_start|>system\n' }}
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+ {%- if messages[0].role == 'system' %}
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+ {{- messages[0].content + '\n\n' }}
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+ {%- endif %}
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+ {{- "# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>" }}
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+ {%- for tool in tools %}
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+ {{- "\n" }}
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+ {{- tool | tojson }}
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+ {%- endfor %}
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+ {{- "\n</tools>\n\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\n<tool_call>\n{\"name\": <function-name>, \"arguments\": <args-json-object>}\n</tool_call><|im_end|>\n" }}
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+ {%- else %}
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+ {%- if messages[0].role == 'system' %}
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+ {{- '<|im_start|>system\n' + messages[0].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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+ {%- for message in messages[::-1] %}
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+ {%- set index = (messages|length - 1) - loop.index0 %}
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+ {%- if ns.multi_step_tool and message.role == "user" and message.content is string and not(message.content.startswith('<tool_response>') and message.content.endswith('</tool_response>')) %}
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+ {%- set ns.multi_step_tool = false %}
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+ {%- set ns.last_query_index = index %}
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+ {%- endif %}
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+ {%- endfor %}
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+ {%- for message in messages %}
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+ {%- if message.content is string %}
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+ {%- set content = message.content %}
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+ {%- else %}
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+ {%- set content = '' %}
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+ {%- endif %}
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+ {%- if (message.role == "user") or (message.role == "system" and not loop.first) %}
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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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+ {%- if message.reasoning_content is string %}
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+ {%- set reasoning_content = message.reasoning_content %}
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+ {%- else %}
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+ {%- if '</think>' in content %}
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+ {%- set reasoning_content = content.split('</think>')[0].rstrip('\n').split('<think>')[-1].lstrip('\n') %}
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+ {%- set content = content.split('</think>')[-1].lstrip('\n') %}
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+ {%- endif %}
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+ {%- endif %}
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+ {%- if loop.index0 > ns.last_query_index %}
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+ {%- if loop.last or (not loop.last and reasoning_content) %}
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+ {{- '<|im_start|>' + message.role + '\n<think>\n' + reasoning_content.strip('\n') + '\n</think>\n\n' + content.lstrip('\n') }}
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+ {%- else %}
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+ {{- '<|im_start|>' + message.role + '\n' + content }}
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+ {%- endif %}
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+ {%- else %}
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+ {{- '<|im_start|>' + message.role + '\n' + content }}
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+ {%- endif %}
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+ {%- if message.tool_calls %}
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+ {%- for tool_call in message.tool_calls %}
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+ {%- if (loop.first and content) or (not loop.first) %}
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+ {{- '\n' }}
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+ {%- endif %}
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+ {%- if tool_call.function %}
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+ {%- set tool_call = tool_call.function %}
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+ {%- endif %}
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+ {{- '<tool_call>\n{"name": "' }}
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+ {{- tool_call.name }}
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+ {{- '", "arguments": ' }}
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+ {%- if tool_call.arguments is string %}
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+ {{- tool_call.arguments }}
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+ {%- else %}
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+ {{- tool_call.arguments | tojson }}
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+ {%- endif %}
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+ {{- '}\n</tool_call>' }}
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+ {%- endfor %}
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+ {%- endif %}
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+ {{- '<|im_end|>\n' }}
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+ {%- elif message.role == "tool" %}
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+ {%- if loop.first or (messages[loop.index0 - 1].role != "tool") %}
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+ {{- '<|im_start|>user' }}
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+ {%- endif %}
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+ {{- '\n<tool_response>\n' }}
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+ {{- content }}
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+ {{- '\n</tool_response>' }}
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+ {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
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+ {{- '<|im_end|>\n' }}
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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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+ {{- '<|im_start|>assistant\n' }}
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+ {%- if enable_thinking is defined and enable_thinking is false %}
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+ {{- '<think>\n\n</think>\n\n' }}
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+ {%- endif %}
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+ {%- endif %}
sq-w8a8-a05/config.json ADDED
@@ -0,0 +1,121 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ {
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+ "architectures": [
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+ "Qwen3ForCausalLM"
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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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+ "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": 4096,
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+ "initializer_range": 0.02,
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+ "intermediate_size": 12288,
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+ "layer_types": [
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+ "full_attention",
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+ "full_attention",
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+ "full_attention",
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+ "full_attention",
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+ "max_position_embeddings": 40960,
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+ "model_type": "qwen3",
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+ "num_attention_heads": 32,
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+ "num_hidden_layers": 36,
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+ "quantization_config": {
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+ "targets": [
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+ "weights": {
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+ "actorder": "static",
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+ "block_structure": null,
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+ "dynamic": false,
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+ "num_bits": 8,
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+ "observer": "memoryless_minmax",
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+ "observer_kwargs": {},
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+ "scale_dtype": null,
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+ "strategy": "channel",
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+ "symmetric": true,
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+ "type": "int",
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+ "zp_dtype": null
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+ }
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+ },
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+ "format": "int-quantized",
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+ "global_compression_ratio": null,
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+ "ignore": [
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+ "lm_head"
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+ ],
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+ "kv_cache_scheme": null,
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+ "quant_method": "compressed-tensors",
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+ "quantization_status": "compressed",
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+ "sparsity_config": {},
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+ "transform_config": {},
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+ "version": "0.17.1"
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+ },
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+ "rms_norm_eps": 1e-06,
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+ "rope_parameters": {
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+ "rope_theta": 1000000,
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+ "rope_type": "default"
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+ },
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+ "sliding_window": null,
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+ "tie_word_embeddings": false,
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+ "transformers_version": "5.10.1",
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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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+ }
sq-w8a8-a05/generation_config.json ADDED
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+ "do_sample": true,
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+ "temperature": 0.6,
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+ "top_k": 20,
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+ "top_p": 0.95,
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+ "transformers_version": "5.10.1"
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+ }
sq-w8a8-a05/model.safetensors ADDED
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sq-w8a8-a05/recipe.yaml ADDED
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+ default_stage:
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+ default_modifiers:
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+ SmoothQuantModifier:
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+ smoothing_strength: 0.5
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+ mappings:
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+ - !!python/tuple
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+ - ['re:.*q_proj', 're:.*k_proj', 're:.*v_proj']
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+ - re:.*input_layernorm
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+ - !!python/tuple
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+ - ['re:.*gate_proj', 're:.*up_proj']
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+ - re:.*post_attention_layernorm
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+ ignore: []
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+ algorithm: smoothquant
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+ GPTQModifier:
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+ targets: [Linear]
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+ ignore: [lm_head]
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+ scheme: W8A8
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+ bypass_divisibility_checks: false
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+ block_size: 128
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+ dampening_frac: 0.01
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+ actorder: static
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+ offload_hessians: false
sq-w8a8-a05/tokenizer.json ADDED
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sq-w8a8-a05/tokenizer_config.json ADDED
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+ {
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+ "add_prefix_space": false,
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+ "backend": "tokenizers",
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+ "bos_token": null,
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+ "clean_up_tokenization_spaces": false,
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+ "eos_token": "<|im_end|>",
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+ "errors": "replace",
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+ "extra_special_tokens": [
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+ "<|im_start|>",
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+ "<|im_end|>",
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+ "<|object_ref_start|>",
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+ "<|object_ref_end|>",
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+ "<|box_start|>",
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+ "<|box_end|>",
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+ "<|quad_start|>",
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+ "<|quad_end|>",
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+ "<|vision_start|>",
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+ "<|vision_end|>",
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+ "<|vision_pad|>",
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+ "<|image_pad|>",
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+ "<|video_pad|>"
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+ ],
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+ "is_local": true,
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+ "local_files_only": false,
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+ "model_max_length": 131072,
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+ "pad_token": "<|endoftext|>",
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+ "split_special_tokens": false,
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+ "tokenizer_class": "Qwen2Tokenizer",
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+ "unk_token": null
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+ }