diff --git "a/logs.txt" "b/logs.txt"
new file mode 100644--- /dev/null
+++ "b/logs.txt"
@@ -0,0 +1,581 @@
+python -m mlc_chat gen_config /models/RedPajama-INCITE-Chat-3B-v1 --quantization q4f32_1 --conv-template redpajama_chat --output /tmp/tmpbm6paea_
+[2023-12-17 16:25:40] INFO auto_config.py:116: Found model configuration: /models/RedPajama-INCITE-Chat-3B-v1/config.json
+[2023-12-17 16:25:40] INFO auto_config.py:155: Found model type: gpt_neox. Use `--model-type` to override.
+[2023-12-17 16:25:40] INFO gpt_neox_model.py:45: context_window_size not found in config.json. Falling back to max_position_embeddings (2048)
+[2023-12-17 16:25:40] INFO gen_config.py:114: [generation_config.json] Setting bos_token_id: 0
+[2023-12-17 16:25:40] INFO gen_config.py:114: [generation_config.json] Setting eos_token_id: 0
+[2023-12-17 16:25:40] INFO gen_config.py:128: Not found tokenizer config: /models/RedPajama-INCITE-Chat-3B-v1/tokenizer.model
+[2023-12-17 16:25:40] INFO gen_config.py:126: Found tokenizer config: /models/RedPajama-INCITE-Chat-3B-v1/tokenizer.json. Copying to /tmp/tmpbm6paea_/tokenizer.json
+[2023-12-17 16:25:40] INFO gen_config.py:128: Not found tokenizer config: /models/RedPajama-INCITE-Chat-3B-v1/vocab.json
+[2023-12-17 16:25:40] INFO gen_config.py:128: Not found tokenizer config: /models/RedPajama-INCITE-Chat-3B-v1/merges.txt
+[2023-12-17 16:25:40] INFO gen_config.py:128: Not found tokenizer config: /models/RedPajama-INCITE-Chat-3B-v1/added_tokens.json
+[2023-12-17 16:25:40] INFO gen_config.py:126: Found tokenizer config: /models/RedPajama-INCITE-Chat-3B-v1/tokenizer_config.json. Copying to /tmp/tmpbm6paea_/tokenizer_config.json
+[2023-12-17 16:25:40] INFO gen_config.py:68: [System default] Setting pad_token_id: 0
+[2023-12-17 16:25:40] INFO gen_config.py:68: [System default] Setting temperature: 0.7
+[2023-12-17 16:25:40] INFO gen_config.py:68: [System default] Setting repetition_penalty: 1.0
+[2023-12-17 16:25:40] INFO gen_config.py:68: [System default] Setting top_p: 0.95
+[2023-12-17 16:25:40] INFO gen_config.py:68: [System default] Setting mean_gen_len: 128
+[2023-12-17 16:25:40] INFO gen_config.py:68: [System default] Setting max_gen_len: 512
+[2023-12-17 16:25:40] INFO gen_config.py:68: [System default] Setting shift_fill_factor: 0.3
+[2023-12-17 16:25:40] INFO gen_config.py:156: Dumping configuration file to: /tmp/tmpbm6paea_/mlc-chat-config.json
+python -m mlc_chat convert_weight /models/RedPajama-INCITE-Chat-3B-v1 --quantization q4f32_1 --source-format auto --output /tmp/tmpbm6paea_
+[2023-12-17 16:25:41] INFO auto_config.py:116: Found model configuration: /models/RedPajama-INCITE-Chat-3B-v1/config.json
+[2023-12-17 16:25:41] INFO auto_device.py:75: Found device: cuda:0
+[2023-12-17 16:25:41] INFO auto_device.py:75: Found device: cuda:1
+[2023-12-17 16:25:41] INFO auto_device.py:84: Not found device: rocm:0
+[2023-12-17 16:25:42] INFO auto_device.py:84: Not found device: metal:0
+[2023-12-17 16:25:42] INFO auto_device.py:75: Found device: vulkan:0
+[2023-12-17 16:25:42] INFO auto_device.py:75: Found device: vulkan:1
+[2023-12-17 16:25:42] INFO auto_device.py:75: Found device: vulkan:2
+[2023-12-17 16:25:42] INFO auto_device.py:84: Not found device: opencl:0
+[2023-12-17 16:25:42] INFO auto_device.py:33: Using device: cuda:0
+[2023-12-17 16:25:42] INFO auto_weight.py:70: Finding weights in: /models/RedPajama-INCITE-Chat-3B-v1
+[2023-12-17 16:25:42] 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 16:25:42] INFO auto_weight.py:149: Not found Huggingface Safetensor
+[2023-12-17 16:25:42] 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 16:25:42] INFO auto_weight.py:110: Using source weight format: huggingface-torch. Use `--source-format` to override.
+[2023-12-17 16:25:42] INFO auto_config.py:155: Found model type: gpt_neox. Use `--model-type` to override.
+[2023-12-17 16:25:42] INFO gpt_neox_model.py:45: context_window_size not found in config.json. Falling back to max_position_embeddings (2048)
+[2023-12-17 16:25:46] 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='q4f32_1', kind='group-quant', group_size=32, quantize_dtype='int4', storage_dtype='uint32', model_dtype='float32', 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/tmpbm6paea_
+
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[2023-12-17 16:25:48] INFO group_quantization.py:199: Compiling quantize function for key: (50432, 2560, 'float32', 'cuda')
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[2023-12-17 16:25:49] 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 16:25:49] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.embed_in.q_scale", shape: (50432, 80), dtype: float32
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[2023-12-17 16:25:56] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.23.mlp.dense_4h_to_h.q_weight", shape: (2560, 1280), dtype: uint32
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[2023-12-17 16:25:56] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.23.mlp.dense_4h_to_h.q_scale", shape: (2560, 320), dtype: float32
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[2023-12-17 16:25:56] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.23.mlp.dense_4h_to_h.bias", shape: (2560,), dtype: float32
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[2023-12-17 16:25:56] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.24.input_layernorm.weight", shape: (2560,), dtype: float32
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[2023-12-17 16:25:56] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.24.input_layernorm.bias", shape: (2560,), dtype: float32
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[2023-12-17 16:25:56] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.24.post_attention_layernorm.weight", shape: (2560,), dtype: float32
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[2023-12-17 16:25:56] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.24.post_attention_layernorm.bias", shape: (2560,), dtype: float32
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[2023-12-17 16:25:56] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.24.attention.query_key_value.q_weight", shape: (7680, 320), dtype: uint32
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[2023-12-17 16:25:56] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.24.attention.query_key_value.q_scale", shape: (7680, 80), dtype: float32
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[2023-12-17 16:25:56] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.24.attention.query_key_value.bias", shape: (7680,), dtype: float32
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[2023-12-17 16:25:56] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.24.attention.dense.q_weight", shape: (2560, 320), dtype: uint32
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[2023-12-17 16:25:56] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.24.attention.dense.q_scale", shape: (2560, 80), dtype: float32
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[2023-12-17 16:25:56] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.24.attention.dense.bias", shape: (2560,), dtype: float32
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[2023-12-17 16:25:56] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.24.mlp.dense_h_to_4h.q_weight", shape: (10240, 320), dtype: uint32
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[2023-12-17 16:25:56] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.24.mlp.dense_h_to_4h.q_scale", shape: (10240, 80), dtype: float32
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[2023-12-17 16:25:56] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.24.mlp.dense_h_to_4h.bias", shape: (10240,), dtype: float32
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[2023-12-17 16:25:56] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.24.mlp.dense_4h_to_h.q_weight", shape: (2560, 1280), dtype: uint32
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[2023-12-17 16:25:56] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.24.mlp.dense_4h_to_h.q_scale", shape: (2560, 320), dtype: float32
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[2023-12-17 16:25:56] 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 16:25:56] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.25.input_layernorm.weight", shape: (2560,), dtype: float32
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[2023-12-17 16:25:56] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.25.input_layernorm.bias", shape: (2560,), dtype: float32
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[2023-12-17 16:25:56] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.25.post_attention_layernorm.weight", shape: (2560,), dtype: float32
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[2023-12-17 16:25:56] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.25.post_attention_layernorm.bias", shape: (2560,), dtype: float32
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[2023-12-17 16:25:56] 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 16:25:56] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.25.attention.query_key_value.q_scale", shape: (7680, 80), dtype: float32
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[2023-12-17 16:25:56] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.25.attention.query_key_value.bias", shape: (7680,), dtype: float32
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[2023-12-17 16:25:56] 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 16:25:56] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.25.attention.dense.q_scale", shape: (2560, 80), dtype: float32
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[2023-12-17 16:25:56] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.25.attention.dense.bias", shape: (2560,), dtype: float32
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[2023-12-17 16:25:56] 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 16:25:56] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.25.mlp.dense_h_to_4h.q_scale", shape: (10240, 80), dtype: float32
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[2023-12-17 16:25:56] 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 16:25:56] 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 16:25:56] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.25.mlp.dense_4h_to_h.q_scale", shape: (2560, 320), dtype: float32
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[2023-12-17 16:25:56] 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 16:25:56] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.26.input_layernorm.weight", shape: (2560,), dtype: float32
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[2023-12-17 16:25:56] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.26.input_layernorm.bias", shape: (2560,), dtype: float32
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[2023-12-17 16:25:56] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.26.post_attention_layernorm.weight", shape: (2560,), dtype: float32
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[2023-12-17 16:25:56] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.26.post_attention_layernorm.bias", shape: (2560,), dtype: float32
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[2023-12-17 16:25:56] 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 16:25:56] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.26.attention.query_key_value.q_scale", shape: (7680, 80), dtype: float32
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[2023-12-17 16:25:56] 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 16:25:56] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.26.attention.dense.q_scale", shape: (2560, 80), dtype: float32
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[2023-12-17 16:25:56] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.26.attention.dense.bias", shape: (2560,), dtype: float32
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[2023-12-17 16:25:56] 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 16:25:56] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.26.mlp.dense_h_to_4h.q_scale", shape: (10240, 80), dtype: float32
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[2023-12-17 16:25:56] 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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 82%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████                          | 318/388 [00:08<00:01, 57.52it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:57] 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 16:25:57] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.26.mlp.dense_4h_to_h.q_scale", shape: (2560, 320), dtype: float32
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 84%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▏                       | 324/388 [00:08<00:01, 51.36it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:57] 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 16:25:57] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.27.input_layernorm.weight", shape: (2560,), dtype: float32
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[2023-12-17 16:25:57] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.27.input_layernorm.bias", shape: (2560,), dtype: float32
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 84%|████████████��███████████████████████████████████████████████████████████████████████████████████████████████████████████▏                       | 324/388 [00:08<00:01, 51.36it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:57] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.27.post_attention_layernorm.weight", shape: (2560,), dtype: float32
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 84%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▏                       | 324/388 [00:08<00:01, 51.36it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:57] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.27.post_attention_layernorm.bias", shape: (2560,), dtype: float32
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 84%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▏                       | 324/388 [00:08<00:01, 51.36it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:57] 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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 84%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▏                       | 324/388 [00:08<00:01, 51.36it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:57] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.27.attention.query_key_value.q_scale", shape: (7680, 80), dtype: float32
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 84%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▏                       | 324/388 [00:08<00:01, 51.36it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:57] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.27.attention.query_key_value.bias", shape: (7680,), dtype: float32
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 84%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▏                       | 324/388 [00:08<00:01, 51.36it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:57] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.27.attention.dense.q_weight", shape: (2560, 320), dtype: uint32
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 84%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▏                       | 324/388 [00:08<00:01, 51.36it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:57] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.27.attention.dense.q_scale", shape: (2560, 80), dtype: float32
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 84%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▏                       | 324/388 [00:08<00:01, 51.36it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:57] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.27.attention.dense.bias", shape: (2560,), dtype: float32
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 84%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▏                       | 324/388 [00:08<00:01, 51.36it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:57] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.27.mlp.dense_h_to_4h.q_weight", shape: (10240, 320), dtype: uint32
+
 84%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▏                       | 324/388 [00:08<00:01, 51.36it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:57] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.27.mlp.dense_h_to_4h.q_scale", shape: (10240, 80), dtype: float32
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 84%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▏                       | 324/388 [00:08<00:01, 51.36it/s]
 86%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▉                    | 334/388 [00:08<00:00, 56.19it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:57] 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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 86%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▉                    | 334/388 [00:08<00:00, 56.19it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:57] 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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 86%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▉                    | 334/388 [00:08<00:00, 56.19it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:57] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.27.mlp.dense_4h_to_h.q_scale", shape: (2560, 320), dtype: float32
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 86%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▉                    | 334/388 [00:08<00:00, 56.19it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:57] 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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 86%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▉                    | 334/388 [00:08<00:00, 56.19it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:57] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.28.input_layernorm.weight", shape: (2560,), dtype: float32
+
 86%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▉                    | 334/388 [00:08<00:00, 56.19it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:57] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.28.input_layernorm.bias", shape: (2560,), dtype: float32
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 86%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▉                    | 334/388 [00:08<00:00, 56.19it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:57] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.28.post_attention_layernorm.weight", shape: (2560,), dtype: float32
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 86%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▉                    | 334/388 [00:08<00:00, 56.19it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:57] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.28.post_attention_layernorm.bias", shape: (2560,), dtype: float32
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 86%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▉                    | 334/388 [00:08<00:00, 56.19it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:57] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.28.attention.query_key_value.q_weight", shape: (7680, 320), dtype: uint32
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 86%|███████████████████████��███████████████████████████████████████████████████████████████████████████████████████████████████▉                    | 334/388 [00:08<00:00, 56.19it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:57] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.28.attention.query_key_value.q_scale", shape: (7680, 80), dtype: float32
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 88%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▉                 | 342/388 [00:08<00:00, 57.33it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:57] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.28.attention.query_key_value.bias", shape: (7680,), dtype: float32
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[2023-12-17 16:25:57] 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 16:25:57] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.28.attention.dense.q_scale", shape: (2560, 80), dtype: float32
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 88%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▉                 | 342/388 [00:08<00:00, 57.33it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:57] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.28.attention.dense.bias", shape: (2560,), dtype: float32
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 88%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▉                 | 342/388 [00:08<00:00, 57.33it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:57] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.28.mlp.dense_h_to_4h.q_weight", shape: (10240, 320), dtype: uint32
+
 88%|███���██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▉                 | 342/388 [00:08<00:00, 57.33it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:57] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.28.mlp.dense_h_to_4h.q_scale", shape: (10240, 80), dtype: float32
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 88%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▉                 | 342/388 [00:08<00:00, 57.33it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:57] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.28.mlp.dense_h_to_4h.bias", shape: (10240,), dtype: float32
+
 88%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▉                 | 342/388 [00:08<00:00, 57.33it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:57] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.28.mlp.dense_4h_to_h.q_weight", shape: (2560, 1280), dtype: uint32
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[2023-12-17 16:25:57] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.28.mlp.dense_4h_to_h.q_scale", shape: (2560, 320), dtype: float32
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 90%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▏              | 348/388 [00:08<00:00, 51.25it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:57] 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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 90%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▏              | 348/388 [00:08<00:00, 51.25it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:57] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.29.input_layernorm.weight", shape: (2560,), dtype: float32
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[2023-12-17 16:25:57] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.29.input_layernorm.bias", shape: (2560,), dtype: float32
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[2023-12-17 16:25:57] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.29.post_attention_layernorm.weight", shape: (2560,), dtype: float32
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[2023-12-17 16:25:57] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.29.post_attention_layernorm.bias", shape: (2560,), dtype: float32
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[2023-12-17 16:25:57] 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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 90%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▏              | 348/388 [00:08<00:00, 51.25it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:57] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.29.attention.query_key_value.q_scale", shape: (7680, 80), dtype: float32
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 90%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▏              | 348/388 [00:08<00:00, 51.25it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:57] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.29.attention.query_key_value.bias", shape: (7680,), dtype: float32
+
 90%|████████████████████████████████████████████████████████████████████████████████��████████████████████████████████████████████████▏              | 348/388 [00:08<00:00, 51.25it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:57] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.29.attention.dense.q_weight", shape: (2560, 320), dtype: uint32
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 90%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▏              | 348/388 [00:08<00:00, 51.25it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:57] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.29.attention.dense.q_scale", shape: (2560, 80), dtype: float32
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 90%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▏              | 348/388 [00:08<00:00, 51.25it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:57] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.29.attention.dense.bias", shape: (2560,), dtype: float32
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[2023-12-17 16:25:57] 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 16:25:57] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.29.mlp.dense_h_to_4h.q_scale", shape: (10240, 80), dtype: float32
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 90%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▏              | 348/388 [00:09<00:00, 51.25it/s]
 92%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▊           | 358/388 [00:09<00:00, 56.31it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:57] 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 16:25:57] 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 16:25:57] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.29.mlp.dense_4h_to_h.q_scale", shape: (2560, 320), dtype: float32
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 92%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▊           | 358/388 [00:09<00:00, 56.31it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:57] 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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 92%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▊           | 358/388 [00:09<00:00, 56.31it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:57] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.30.input_layernorm.weight", shape: (2560,), dtype: float32
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 92%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▊           | 358/388 [00:09<00:00, 56.31it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:57] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.30.input_layernorm.bias", shape: (2560,), dtype: float32
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 92%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▊           | 358/388 [00:09<00:00, 56.31it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:57] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.30.post_attention_layernorm.weight", shape: (2560,), dtype: float32
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 92%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▊           | 358/388 [00:09<00:00, 56.31it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:57] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.30.post_attention_layernorm.bias", shape: (2560,), dtype: float32
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 92%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▊           | 358/388 [00:09<00:00, 56.31it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:57] 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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 92%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▊           | 358/388 [00:09<00:00, 56.31it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:57] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.30.attention.query_key_value.q_scale", shape: (7680, 80), dtype: float32
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 92%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▊           | 358/388 [00:09<00:00, 56.31it/s]
 94%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▊        | 366/388 [00:09<00:00, 57.78it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:57] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.30.attention.query_key_value.bias", shape: (7680,), dtype: float32
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 94%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▊        | 366/388 [00:09<00:00, 57.78it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:57] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.30.attention.dense.q_weight", shape: (2560, 320), dtype: uint32
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 94%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▊        | 366/388 [00:09<00:00, 57.78it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:57] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.30.attention.dense.q_scale", shape: (2560, 80), dtype: float32
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 94%|█████████████████████████████████████████████████████████████████████████████████���█████████████████████████████████████████████████████▊        | 366/388 [00:09<00:00, 57.78it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:57] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.30.attention.dense.bias", shape: (2560,), dtype: float32
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 94%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▊        | 366/388 [00:09<00:00, 57.78it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:57] 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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 94%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▊        | 366/388 [00:09<00:00, 57.78it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:57] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.30.mlp.dense_h_to_4h.q_scale", shape: (10240, 80), dtype: float32
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 94%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▊        | 366/388 [00:09<00:00, 57.78it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:57] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.30.mlp.dense_h_to_4h.bias", shape: (10240,), dtype: float32
+
 94%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▊        | 366/388 [00:09<00:00, 57.78it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:57] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.30.mlp.dense_4h_to_h.q_weight", shape: (2560, 1280), dtype: uint32
+
 94%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▊        | 366/388 [00:09<00:00, 57.78it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:57] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.30.mlp.dense_4h_to_h.q_scale", shape: (2560, 320), dtype: float32
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 94%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▊        | 366/388 [00:09<00:00, 57.78it/s]
 96%|█████████████████��████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████      | 372/388 [00:09<00:00, 51.59it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:57] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.30.mlp.dense_4h_to_h.bias", shape: (2560,), dtype: float32
+
 96%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████      | 372/388 [00:09<00:00, 51.59it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:57] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.31.input_layernorm.weight", shape: (2560,), dtype: float32
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 96%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████      | 372/388 [00:09<00:00, 51.59it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:57] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.31.input_layernorm.bias", shape: (2560,), dtype: float32
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 96%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████      | 372/388 [00:09<00:00, 51.59it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:57] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.31.post_attention_layernorm.weight", shape: (2560,), dtype: float32
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 96%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████      | 372/388 [00:09<00:00, 51.59it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:57] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.31.post_attention_layernorm.bias", shape: (2560,), dtype: float32
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 96%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████      | 372/388 [00:09<00:00, 51.59it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:57] 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 16:25:57] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.31.attention.query_key_value.q_scale", shape: (7680, 80), dtype: float32
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 96%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████      | 372/388 [00:09<00:00, 51.59it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:57] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.31.attention.query_key_value.bias", shape: (7680,), dtype: float32
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 96%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████      | 372/388 [00:09<00:00, 51.59it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:57] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.31.attention.dense.q_weight", shape: (2560, 320), dtype: uint32
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 96%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████      | 372/388 [00:09<00:00, 51.59it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:57] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.31.attention.dense.q_scale", shape: (2560, 80), dtype: float32
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 96%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████      | 372/388 [00:09<00:00, 51.59it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:57] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.31.attention.dense.bias", shape: (2560,), dtype: float32
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 96%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████      | 372/388 [00:09<00:00, 51.59it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:58] 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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 96%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████      | 372/388 [00:09<00:00, 51.59it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:58] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.31.mlp.dense_h_to_4h.q_scale", shape: (10240, 80), dtype: float32
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 98%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▊  | 382/388 [00:09<00:00, 56.60it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:58] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.layers.31.mlp.dense_h_to_4h.bias", shape: (10240,), dtype: float32
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 98%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▊  | 382/388 [00:09<00:00, 56.60it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:58] 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 16:25:58] INFO huggingface_loader.py:121: [Quantized] Parameter: "gpt_neox.layers.31.mlp.dense_4h_to_h.q_scale", shape: (2560, 320), dtype: float32
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[2023-12-17 16:25:58] 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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 98%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▊  | 382/388 [00:09<00:00, 56.60it/s]
                                                                                                                                                                                       
[2023-12-17 16:25:58] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.final_layer_norm.weight", shape: (2560,), dtype: float32
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[2023-12-17 16:25:58] INFO huggingface_loader.py:129: [Not quantized] Parameter: "gpt_neox.final_layer_norm.bias", shape: (2560,), dtype: float32
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[2023-12-17 16:25:58] INFO huggingface_loader.py:121: [Quantized] Parameter: "embed_out.q_weight", shape: (50432, 320), dtype: uint32
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[2023-12-17 16:25:58] INFO huggingface_loader.py:121: [Quantized] Parameter: "embed_out.q_scale", shape: (50432, 80), dtype: float32
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100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 388/388 [00:09<00:00, 33.66it/s]
100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 388/388 [00:09<00:00, 39.30it/s]
+[2023-12-17 16:25:58] INFO huggingface_loader.py:179: Unloading HF weight file: /models/RedPajama-INCITE-Chat-3B-v1/pytorch_model.bin
+[2023-12-17 16:25:58] INFO stats.py:71: Time usage: HF loading: 2.661 sec; Pre-quantization mapping: 6.242 sec; Quantization: 2.199 sec
+[2023-12-17 16:25:58] INFO stats.py:85: RAM usage: Peak RAM: 5.295 GB. Total bytes loaded from disk: 5.295 GB
+[2023-12-17 16:25:58] INFO convert_weight.py:109: Parameter size after quantization: 1.619 GB
+[2023-12-17 16:25:58] INFO convert_weight.py:114: Total parameters: 2,775,864,320
+[2023-12-17 16:25:58] INFO convert_weight.py:115: Bits per parameter: 5.010
+Start storing to cache /tmp/tmpbm6paea_
+

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