python -m mlc_chat gen_config /models/RedPajama-INCITE-Chat-3B-v1 --quantization q4f16_1 --conv-template redpajama_chat --output /tmp/tmp4bej20z4
[2023-12-17 16:25:07] INFO auto_config.py:116: Found model configuration: /models/RedPajama-INCITE-Chat-3B-v1/config.json
[2023-12-17 16:25:07] INFO auto_config.py:155: Found model type: gpt_neox. Use `--model-type` to override.
[2023-12-17 16:25:07] INFO gpt_neox_model.py:45: context_window_size not found in config.json. Falling back to max_position_embeddings (2048)
[2023-12-17 16:25:07] INFO gen_config.py:114: [generation_config.json] Setting bos_token_id: 0
[2023-12-17 16:25:07] INFO gen_config.py:114: [generation_config.json] Setting eos_token_id: 0
[2023-12-17 16:25:07] INFO gen_config.py:128: Not found tokenizer config: /models/RedPajama-INCITE-Chat-3B-v1/tokenizer.model
[2023-12-17 16:25:07] INFO gen_config.py:126: Found tokenizer config: /models/RedPajama-INCITE-Chat-3B-v1/tokenizer.json. Copying to /tmp/tmp4bej20z4/tokenizer.json
[2023-12-17 16:25:07] INFO gen_config.py:128: Not found tokenizer config: /models/RedPajama-INCITE-Chat-3B-v1/vocab.json
[2023-12-17 16:25:07] INFO gen_config.py:128: Not found tokenizer config: /models/RedPajama-INCITE-Chat-3B-v1/merges.txt
[2023-12-17 16:25:07] INFO gen_config.py:128: Not found tokenizer config: /models/RedPajama-INCITE-Chat-3B-v1/added_tokens.json
[2023-12-17 16:25:07] INFO gen_config.py:126: Found tokenizer config: /models/RedPajama-INCITE-Chat-3B-v1/tokenizer_config.json. Copying to /tmp/tmp4bej20z4/tokenizer_config.json
[2023-12-17 16:25:07] INFO gen_config.py:68: [System default] Setting pad_token_id: 0
[2023-12-17 16:25:07] INFO gen_config.py:68: [System default] Setting temperature: 0.7
[2023-12-17 16:25:07] INFO gen_config.py:68: [System default] Setting repetition_penalty: 1.0
[2023-12-17 16:25:07] INFO gen_config.py:68: [System default] Setting top_p: 0.95
[2023-12-17 16:25:07] INFO gen_config.py:68: [System default] Setting mean_gen_len: 128
[2023-12-17 16:25:07] INFO gen_config.py:68: [System default] Setting max_gen_len: 512
[2023-12-17 16:25:07] INFO gen_config.py:68: [System default] Setting shift_fill_factor: 0.3
[2023-12-17 16:25:07] INFO gen_config.py:156: Dumping configuration file to: /tmp/tmp4bej20z4/mlc-chat-config.json
python -m mlc_chat convert_weight /models/RedPajama-INCITE-Chat-3B-v1 --quantization q4f16_1 --source-format auto --output /tmp/tmp4bej20z4
[2023-12-17 16:25:08] INFO auto_config.py:116: Found model configuration: /models/RedPajama-INCITE-Chat-3B-v1/config.json
[2023-12-17 16:25:08] INFO auto_device.py:75: Found device: cuda:0
[2023-12-17 16:25:08] INFO auto_device.py:75: Found device: cuda:1
[2023-12-17 16:25:08] INFO auto_device.py:84: Not found device: rocm:0
[2023-12-17 16:25:08] INFO auto_device.py:84: Not found device: metal:0
[2023-12-17 16:25:09] INFO auto_device.py:75: Found device: vulkan:0
[2023-12-17 16:25:09] INFO auto_device.py:75: Found device: vulkan:1
[2023-12-17 16:25:09] INFO auto_device.py:75: Found device: vulkan:2
[2023-12-17 16:25:09] INFO auto_device.py:84: Not found device: opencl:0
[2023-12-17 16:25:09] INFO auto_device.py:33: Using device: cuda:0
[2023-12-17 16:25:09] INFO auto_weight.py:70: Finding weights in: /models/RedPajama-INCITE-Chat-3B-v1
[2023-12-17 16:25:09] INFO auto_weight.py:129: Found source weight format: huggingface-torch. Source configuration: /models/RedPajama-INCITE-Chat-3B-v1/pytorch_model.bin
[2023-12-17 16:25:09] INFO auto_weight.py:149: Not found Huggingface Safetensor
[2023-12-17 16:25:09] INFO auto_weight.py:106: Using source weight configuration: /models/RedPajama-INCITE-Chat-3B-v1/pytorch_model.bin. Use `--source` to override.
[2023-12-17 16:25:09] INFO auto_weight.py:110: Using source weight format: huggingface-torch. Use `--source-format` to override.
[2023-12-17 16:25:09] INFO auto_config.py:155: Found model type: gpt_neox. Use `--model-type` to override.
[2023-12-17 16:25:09] INFO gpt_neox_model.py:45: context_window_size not found in config.json. Falling back to max_position_embeddings (2048)
[2023-12-17 16:25:12] INFO huggingface_loader.py:169: Loading HF parameters from: /models/RedPajama-INCITE-Chat-3B-v1/pytorch_model.bin
Weight conversion with arguments:
  --config          /models/RedPajama-INCITE-Chat-3B-v1/config.json
  --quantization    GroupQuantize(name='q4f16_1', kind='group-quant', group_size=32, quantize_dtype='int4', storage_dtype='uint32', model_dtype='float16', num_elem_per_storage=8, num_storage_per_group=4, max_int_value=7)
  --model-type      gpt_neox
  --device          cuda:0
  --source          /models/RedPajama-INCITE-Chat-3B-v1/pytorch_model.bin
  --source-format   huggingface-torch
  --output          /tmp/tmp4bej20z4

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[2023-12-17 16:25:15] INFO group_quantization.py:199: Compiling quantize function for key: (50432, 2560, 'float16', 'cuda')

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[2023-12-17 16:25:16] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.embed_in.q_weight", shape: (50432, 320), dtype: uint32

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[2023-12-17 16:25:16] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.embed_in.q_scale", shape: (50432, 80), dtype: float16

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[2023-12-17 16:25:16] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.0.input_layernorm.weight", shape: (2560,), dtype: float16

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[2023-12-17 16:25:16] INFO group_quantization.py:199: Compiling quantize function for key: (7680, 2560, 'float16', 'cuda')

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[2023-12-17 16:25:16] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.0.attention.query_key_value.q_weight", shape: (7680, 320), dtype: uint32

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[2023-12-17 16:25:16] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.0.attention.query_key_value.bias", shape: (7680,), dtype: float16

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[2023-12-17 16:25:17] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.0.attention.dense.q_weight", shape: (2560, 320), dtype: uint32

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[2023-12-17 16:25:17] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.0.mlp.dense_h_to_4h.q_weight", shape: (10240, 320), dtype: uint32

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[2023-12-17 16:25:18] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.21.mlp.dense_h_to_4h.bias", shape: (10240,), dtype: float32

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[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.22.mlp.dense_h_to_4h.q_weight", shape: (10240, 320), dtype: uint32

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[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.22.mlp.dense_h_to_4h.q_scale", shape: (10240, 80), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.22.mlp.dense_h_to_4h.bias", shape: (10240,), dtype: float32

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[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.22.mlp.dense_4h_to_h.q_weight", shape: (2560, 1280), dtype: uint32

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[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.23.attention.query_key_value.q_weight", shape: (7680, 320), dtype: uint32

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[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.23.attention.query_key_value.q_scale", shape: (7680, 80), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.24.mlp.dense_h_to_4h.q_scale", shape: (10240, 80), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.24.mlp.dense_4h_to_h.q_scale", shape: (2560, 320), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.24.mlp.dense_4h_to_h.bias", shape: (2560,), dtype: float32

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[2023-12-17 16:25:19] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.25.input_layernorm.weight", shape: (2560,), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.25.input_layernorm.bias", shape: (2560,), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.25.post_attention_layernorm.weight", shape: (2560,), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.25.post_attention_layernorm.bias", shape: (2560,), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.25.attention.query_key_value.q_weight", shape: (7680, 320), dtype: uint32

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[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.25.attention.query_key_value.q_scale", shape: (7680, 80), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.25.attention.query_key_value.bias", shape: (7680,), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.25.attention.dense.q_weight", shape: (2560, 320), dtype: uint32

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[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.25.attention.dense.q_scale", shape: (2560, 80), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.25.attention.dense.bias", shape: (2560,), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.25.mlp.dense_h_to_4h.q_weight", shape: (10240, 320), dtype: uint32

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[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.25.mlp.dense_h_to_4h.q_scale", shape: (10240, 80), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.25.mlp.dense_h_to_4h.bias", shape: (10240,), dtype: float32

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[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.25.mlp.dense_4h_to_h.q_weight", shape: (2560, 1280), dtype: uint32

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[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.25.mlp.dense_4h_to_h.q_scale", shape: (2560, 320), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.25.mlp.dense_4h_to_h.bias", shape: (2560,), dtype: float32

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[2023-12-17 16:25:19] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.26.input_layernorm.weight", shape: (2560,), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.26.input_layernorm.bias", shape: (2560,), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.26.post_attention_layernorm.weight", shape: (2560,), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.26.post_attention_layernorm.bias", shape: (2560,), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.26.attention.query_key_value.q_weight", shape: (7680, 320), dtype: uint32

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[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.26.attention.query_key_value.q_scale", shape: (7680, 80), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.26.attention.query_key_value.bias", shape: (7680,), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.26.attention.dense.q_weight", shape: (2560, 320), dtype: uint32

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[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.26.attention.dense.q_scale", shape: (2560, 80), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.26.attention.dense.bias", shape: (2560,), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.26.mlp.dense_h_to_4h.q_weight", shape: (10240, 320), dtype: uint32

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[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.26.mlp.dense_h_to_4h.q_scale", shape: (10240, 80), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.26.mlp.dense_h_to_4h.bias", shape: (10240,), dtype: float32

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[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.26.mlp.dense_4h_to_h.q_weight", shape: (2560, 1280), dtype: uint32

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[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.26.mlp.dense_4h_to_h.q_scale", shape: (2560, 320), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.26.mlp.dense_4h_to_h.bias", shape: (2560,), dtype: float32

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[2023-12-17 16:25:19] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.27.input_layernorm.weight", shape: (2560,), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.27.input_layernorm.bias", shape: (2560,), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.27.post_attention_layernorm.weight", shape: (2560,), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.27.post_attention_layernorm.bias", shape: (2560,), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.27.attention.query_key_value.q_weight", shape: (7680, 320), dtype: uint32

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[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.27.attention.query_key_value.q_scale", shape: (7680, 80), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.27.attention.query_key_value.bias", shape: (7680,), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.27.attention.dense.q_weight", shape: (2560, 320), dtype: uint32

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[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.27.attention.dense.q_scale", shape: (2560, 80), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.27.attention.dense.bias", shape: (2560,), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.27.mlp.dense_h_to_4h.q_weight", shape: (10240, 320), dtype: uint32

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[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.27.mlp.dense_h_to_4h.q_scale", shape: (10240, 80), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.27.mlp.dense_h_to_4h.bias", shape: (10240,), dtype: float32

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[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.27.mlp.dense_4h_to_h.q_weight", shape: (2560, 1280), dtype: uint32

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[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.27.mlp.dense_4h_to_h.q_scale", shape: (2560, 320), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.27.mlp.dense_4h_to_h.bias", shape: (2560,), dtype: float32

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[2023-12-17 16:25:19] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.28.input_layernorm.weight", shape: (2560,), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.28.input_layernorm.bias", shape: (2560,), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.28.post_attention_layernorm.weight", shape: (2560,), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.28.post_attention_layernorm.bias", shape: (2560,), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.28.attention.query_key_value.q_weight", shape: (7680, 320), dtype: uint32

 84%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▍                       | 324/388 [00:04<00:00, 214.47it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.28.attention.query_key_value.q_scale", shape: (7680, 80), dtype: float16

 84%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▍                       | 324/388 [00:04<00:00, 214.47it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:19] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.28.attention.query_key_value.bias", shape: (7680,), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.28.attention.dense.q_weight", shape: (2560, 320), dtype: uint32

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[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.28.attention.dense.q_scale", shape: (2560, 80), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.28.attention.dense.bias", shape: (2560,), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.28.mlp.dense_h_to_4h.q_weight", shape: (10240, 320), dtype: uint32

 84%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▍                       | 324/388 [00:04<00:00, 214.47it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.28.mlp.dense_h_to_4h.q_scale", shape: (10240, 80), dtype: float16

 84%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▍                       | 324/388 [00:04<00:00, 214.47it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:19] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.28.mlp.dense_h_to_4h.bias", shape: (10240,), dtype: float32

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[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.28.mlp.dense_4h_to_h.q_weight", shape: (2560, 1280), dtype: uint32

 84%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▍                       | 324/388 [00:04<00:00, 214.47it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.28.mlp.dense_4h_to_h.q_scale", shape: (2560, 320), dtype: float16

 84%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▍                       | 324/388 [00:04<00:00, 214.47it/s]
 90%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▎              | 348/388 [00:04<00:00, 216.83it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:19] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.28.mlp.dense_4h_to_h.bias", shape: (2560,), dtype: float32

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[2023-12-17 16:25:19] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.29.input_layernorm.weight", shape: (2560,), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.29.input_layernorm.bias", shape: (2560,), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.29.post_attention_layernorm.weight", shape: (2560,), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.29.post_attention_layernorm.bias", shape: (2560,), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.29.attention.query_key_value.q_weight", shape: (7680, 320), dtype: uint32

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[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.29.attention.query_key_value.q_scale", shape: (7680, 80), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.29.attention.query_key_value.bias", shape: (7680,), dtype: float16

 90%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▎              | 348/388 [00:04<00:00, 216.83it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.29.attention.dense.q_weight", shape: (2560, 320), dtype: uint32

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[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.29.attention.dense.q_scale", shape: (2560, 80), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.29.attention.dense.bias", shape: (2560,), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.29.mlp.dense_h_to_4h.q_weight", shape: (10240, 320), dtype: uint32

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[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.29.mlp.dense_h_to_4h.q_scale", shape: (10240, 80), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.29.mlp.dense_h_to_4h.bias", shape: (10240,), dtype: float32

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[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.29.mlp.dense_4h_to_h.q_weight", shape: (2560, 1280), dtype: uint32

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[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.29.mlp.dense_4h_to_h.q_scale", shape: (2560, 320), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.29.mlp.dense_4h_to_h.bias", shape: (2560,), dtype: float32

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[2023-12-17 16:25:19] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.30.input_layernorm.weight", shape: (2560,), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.30.input_layernorm.bias", shape: (2560,), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.30.post_attention_layernorm.weight", shape: (2560,), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.30.post_attention_layernorm.bias", shape: (2560,), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.30.attention.query_key_value.q_weight", shape: (7680, 320), dtype: uint32

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[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.30.attention.query_key_value.q_scale", shape: (7680, 80), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.30.attention.query_key_value.bias", shape: (7680,), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.30.attention.dense.q_weight", shape: (2560, 320), dtype: uint32

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[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.30.attention.dense.q_scale", shape: (2560, 80), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.30.attention.dense.bias", shape: (2560,), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.30.mlp.dense_h_to_4h.q_weight", shape: (10240, 320), dtype: uint32

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[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.30.mlp.dense_h_to_4h.q_scale", shape: (10240, 80), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.30.mlp.dense_h_to_4h.bias", shape: (10240,), dtype: float32

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[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.30.mlp.dense_4h_to_h.q_weight", shape: (2560, 1280), dtype: uint32

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[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.30.mlp.dense_4h_to_h.q_scale", shape: (2560, 320), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.30.mlp.dense_4h_to_h.bias", shape: (2560,), dtype: float32

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[2023-12-17 16:25:19] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.31.input_layernorm.weight", shape: (2560,), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.31.input_layernorm.bias", shape: (2560,), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.31.post_attention_layernorm.weight", shape: (2560,), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.31.attention.query_key_value.q_weight", shape: (7680, 320), dtype: uint32

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[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.31.attention.query_key_value.q_scale", shape: (7680, 80), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.31.attention.dense.q_weight", shape: (2560, 320), dtype: uint32

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[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.31.attention.dense.q_scale", shape: (2560, 80), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.31.attention.dense.bias", shape: (2560,), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.31.mlp.dense_h_to_4h.q_weight", shape: (10240, 320), dtype: uint32

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[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.31.mlp.dense_h_to_4h.q_scale", shape: (10240, 80), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.31.mlp.dense_4h_to_h.q_weight", shape: (2560, 1280), dtype: uint32

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[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.31.mlp.dense_4h_to_h.q_scale", shape: (2560, 320), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.31.mlp.dense_4h_to_h.bias", shape: (2560,), dtype: float32

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[2023-12-17 16:25:19] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.final_layer_norm.weight", shape: (2560,), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.final_layer_norm.bias", shape: (2560,), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "embed_out.q_weight", shape: (50432, 320), dtype: uint32

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[2023-12-17 16:25:19] INFO huggingface_loader.py:121: [Quantized] Parameter: "embed_out.q_scale", shape: (50432, 80), dtype: float16

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[2023-12-17 16:25:19] INFO huggingface_loader.py:179: Unloading HF weight file: /models/RedPajama-INCITE-Chat-3B-v1/pytorch_model.bin
[2023-12-17 16:25:19] INFO stats.py:71: Time usage: HF loading: 2.660 sec; Pre-quantization mapping: 0.891 sec; Quantization: 2.515 sec
[2023-12-17 16:25:19] INFO stats.py:85: RAM usage: Peak RAM: 5.295 GB. Total bytes loaded from disk: 5.295 GB
[2023-12-17 16:25:19] INFO convert_weight.py:109: Parameter size after quantization: 1.456 GB
[2023-12-17 16:25:19] INFO convert_weight.py:114: Total parameters: 2,775,864,320
[2023-12-17 16:25:19] INFO convert_weight.py:115: Bits per parameter: 4.507
Start storing to cache /tmp/tmp4bej20z4


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