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/opt/conda/envs/py310/bin/python -m mlc_llm gen_config /models/Qwen2-7B-Instruct --quantization q4f16_1 --conv-template chatml --output /models/mlc-delivery/hf/mlc-ai/Qwen2-7B-Instruct-q4f16_1-MLC
[2024-06-06 23:42:10] INFO auto_config.py:116: Found model configuration: /models/Qwen2-7B-Instruct/config.json
[2024-06-06 23:42:10] INFO auto_config.py:154: Found model type: qwen2. Use `--model-type` to override.
[2024-06-06 23:42:10] INFO qwen2_model.py:49: context_window_size not found in config.json. Falling back to max_position_embeddings (32768)
[2024-06-06 23:42:10] INFO qwen2_model.py:66: prefill_chunk_size defaults to 2048
[2024-06-06 23:42:10] INFO config.py:107: Overriding max_batch_size from 1 to 80
[2024-06-06 23:42:10] INFO gen_config.py:143: [generation_config.json] Setting bos_token_id: 151643
[2024-06-06 23:42:10] INFO gen_config.py:143: [generation_config.json] Setting pad_token_id: 151643
[2024-06-06 23:42:10] INFO gen_config.py:143: [generation_config.json] Setting eos_token_id: [151645, 151643]
[2024-06-06 23:42:10] INFO gen_config.py:143: [generation_config.json] Setting repetition_penalty: 1.05
[2024-06-06 23:42:10] INFO gen_config.py:143: [generation_config.json] Setting temperature: 0.7
[2024-06-06 23:42:10] INFO gen_config.py:143: [generation_config.json] Setting top_p: 0.8
[2024-06-06 23:42:10] INFO gen_config.py:157: Not found tokenizer config: /models/Qwen2-7B-Instruct/tokenizer.model
[2024-06-06 23:42:10] INFO gen_config.py:155: Found tokenizer config: /models/Qwen2-7B-Instruct/tokenizer.json. Copying to /models/mlc-delivery/hf/mlc-ai/Qwen2-7B-Instruct-q4f16_1-MLC/tokenizer.json
[2024-06-06 23:42:10] INFO gen_config.py:155: Found tokenizer config: /models/Qwen2-7B-Instruct/vocab.json. Copying to /models/mlc-delivery/hf/mlc-ai/Qwen2-7B-Instruct-q4f16_1-MLC/vocab.json
[2024-06-06 23:42:10] INFO gen_config.py:155: Found tokenizer config: /models/Qwen2-7B-Instruct/merges.txt. Copying to /models/mlc-delivery/hf/mlc-ai/Qwen2-7B-Instruct-q4f16_1-MLC/merges.txt
[2024-06-06 23:42:10] INFO gen_config.py:157: Not found tokenizer config: /models/Qwen2-7B-Instruct/added_tokens.json
[2024-06-06 23:42:10] INFO gen_config.py:155: Found tokenizer config: /models/Qwen2-7B-Instruct/tokenizer_config.json. Copying to /models/mlc-delivery/hf/mlc-ai/Qwen2-7B-Instruct-q4f16_1-MLC/tokenizer_config.json
[2024-06-06 23:42:10] INFO gen_config.py:216: Detected tokenizer info: {'token_postproc_method': 'byte_level', 'prepend_space_in_encode': False, 'strip_space_in_decode': False}
[2024-06-06 23:42:10] INFO gen_config.py:32: [System default] Setting presence_penalty: 0.0
[2024-06-06 23:42:10] INFO gen_config.py:32: [System default] Setting frequency_penalty: 0.0
[2024-06-06 23:42:10] INFO gen_config.py:223: Dumping configuration file to: /models/mlc-delivery/hf/mlc-ai/Qwen2-7B-Instruct-q4f16_1-MLC/mlc-chat-config.json
/opt/conda/envs/py310/bin/python -m mlc_llm convert_weight /models/Qwen2-7B-Instruct --quantization q4f16_1 --output /models/mlc-delivery/hf/mlc-ai/Qwen2-7B-Instruct-q4f16_1-MLC
[2024-06-06 23:42:12] INFO auto_config.py:116: Found model configuration: /models/Qwen2-7B-Instruct/config.json
[2024-06-06 23:42:14] INFO auto_device.py:79: Found device: cuda:0
[2024-06-06 23:42:15] INFO auto_device.py:88: Not found device: rocm:0
[2024-06-06 23:42:16] INFO auto_device.py:88: Not found device: metal:0
[2024-06-06 23:42:18] INFO auto_device.py:79: Found device: vulkan:0
[2024-06-06 23:42:18] INFO auto_device.py:79: Found device: vulkan:1
[2024-06-06 23:42:18] INFO auto_device.py:79: Found device: vulkan:2
[2024-06-06 23:42:18] INFO auto_device.py:79: Found device: vulkan:3
[2024-06-06 23:42:20] INFO auto_device.py:88: Not found device: opencl:0
[2024-06-06 23:42:20] INFO auto_device.py:35: Using device: cuda:0
[2024-06-06 23:42:20] INFO auto_weight.py:71: Finding weights in: /models/Qwen2-7B-Instruct
[2024-06-06 23:42:20] INFO auto_weight.py:137: Not found Huggingface PyTorch
[2024-06-06 23:42:20] INFO auto_weight.py:144: Found source weight format: huggingface-safetensor. Source configuration: /models/Qwen2-7B-Instruct/model.safetensors.index.json
[2024-06-06 23:42:20] INFO auto_weight.py:107: Using source weight configuration: /models/Qwen2-7B-Instruct/model.safetensors.index.json. Use `--source` to override.
[2024-06-06 23:42:20] INFO auto_weight.py:111: Using source weight format: huggingface-safetensor. Use `--source-format` to override.
[2024-06-06 23:42:20] INFO auto_config.py:154: Found model type: qwen2. Use `--model-type` to override.
[2024-06-06 23:42:20] INFO qwen2_model.py:49: context_window_size not found in config.json. Falling back to max_position_embeddings (32768)
[2024-06-06 23:42:20] INFO qwen2_model.py:66: prefill_chunk_size defaults to 2048
Weight conversion with arguments:
--config /models/Qwen2-7B-Instruct/config.json
--quantization GroupQuantize(name='q4f16_1', kind='group-quant', group_size=32, quantize_dtype='int4', storage_dtype='uint32', model_dtype='float16', linear_weight_layout='NK', quantize_embedding=True, quantize_final_fc=True, num_elem_per_storage=8, num_storage_per_group=4, max_int_value=7)
--model-type qwen2
--device cuda:0
--source /models/Qwen2-7B-Instruct/model.safetensors.index.json
--source-format huggingface-safetensor
--output /models/mlc-delivery/hf/mlc-ai/Qwen2-7B-Instruct-q4f16_1-MLC
Start storing to cache /models/mlc-delivery/hf/mlc-ai/Qwen2-7B-Instruct-q4f16_1-MLC
0%| | 0/199 [00:00<?, ?it/s] [2024-06-06 23:42:22] INFO huggingface_loader.py:185: Loading HF parameters from: /models/Qwen2-7B-Instruct/model-00004-of-00004.safetensors
0%| | 0/199 [00:00<?, ?it/s] [2024-06-06 23:42:30] INFO group_quantization.py:217: Compiling quantize function for key: ((152064, 3584), float16, cuda, axis=1, output_transpose=False)
0%| | 0/199 [00:07<?, ?it/s] [2024-06-06 23:42:31] INFO huggingface_loader.py:167: [Quantized] Parameter: "lm_head.q_weight", shape: (152064, 448), dtype: uint32
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1%| | 1/199 [00:10<32:17, 9.78s/it] [2024-06-06 23:42:32] INFO huggingface_loader.py:167: [Quantized] Parameter: "model.layers.22.mlp.down_proj.q_weight", shape: (3584, 2368), dtype: uint32
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1%| | 1/199 [00:10<32:17, 9.78s/it] 2%|▏ | 3/199 [00:10<09:21, 2.87s/it] [2024-06-06 23:42:32] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.22.post_attention_layernorm.weight", shape: (3584,), dtype: float16
2%|▏ | 3/199 [00:10<09:21, 2.87s/it] [2024-06-06 23:42:32] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.23.input_layernorm.weight", shape: (3584,), dtype: float16
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2%|▏ | 3/199 [00:11<09:21, 2.87s/it] 3%|▎ | 6/199 [00:11<03:48, 1.19s/it] [2024-06-06 23:42:34] INFO group_quantization.py:217: Compiling quantize function for key: ((37888, 3584), float16, cuda, axis=1, output_transpose=False)
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3%|▎ | 6/199 [00:12<03:48, 1.19s/it] [2024-06-06 23:42:34] INFO huggingface_loader.py:167: [Quantized] Parameter: "model.layers.23.mlp.gate_up_proj.q_scale", shape: (37888, 112), dtype: float16
3%|▎ | 6/199 [00:12<03:48, 1.19s/it] 4%|▎ | 7/199 [00:12<04:02, 1.26s/it] [2024-06-06 23:42:34] INFO huggingface_loader.py:175: [Not quantized] Parameter: "model.layers.23.post_attention_layernorm.weight", shape: (3584,), dtype: float16
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4%|▎ | 7/199 [00:12<04:02, 1.26s/it] [2024-06-06 23:42:34] INFO group_quantization.py:217: Compiling quantize function for key: ((4608, 3584), float16, cuda, axis=1, output_transpose=False)
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4%|▎ | 7/199 [00:13<04:02, 1.26s/it] 5%|▌ | 10/199 [00:13<02:18, 1.36it/s] [2024-06-06 23:42:35] INFO group_quantization.py:217: Compiling quantize function for key: ((3584, 3584), float16, cuda, axis=1, output_transpose=False)
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15%|█▍ | 29/199 [00:19<00:57, 2.96it/s] [2024-06-06 23:42:41] INFO huggingface_loader.py:167: [Quantized] Parameter: "model.layers.26.self_attn.o_proj.q_scale", shape: (3584, 112), dtype: float16
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[2024-06-06 23:43:44] INFO huggingface_loader.py:197: Unloading HF weight file: /models/Qwen2-7B-Instruct/model-00002-of-00004.safetensors
[2024-06-06 23:43:45] INFO huggingface_loader.py:197: Unloading HF weight file: /models/Qwen2-7B-Instruct/model-00003-of-00004.safetensors
[2024-06-06 23:43:45] INFO stats.py:77: Time usage: HF loading: 17.289 sec; Pre-quantization mapping: 48.744 sec; Quantization: 3.234 sec
[2024-06-06 23:43:45] INFO stats.py:91: RAM usage: Peak RAM: 14.397 GB. Total bytes loaded from disk: 28.370 GB
[2024-06-06 23:43:45] INFO convert_weight.py:155: Parameter size after quantization: 3.990 GB
[2024-06-06 23:43:45] INFO convert_weight.py:160: Total parameters: 7,615,616,512
[2024-06-06 23:43:45] INFO convert_weight.py:161: Bits per parameter: 4.501
[2024-06-06 23:43:45] INFO convert_weight.py:166: Saved to directory: /models/mlc-delivery/hf/mlc-ai/Qwen2-7B-Instruct-q4f16_1-MLC
All finished, 88 total shards committed, record saved to /models/mlc-delivery/hf/mlc-ai/Qwen2-7B-Instruct-q4f16_1-MLC/ndarray-cache.json