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/Users/cfruan/miniconda3/envs/mlc-chat-venv/bin/python -m mlc_llm gen_config /Users/Shared/models/Meta-Llama-3.1-70B-Instruct --quantization q0f16 --conv-template llama-3_1 --output local_dir/Llama-3.1-70B-Instruct-q0f16-MLC
[2024-07-23 17:43:51] INFO auto_config.py:116: Found model configuration: /Users/Shared/models/Meta-Llama-3.1-70B-Instruct/config.json
[2024-07-23 17:43:51] INFO auto_config.py:154: Found model type: llama. Use `--model-type` to override.
[2024-07-23 17:43:51] INFO llama_model.py:62: context_window_size not found in config.json. Falling back to max_position_embeddings (131072)
[2024-07-23 17:43:51] INFO llama_model.py:82: prefill_chunk_size defaults to 2048
[2024-07-23 17:43:51] INFO config.py:107: Overriding max_batch_size from 1 to 80
[2024-07-23 17:43:51] INFO gen_config.py:144: [generation_config.json] Setting bos_token_id: 128000
[2024-07-23 17:43:51] INFO gen_config.py:144: [generation_config.json] Setting eos_token_id: [128001, 128008, 128009]
[2024-07-23 17:43:51] INFO gen_config.py:144: [generation_config.json] Setting temperature: 0.6
[2024-07-23 17:43:51] INFO gen_config.py:144: [generation_config.json] Setting top_p: 0.9
[2024-07-23 17:43:51] INFO gen_config.py:158: Not found tokenizer config: /Users/Shared/models/Meta-Llama-3.1-70B-Instruct/tokenizer.model
[2024-07-23 17:43:51] INFO gen_config.py:156: Found tokenizer config: /Users/Shared/models/Meta-Llama-3.1-70B-Instruct/tokenizer.json. Copying to local_dir/Llama-3.1-70B-Instruct-q0f16-MLC/tokenizer.json
[2024-07-23 17:43:51] INFO gen_config.py:158: Not found tokenizer config: /Users/Shared/models/Meta-Llama-3.1-70B-Instruct/vocab.json
[2024-07-23 17:43:51] INFO gen_config.py:158: Not found tokenizer config: /Users/Shared/models/Meta-Llama-3.1-70B-Instruct/merges.txt
[2024-07-23 17:43:51] INFO gen_config.py:158: Not found tokenizer config: /Users/Shared/models/Meta-Llama-3.1-70B-Instruct/added_tokens.json
[2024-07-23 17:43:51] INFO gen_config.py:156: Found tokenizer config: /Users/Shared/models/Meta-Llama-3.1-70B-Instruct/tokenizer_config.json. Copying to local_dir/Llama-3.1-70B-Instruct-q0f16-MLC/tokenizer_config.json
[2024-07-23 17:43:51] INFO gen_config.py:217: Detected tokenizer info: {'token_postproc_method': 'byte_level', 'prepend_space_in_encode': False, 'strip_space_in_decode': False}
[2024-07-23 17:43:51] INFO gen_config.py:32: [System default] Setting pad_token_id: 0
[2024-07-23 17:43:51] INFO gen_config.py:32: [System default] Setting presence_penalty: 0.0
[2024-07-23 17:43:51] INFO gen_config.py:32: [System default] Setting frequency_penalty: 0.0
[2024-07-23 17:43:51] INFO gen_config.py:32: [System default] Setting repetition_penalty: 1.0
[2024-07-23 17:43:51] INFO gen_config.py:245: Dumping configuration file to: local_dir/Llama-3.1-70B-Instruct-q0f16-MLC/mlc-chat-config.json
/Users/cfruan/miniconda3/envs/mlc-chat-venv/bin/python -m mlc_llm convert_weight /Users/Shared/models/Meta-Llama-3.1-70B-Instruct --quantization q0f16 --output local_dir/Llama-3.1-70B-Instruct-q0f16-MLC
[2024-07-23 17:43:52] INFO auto_config.py:116: Found model configuration: /Users/Shared/models/Meta-Llama-3.1-70B-Instruct/config.json
[2024-07-23 17:43:52] INFO auto_device.py:88: Not found device: cuda:0
[2024-07-23 17:43:53] INFO auto_device.py:88: Not found device: rocm:0
[2024-07-23 17:43:54] INFO auto_device.py:79: Found device: metal:0
[2024-07-23 17:43:55] INFO auto_device.py:88: Not found device: vulkan:0
[2024-07-23 17:43:55] INFO auto_device.py:88: Not found device: opencl:0
[2024-07-23 17:43:55] INFO auto_device.py:35: Using device: metal:0
[2024-07-23 17:43:55] INFO auto_weight.py:71: Finding weights in: /Users/Shared/models/Meta-Llama-3.1-70B-Instruct
[2024-07-23 17:43:55] INFO auto_weight.py:137: Not found Huggingface PyTorch
[2024-07-23 17:43:55] INFO auto_weight.py:144: Found source weight format: huggingface-safetensor. Source configuration: /Users/Shared/models/Meta-Llama-3.1-70B-Instruct/model.safetensors.index.json
[2024-07-23 17:43:55] INFO auto_weight.py:107: Using source weight configuration: /Users/Shared/models/Meta-Llama-3.1-70B-Instruct/model.safetensors.index.json. Use `--source` to override.
[2024-07-23 17:43:55] INFO auto_weight.py:111: Using source weight format: huggingface-safetensor. Use `--source-format` to override.
[2024-07-23 17:43:55] INFO auto_config.py:154: Found model type: llama. Use `--model-type` to override.
[2024-07-23 17:43:55] INFO llama_model.py:62: context_window_size not found in config.json. Falling back to max_position_embeddings (131072)
[2024-07-23 17:43:55] INFO llama_model.py:82: prefill_chunk_size defaults to 2048
Weight conversion with arguments:
  --config          /Users/Shared/models/Meta-Llama-3.1-70B-Instruct/config.json
  --quantization    NoQuantize(name='q0f16', kind='no-quant', model_dtype='float16')
  --model-type      llama
  --device          metal:0
  --source          /Users/Shared/models/Meta-Llama-3.1-70B-Instruct/model.safetensors.index.json
  --source-format   huggingface-safetensor
  --output          local_dir/Llama-3.1-70B-Instruct-q0f16-MLC
Start storing to cache local_dir/Llama-3.1-70B-Instruct-q0f16-MLC

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[2024-07-23 17:49:49] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.50.self_attn.qkv_proj.weight", shape: (10240, 8192), dtype: float16

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[2024-07-23 17:49:50] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.51.input_layernorm.weight", shape: (8192,), dtype: float16

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[2024-07-23 17:49:51] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.51.mlp.down_proj.weight", shape: (8192, 28672), dtype: float16

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[2024-07-23 17:49:55] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.51.post_attention_layernorm.weight", shape: (8192,), dtype: float16

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[2024-07-23 17:49:55] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.51.self_attn.qkv_proj.weight", shape: (10240, 8192), dtype: float16

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[2024-07-23 17:49:55] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.51.self_attn.o_proj.weight", shape: (8192, 8192), dtype: float16

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[2024-07-23 17:49:56] INFO huggingface_loader.py:197: Unloading HF weight file: /Users/Shared/models/Meta-Llama-3.1-70B-Instruct/model-00019-of-00030.safetensors

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[2024-07-23 17:49:56] INFO huggingface_loader.py:185: Loading HF parameters from: /Users/Shared/models/Meta-Llama-3.1-70B-Instruct/model-00020-of-00030.safetensors

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[2024-07-23 17:49:58] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.52.input_layernorm.weight", shape: (8192,), dtype: float16

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[2024-07-23 17:50:03] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.52.self_attn.qkv_proj.weight", shape: (10240, 8192), dtype: float16

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[2024-07-23 17:50:04] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.53.mlp.down_proj.weight", shape: (8192, 28672), dtype: float16

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[2024-07-23 17:50:09] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.53.self_attn.qkv_proj.weight", shape: (10240, 8192), dtype: float16

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[2024-07-23 17:50:09] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.53.self_attn.o_proj.weight", shape: (8192, 8192), dtype: float16

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[2024-07-23 17:50:14] INFO huggingface_loader.py:197: Unloading HF weight file: /Users/Shared/models/Meta-Llama-3.1-70B-Instruct/model-00020-of-00030.safetensors

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[2024-07-23 17:50:14] INFO huggingface_loader.py:185: Loading HF parameters from: /Users/Shared/models/Meta-Llama-3.1-70B-Instruct/model-00021-of-00030.safetensors

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[2024-07-23 17:50:18] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.55.input_layernorm.weight", shape: (8192,), dtype: float16

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[2024-07-23 17:50:18] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.55.mlp.down_proj.weight", shape: (8192, 28672), dtype: float16

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[2024-07-23 17:50:29] INFO huggingface_loader.py:185: Loading HF parameters from: /Users/Shared/models/Meta-Llama-3.1-70B-Instruct/model-00022-of-00030.safetensors

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[2024-07-23 17:50:37] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.57.input_layernorm.weight", shape: (8192,), dtype: float16

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[2024-07-23 17:50:37] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.57.mlp.down_proj.weight", shape: (8192, 28672), dtype: float16

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[2024-07-23 17:50:38] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.58.input_layernorm.weight", shape: (8192,), dtype: float16

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[2024-07-23 17:50:41] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.58.mlp.gate_up_proj.weight", shape: (57344, 8192), dtype: float16

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[2024-07-23 17:50:43] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.58.self_attn.qkv_proj.weight", shape: (10240, 8192), dtype: float16

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[2024-07-23 17:50:44] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.59.input_layernorm.weight", shape: (8192,), dtype: float16

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[2024-07-23 17:50:44] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.59.mlp.down_proj.weight", shape: (8192, 28672), dtype: float16

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[2024-07-23 17:50:47] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.59.mlp.gate_up_proj.weight", shape: (57344, 8192), dtype: float16

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[2024-07-23 17:50:49] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.59.post_attention_layernorm.weight", shape: (8192,), dtype: float16

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[2024-07-23 17:50:49] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.59.self_attn.qkv_proj.weight", shape: (10240, 8192), dtype: float16

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[2024-07-23 17:50:49] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.59.self_attn.o_proj.weight", shape: (8192, 8192), dtype: float16

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[2024-07-23 17:50:50] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.60.self_attn.qkv_proj.weight", shape: (10240, 8192), dtype: float16

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[2024-07-23 17:50:50] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.60.self_attn.o_proj.weight", shape: (8192, 8192), dtype: float16

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[2024-07-23 17:50:50] INFO huggingface_loader.py:197: Unloading HF weight file: /Users/Shared/models/Meta-Llama-3.1-70B-Instruct/model-00021-of-00030.safetensors

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[2024-07-23 17:50:51] INFO huggingface_loader.py:197: Unloading HF weight file: /Users/Shared/models/Meta-Llama-3.1-70B-Instruct/model-00022-of-00030.safetensors

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[2024-07-23 17:50:51] INFO huggingface_loader.py:185: Loading HF parameters from: /Users/Shared/models/Meta-Llama-3.1-70B-Instruct/model-00023-of-00030.safetensors

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[2024-07-23 17:50:53] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.60.input_layernorm.weight", shape: (8192,), dtype: float16

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[2024-07-23 17:50:54] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.60.mlp.down_proj.weight", shape: (8192, 28672), dtype: float16

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[2024-07-23 17:50:56] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.60.mlp.gate_up_proj.weight", shape: (57344, 8192), dtype: float16

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[2024-07-23 17:50:58] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.60.post_attention_layernorm.weight", shape: (8192,), dtype: float16

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[2024-07-23 17:50:58] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.61.input_layernorm.weight", shape: (8192,), dtype: float16

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[2024-07-23 17:50:58] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.61.mlp.down_proj.weight", shape: (8192, 28672), dtype: float16

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[2024-07-23 17:51:01] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.61.mlp.gate_up_proj.weight", shape: (57344, 8192), dtype: float16

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[2024-07-23 17:51:02] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.61.post_attention_layernorm.weight", shape: (8192,), dtype: float16

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[2024-07-23 17:51:03] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.61.self_attn.qkv_proj.weight", shape: (10240, 8192), dtype: float16

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[2024-07-23 17:51:03] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.61.self_attn.o_proj.weight", shape: (8192, 8192), dtype: float16

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[2024-07-23 17:51:04] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.62.input_layernorm.weight", shape: (8192,), dtype: float16

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[2024-07-23 17:51:04] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.62.mlp.down_proj.weight", shape: (8192, 28672), dtype: float16

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[2024-07-23 17:51:06] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.62.mlp.gate_up_proj.weight", shape: (57344, 8192), dtype: float16

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[2024-07-23 17:51:08] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.62.post_attention_layernorm.weight", shape: (8192,), dtype: float16

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[2024-07-23 17:51:08] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.62.self_attn.qkv_proj.weight", shape: (10240, 8192), dtype: float16

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[2024-07-23 17:51:09] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.62.self_attn.o_proj.weight", shape: (8192, 8192), dtype: float16

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[2024-07-23 17:51:09] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.63.self_attn.qkv_proj.weight", shape: (10240, 8192), dtype: float16

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[2024-07-23 17:51:10] INFO huggingface_loader.py:197: Unloading HF weight file: /Users/Shared/models/Meta-Llama-3.1-70B-Instruct/model-00023-of-00030.safetensors

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[2024-07-23 17:51:10] INFO huggingface_loader.py:185: Loading HF parameters from: /Users/Shared/models/Meta-Llama-3.1-70B-Instruct/model-00024-of-00030.safetensors

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[2024-07-23 17:51:13] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.63.mlp.down_proj.weight", shape: (8192, 28672), dtype: float16

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[2024-07-23 17:51:17] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.63.post_attention_layernorm.weight", shape: (8192,), dtype: float16

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[2024-07-23 17:51:18] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.63.self_attn.o_proj.weight", shape: (8192, 8192), dtype: float16

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[2024-07-23 17:51:18] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.64.input_layernorm.weight", shape: (8192,), dtype: float16

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[2024-07-23 17:51:23] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.64.post_attention_layernorm.weight", shape: (8192,), dtype: float16

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[2024-07-23 17:51:23] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.64.self_attn.qkv_proj.weight", shape: (10240, 8192), dtype: float16

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[2024-07-23 17:51:23] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.64.self_attn.o_proj.weight", shape: (8192, 8192), dtype: float16

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[2024-07-23 17:51:23] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.65.input_layernorm.weight", shape: (8192,), dtype: float16

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[2024-07-23 17:51:24] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.65.mlp.down_proj.weight", shape: (8192, 28672), dtype: float16

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[2024-07-23 17:51:26] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.65.mlp.gate_up_proj.weight", shape: (57344, 8192), dtype: float16

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[2024-07-23 17:51:28] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.65.post_attention_layernorm.weight", shape: (8192,), dtype: float16

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[2024-07-23 17:51:28] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.65.self_attn.qkv_proj.weight", shape: (10240, 8192), dtype: float16

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[2024-07-23 17:51:29] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.65.self_attn.o_proj.weight", shape: (8192, 8192), dtype: float16

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[2024-07-23 17:51:29] INFO huggingface_loader.py:197: Unloading HF weight file: /Users/Shared/models/Meta-Llama-3.1-70B-Instruct/model-00024-of-00030.safetensors

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[2024-07-23 17:51:29] INFO huggingface_loader.py:185: Loading HF parameters from: /Users/Shared/models/Meta-Llama-3.1-70B-Instruct/model-00025-of-00030.safetensors

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[2024-07-23 17:51:31] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.66.input_layernorm.weight", shape: (8192,), dtype: float16

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[2024-07-23 17:51:32] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.66.mlp.down_proj.weight", shape: (8192, 28672), dtype: float16

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[2024-07-23 17:51:34] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.66.mlp.gate_up_proj.weight", shape: (57344, 8192), dtype: float16

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[2024-07-23 17:51:36] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.66.post_attention_layernorm.weight", shape: (8192,), dtype: float16

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[2024-07-23 17:51:36] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.66.self_attn.qkv_proj.weight", shape: (10240, 8192), dtype: float16

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[2024-07-23 17:51:37] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.66.self_attn.o_proj.weight", shape: (8192, 8192), dtype: float16

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[2024-07-23 17:51:37] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.67.input_layernorm.weight", shape: (8192,), dtype: float16

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[2024-07-23 17:51:38] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.67.mlp.down_proj.weight", shape: (8192, 28672), dtype: float16

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[2024-07-23 17:51:40] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.67.mlp.gate_up_proj.weight", shape: (57344, 8192), dtype: float16

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[2024-07-23 17:51:42] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.67.post_attention_layernorm.weight", shape: (8192,), dtype: float16

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[2024-07-23 17:51:42] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.67.self_attn.qkv_proj.weight", shape: (10240, 8192), dtype: float16

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[2024-07-23 17:51:42] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.67.self_attn.o_proj.weight", shape: (8192, 8192), dtype: float16

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[2024-07-23 17:51:44] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.68.mlp.gate_up_proj.weight", shape: (57344, 8192), dtype: float16

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[2024-07-23 17:51:46] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.68.self_attn.qkv_proj.weight", shape: (10240, 8192), dtype: float16

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[2024-07-23 17:51:47] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.68.self_attn.o_proj.weight", shape: (8192, 8192), dtype: float16

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[2024-07-23 17:51:47] INFO huggingface_loader.py:197: Unloading HF weight file: /Users/Shared/models/Meta-Llama-3.1-70B-Instruct/model-00025-of-00030.safetensors

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[2024-07-23 17:51:47] INFO huggingface_loader.py:185: Loading HF parameters from: /Users/Shared/models/Meta-Llama-3.1-70B-Instruct/model-00026-of-00030.safetensors

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[2024-07-23 17:51:49] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.68.input_layernorm.weight", shape: (8192,), dtype: float16

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[2024-07-23 17:51:50] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.68.mlp.down_proj.weight", shape: (8192, 28672), dtype: float16

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[2024-07-23 17:51:51] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.68.post_attention_layernorm.weight", shape: (8192,), dtype: float16

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[2024-07-23 17:51:51] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.69.input_layernorm.weight", shape: (8192,), dtype: float16

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[2024-07-23 17:51:51] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.69.mlp.down_proj.weight", shape: (8192, 28672), dtype: float16

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[2024-07-23 17:51:54] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.69.mlp.gate_up_proj.weight", shape: (57344, 8192), dtype: float16

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[2024-07-23 17:51:56] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.69.post_attention_layernorm.weight", shape: (8192,), dtype: float16

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[2024-07-23 17:51:56] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.69.self_attn.qkv_proj.weight", shape: (10240, 8192), dtype: float16

 83%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž | 403/483 [07:55<01:27,  1.09s/it]
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[2024-07-23 17:51:56] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.69.self_attn.o_proj.weight", shape: (8192, 8192), dtype: float16

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[2024-07-23 17:51:57] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.70.input_layernorm.weight", shape: (8192,), dtype: float16

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[2024-07-23 17:51:57] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.70.mlp.down_proj.weight", shape: (8192, 28672), dtype: float16

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[2024-07-23 17:51:59] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.70.mlp.gate_up_proj.weight", shape: (57344, 8192), dtype: float16

 84%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 407/483 [07:59<00:58,  1.30it/s]
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[2024-07-23 17:52:01] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.70.post_attention_layernorm.weight", shape: (8192,), dtype: float16

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[2024-07-23 17:52:02] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.70.self_attn.qkv_proj.weight", shape: (10240, 8192), dtype: float16

 85%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 409/483 [08:01<01:16,  1.03s/it]
 85%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 410/483 [08:01<01:05,  1.11it/s]
                                                 
[2024-07-23 17:52:02] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.70.self_attn.o_proj.weight", shape: (8192, 8192), dtype: float16

 85%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 410/483 [08:01<01:05,  1.11it/s]
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[2024-07-23 17:52:02] INFO huggingface_loader.py:185: Loading HF parameters from: /Users/Shared/models/Meta-Llama-3.1-70B-Instruct/model-00027-of-00030.safetensors

 85%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ | 411/483 [08:02<00:54,  1.31it/s]
                                                 
[2024-07-23 17:52:08] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.71.mlp.gate_up_proj.weight", shape: (57344, 8192), dtype: float16

 85%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ | 411/483 [08:07<00:54,  1.31it/s]
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[2024-07-23 17:52:10] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.71.self_attn.qkv_proj.weight", shape: (10240, 8192), dtype: float16

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[2024-07-23 17:52:10] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.71.self_attn.o_proj.weight", shape: (8192, 8192), dtype: float16

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[2024-07-23 17:52:10] INFO huggingface_loader.py:197: Unloading HF weight file: /Users/Shared/models/Meta-Llama-3.1-70B-Instruct/model-00026-of-00030.safetensors

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[2024-07-23 17:52:11] INFO huggingface_loader.py:197: Unloading HF weight file: /Users/Shared/models/Meta-Llama-3.1-70B-Instruct/model-00027-of-00030.safetensors

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[2024-07-23 17:52:11] INFO huggingface_loader.py:185: Loading HF parameters from: /Users/Shared/models/Meta-Llama-3.1-70B-Instruct/model-00004-of-00030.safetensors

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[2024-07-23 17:52:13] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.7.input_layernorm.weight", shape: (8192,), dtype: float16

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[2024-07-23 17:52:14] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.7.mlp.down_proj.weight", shape: (8192, 28672), dtype: float16

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[2024-07-23 17:52:16] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.7.mlp.gate_up_proj.weight", shape: (57344, 8192), dtype: float16

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[2024-07-23 17:52:18] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.7.post_attention_layernorm.weight", shape: (8192,), dtype: float16

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[2024-07-23 17:52:18] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.7.self_attn.o_proj.weight", shape: (8192, 8192), dtype: float16

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[2024-07-23 17:52:18] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.8.input_layernorm.weight", shape: (8192,), dtype: float16

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[2024-07-23 17:52:19] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.8.mlp.down_proj.weight", shape: (8192, 28672), dtype: float16

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[2024-07-23 17:52:21] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.8.mlp.gate_up_proj.weight", shape: (57344, 8192), dtype: float16

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[2024-07-23 17:52:23] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.8.post_attention_layernorm.weight", shape: (8192,), dtype: float16

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[2024-07-23 17:52:23] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.8.self_attn.qkv_proj.weight", shape: (10240, 8192), dtype: float16

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[2024-07-23 17:52:24] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.8.self_attn.o_proj.weight", shape: (8192, 8192), dtype: float16

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[2024-07-23 17:52:24] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.9.input_layernorm.weight", shape: (8192,), dtype: float16

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[2024-07-23 17:52:24] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.9.mlp.down_proj.weight", shape: (8192, 28672), dtype: float16

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[2024-07-23 17:52:27] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.9.mlp.gate_up_proj.weight", shape: (57344, 8192), dtype: float16

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[2024-07-23 17:52:28] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.9.post_attention_layernorm.weight", shape: (8192,), dtype: float16

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[2024-07-23 17:52:29] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.9.self_attn.qkv_proj.weight", shape: (10240, 8192), dtype: float16

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[2024-07-23 17:52:29] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.9.self_attn.o_proj.weight", shape: (8192, 8192), dtype: float16

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[2024-07-23 17:52:29] INFO huggingface_loader.py:197: Unloading HF weight file: /Users/Shared/models/Meta-Llama-3.1-70B-Instruct/model-00004-of-00030.safetensors

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[2024-07-23 17:52:30] INFO huggingface_loader.py:185: Loading HF parameters from: /Users/Shared/models/Meta-Llama-3.1-70B-Instruct/model-00027-of-00030.safetensors

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[2024-07-23 17:52:31] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.71.input_layernorm.weight", shape: (8192,), dtype: float16

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[2024-07-23 17:52:31] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.71.mlp.down_proj.weight", shape: (8192, 28672), dtype: float16

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[2024-07-23 17:52:32] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.71.post_attention_layernorm.weight", shape: (8192,), dtype: float16

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[2024-07-23 17:52:32] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.72.input_layernorm.weight", shape: (8192,), dtype: float16

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[2024-07-23 17:52:33] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.72.mlp.down_proj.weight", shape: (8192, 28672), dtype: float16

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[2024-07-23 17:52:35] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.72.mlp.gate_up_proj.weight", shape: (57344, 8192), dtype: float16

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[2024-07-23 17:52:37] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.72.post_attention_layernorm.weight", shape: (8192,), dtype: float16

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[2024-07-23 17:52:37] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.72.self_attn.qkv_proj.weight", shape: (10240, 8192), dtype: float16

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[2024-07-23 17:52:38] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.72.self_attn.o_proj.weight", shape: (8192, 8192), dtype: float16

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[2024-07-23 17:52:38] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.73.input_layernorm.weight", shape: (8192,), dtype: float16

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[2024-07-23 17:52:39] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.73.mlp.down_proj.weight", shape: (8192, 28672), dtype: float16

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[2024-07-23 17:52:41] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.73.mlp.gate_up_proj.weight", shape: (57344, 8192), dtype: float16

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[2024-07-23 17:52:43] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.73.post_attention_layernorm.weight", shape: (8192,), dtype: float16

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[2024-07-23 17:52:43] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.73.self_attn.qkv_proj.weight", shape: (10240, 8192), dtype: float16

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[2024-07-23 17:52:43] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.73.self_attn.o_proj.weight", shape: (8192, 8192), dtype: float16

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[2024-07-23 17:52:44] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.74.self_attn.qkv_proj.weight", shape: (10240, 8192), dtype: float16

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[2024-07-23 17:52:44] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.74.self_attn.o_proj.weight", shape: (8192, 8192), dtype: float16

 93%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž| 447/483 [08:44<00:24,  1.46it/s]
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[2024-07-23 17:52:45] INFO huggingface_loader.py:197: Unloading HF weight file: /Users/Shared/models/Meta-Llama-3.1-70B-Instruct/model-00027-of-00030.safetensors

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[2024-07-23 17:52:45] INFO huggingface_loader.py:185: Loading HF parameters from: /Users/Shared/models/Meta-Llama-3.1-70B-Instruct/model-00028-of-00030.safetensors

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[2024-07-23 17:52:47] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.74.input_layernorm.weight", shape: (8192,), dtype: float16

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[2024-07-23 17:52:48] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.74.mlp.down_proj.weight", shape: (8192, 28672), dtype: float16

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[2024-07-23 17:52:50] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.74.mlp.gate_up_proj.weight", shape: (57344, 8192), dtype: float16

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[2024-07-23 17:52:52] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.74.post_attention_layernorm.weight", shape: (8192,), dtype: float16

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[2024-07-23 17:52:52] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.75.input_layernorm.weight", shape: (8192,), dtype: float16

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[2024-07-23 17:52:55] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.75.mlp.gate_up_proj.weight", shape: (57344, 8192), dtype: float16

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[2024-07-23 17:52:57] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.75.post_attention_layernorm.weight", shape: (8192,), dtype: float16

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[2024-07-23 17:52:57] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.75.self_attn.qkv_proj.weight", shape: (10240, 8192), dtype: float16

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[2024-07-23 17:52:58] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.75.self_attn.o_proj.weight", shape: (8192, 8192), dtype: float16

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[2024-07-23 17:52:58] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.76.input_layernorm.weight", shape: (8192,), dtype: float16

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[2024-07-23 17:52:58] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.76.mlp.down_proj.weight", shape: (8192, 28672), dtype: float16

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[2024-07-23 17:53:01] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.76.mlp.gate_up_proj.weight", shape: (57344, 8192), dtype: float16

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[2024-07-23 17:53:03] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.76.post_attention_layernorm.weight", shape: (8192,), dtype: float16

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[2024-07-23 17:53:03] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.76.self_attn.qkv_proj.weight", shape: (10240, 8192), dtype: float16

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[2024-07-23 17:53:03] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.76.self_attn.o_proj.weight", shape: (8192, 8192), dtype: float16

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[2024-07-23 17:53:04] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.77.self_attn.qkv_proj.weight", shape: (10240, 8192), dtype: float16

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[2024-07-23 17:53:04] INFO huggingface_loader.py:197: Unloading HF weight file: /Users/Shared/models/Meta-Llama-3.1-70B-Instruct/model-00028-of-00030.safetensors

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[2024-07-23 17:53:04] INFO huggingface_loader.py:185: Loading HF parameters from: /Users/Shared/models/Meta-Llama-3.1-70B-Instruct/model-00029-of-00030.safetensors

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[2024-07-23 17:53:07] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.77.input_layernorm.weight", shape: (8192,), dtype: float16

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[2024-07-23 17:53:08] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.77.mlp.down_proj.weight", shape: (8192, 28672), dtype: float16

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[2024-07-23 17:53:10] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.77.mlp.gate_up_proj.weight", shape: (57344, 8192), dtype: float16

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[2024-07-23 17:53:12] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.77.post_attention_layernorm.weight", shape: (8192,), dtype: float16

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[2024-07-23 17:53:12] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.77.self_attn.o_proj.weight", shape: (8192, 8192), dtype: float16

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[2024-07-23 17:53:12] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.78.input_layernorm.weight", shape: (8192,), dtype: float16

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[2024-07-23 17:53:13] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.78.mlp.down_proj.weight", shape: (8192, 28672), dtype: float16

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[2024-07-23 17:53:15] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.78.mlp.gate_up_proj.weight", shape: (57344, 8192), dtype: float16

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[2024-07-23 17:53:17] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.78.post_attention_layernorm.weight", shape: (8192,), dtype: float16

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[2024-07-23 17:53:17] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.78.self_attn.qkv_proj.weight", shape: (10240, 8192), dtype: float16

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[2024-07-23 17:53:18] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.78.self_attn.o_proj.weight", shape: (8192, 8192), dtype: float16

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[2024-07-23 17:53:18] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.79.input_layernorm.weight", shape: (8192,), dtype: float16

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[2024-07-23 17:53:19] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.79.mlp.down_proj.weight", shape: (8192, 28672), dtype: float16

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[2024-07-23 17:53:21] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.79.mlp.gate_up_proj.weight", shape: (57344, 8192), dtype: float16

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[2024-07-23 17:53:23] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.79.post_attention_layernorm.weight", shape: (8192,), dtype: float16

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[2024-07-23 17:53:23] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.79.self_attn.qkv_proj.weight", shape: (10240, 8192), dtype: float16

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[2024-07-23 17:53:23] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.79.self_attn.o_proj.weight", shape: (8192, 8192), dtype: float16

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[2024-07-23 17:53:24] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.norm.weight", shape: (8192,), dtype: float16

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[2024-07-23 17:53:24] INFO huggingface_loader.py:197: Unloading HF weight file: /Users/Shared/models/Meta-Llama-3.1-70B-Instruct/model-00029-of-00030.safetensors
[2024-07-23 17:53:24] INFO stats.py:77: Time usage: HF loading: 82.243 sec; Pre-quantization mapping: 178.396 sec; Quantization: 0.000 sec
[2024-07-23 17:53:24] INFO stats.py:91: RAM usage: Peak RAM: 17.375 GB. Total bytes loaded from disk: 271.521 GB
[2024-07-23 17:53:24] INFO convert_weight.py:155: Parameter size after quantization: 131.417 GB
[2024-07-23 17:53:24] INFO convert_weight.py:160: Total parameters: 72,885,788,672
[2024-07-23 17:53:24] INFO convert_weight.py:161: Bits per parameter: 15.488
[2024-07-23 17:53:24] INFO convert_weight.py:166: Saved to directory: local_dir/Llama-3.1-70B-Instruct-q0f16-MLC

All finished, 323 total shards committed, record saved to local_dir/Llama-3.1-70B-Instruct-q0f16-MLC/ndarray-cache.json