| /home/floriadmin/miniforge3/envs/mlc/bin/python -m mlc_llm gen_config ../dist/models/XAgentLlama-7B-preview --quantization q4f32_1 --conv-template llama-2 --output /tmp/tmpq9jzxnoc | |
| [2024-03-18 19:56:52] INFO auto_config.py:115: [92mFound[0m model configuration: ../dist/models/XAgentLlama-7B-preview/config.json | |
| [2024-03-18 19:56:52] INFO auto_config.py:153: [92mFound[0m model type: [1mllama[0m. Use `--model-type` to override. | |
| [2024-03-18 19:56:52] INFO llama_model.py:52: [1mcontext_window_size[0m not found in config.json. Falling back to [1mmax_position_embeddings[0m (16384) | |
| [2024-03-18 19:56:52] INFO llama_model.py:72: [1mprefill_chunk_size[0m defaults to [1mcontext_window_size[0m (16384) | |
| [2024-03-18 19:56:52] INFO config.py:106: Overriding [1mmax_batch_size[0m from 1 to 80 | |
| [2024-03-18 19:56:52] INFO gen_config.py:133: [generation_config.json] Setting [1mbos_token_id[0m: 1 | |
| [2024-03-18 19:56:52] INFO gen_config.py:133: [generation_config.json] Setting [1meos_token_id[0m: 2 | |
| [2024-03-18 19:56:52] INFO gen_config.py:145: [92mFound[0m tokenizer config: ../dist/models/XAgentLlama-7B-preview/tokenizer.model. Copying to [1m/tmp/tmpq9jzxnoc/tokenizer.model[0m | |
| [2024-03-18 19:56:52] INFO gen_config.py:145: [92mFound[0m tokenizer config: ../dist/models/XAgentLlama-7B-preview/tokenizer.json. Copying to [1m/tmp/tmpq9jzxnoc/tokenizer.json[0m | |
| [2024-03-18 19:56:52] INFO gen_config.py:147: [91mNot found[0m tokenizer config: ../dist/models/XAgentLlama-7B-preview/vocab.json | |
| [2024-03-18 19:56:52] INFO gen_config.py:147: [91mNot found[0m tokenizer config: ../dist/models/XAgentLlama-7B-preview/merges.txt | |
| [2024-03-18 19:56:52] INFO gen_config.py:147: [91mNot found[0m tokenizer config: ../dist/models/XAgentLlama-7B-preview/added_tokens.json | |
| [2024-03-18 19:56:52] INFO gen_config.py:145: [92mFound[0m tokenizer config: ../dist/models/XAgentLlama-7B-preview/tokenizer_config.json. Copying to [1m/tmp/tmpq9jzxnoc/tokenizer_config.json[0m | |
| [2024-03-18 19:56:52] INFO gen_config.py:75: [System default] Setting [1mpad_token_id[0m: 0 | |
| [2024-03-18 19:56:52] INFO gen_config.py:75: [System default] Setting [1mtemperature[0m: 0.7 | |
| [2024-03-18 19:56:52] INFO gen_config.py:75: [System default] Setting [1mpresence_penalty[0m: 0.0 | |
| [2024-03-18 19:56:52] INFO gen_config.py:75: [System default] Setting [1mfrequency_penalty[0m: 0.0 | |
| [2024-03-18 19:56:52] INFO gen_config.py:75: [System default] Setting [1mrepetition_penalty[0m: 1.0 | |
| [2024-03-18 19:56:52] INFO gen_config.py:75: [System default] Setting [1mtop_p[0m: 0.95 | |
| [2024-03-18 19:56:52] INFO gen_config.py:75: [System default] Setting [1mmean_gen_len[0m: 128 | |
| [2024-03-18 19:56:52] INFO gen_config.py:75: [System default] Setting [1mmax_gen_len[0m: 512 | |
| [2024-03-18 19:56:52] INFO gen_config.py:75: [System default] Setting [1mshift_fill_factor[0m: 0.3 | |
| [2024-03-18 19:56:52] INFO gen_config.py:198: Dumping configuration file to: [1m/tmp/tmpq9jzxnoc/mlc-chat-config.json[0m | |
| /home/floriadmin/miniforge3/envs/mlc/bin/python -m mlc_llm convert_weight ../dist/models/XAgentLlama-7B-preview --quantization q4f32_1 --source-format auto --output /tmp/tmpq9jzxnoc | |
| [2024-03-18 19:56:53] INFO auto_config.py:115: [92mFound[0m model configuration: ../dist/models/XAgentLlama-7B-preview/config.json | |
| [2024-03-18 19:56:54] INFO auto_device.py:76: [92mFound[0m device: cuda:0 | |
| [2024-03-18 19:56:54] INFO auto_device.py:76: [92mFound[0m device: cuda:1 | |
| [2024-03-18 19:56:54] INFO auto_device.py:76: [92mFound[0m device: cuda:2 | |
| [2024-03-18 19:56:54] INFO auto_device.py:76: [92mFound[0m device: cuda:3 | |
| [2024-03-18 19:56:54] INFO auto_device.py:76: [92mFound[0m device: cuda:4 | |
| [2024-03-18 19:56:54] INFO auto_device.py:76: [92mFound[0m device: cuda:5 | |
| [2024-03-18 19:56:54] INFO auto_device.py:76: [92mFound[0m device: cuda:6 | |
| [2024-03-18 19:56:54] INFO auto_device.py:76: [92mFound[0m device: cuda:7 | |
| [2024-03-18 19:56:54] INFO auto_device.py:76: [92mFound[0m device: cuda:8 | |
| [2024-03-18 19:56:54] INFO auto_device.py:76: [92mFound[0m device: cuda:9 | |
| [2024-03-18 19:56:55] INFO auto_device.py:85: [91mNot found[0m device: rocm:0 | |
| [2024-03-18 19:56:56] INFO auto_device.py:85: [91mNot found[0m device: metal:0 | |
| [2024-03-18 19:56:58] INFO auto_device.py:76: [92mFound[0m device: vulkan:0 | |
| [2024-03-18 19:56:58] INFO auto_device.py:76: [92mFound[0m device: vulkan:1 | |
| [2024-03-18 19:56:58] INFO auto_device.py:76: [92mFound[0m device: vulkan:2 | |
| [2024-03-18 19:56:58] INFO auto_device.py:76: [92mFound[0m device: vulkan:3 | |
| [2024-03-18 19:56:58] INFO auto_device.py:76: [92mFound[0m device: vulkan:4 | |
| [2024-03-18 19:56:58] INFO auto_device.py:76: [92mFound[0m device: vulkan:5 | |
| [2024-03-18 19:56:58] INFO auto_device.py:76: [92mFound[0m device: vulkan:6 | |
| [2024-03-18 19:56:58] INFO auto_device.py:76: [92mFound[0m device: vulkan:7 | |
| [2024-03-18 19:56:58] INFO auto_device.py:76: [92mFound[0m device: vulkan:8 | |
| [2024-03-18 19:56:58] INFO auto_device.py:76: [92mFound[0m device: vulkan:9 | |
| [2024-03-18 19:56:58] INFO auto_device.py:76: [92mFound[0m device: vulkan:10 | |
| [2024-03-18 19:56:59] INFO auto_device.py:85: [91mNot found[0m device: opencl:0 | |
| [2024-03-18 19:56:59] INFO auto_device.py:33: Using device: [1mcuda:0[0m | |
| [2024-03-18 19:56:59] INFO auto_weight.py:70: Finding weights in: ../dist/models/XAgentLlama-7B-preview | |
| [2024-03-18 19:56:59] INFO auto_weight.py:129: [92mFound[0m source weight format: huggingface-torch. Source configuration: ../dist/models/XAgentLlama-7B-preview/pytorch_model.bin | |
| [2024-03-18 19:56:59] INFO auto_weight.py:143: [92mFound[0m source weight format: huggingface-safetensor. Source configuration: ../dist/models/XAgentLlama-7B-preview/model.safetensors.index.json | |
| [2024-03-18 19:56:59] INFO auto_weight.py:106: Using source weight configuration: [1m../dist/models/XAgentLlama-7B-preview/pytorch_model.bin[0m. Use `--source` to override. | |
| [2024-03-18 19:56:59] INFO auto_weight.py:110: Using source weight format: [1mhuggingface-torch[0m. Use `--source-format` to override. | |
| [2024-03-18 19:56:59] INFO auto_config.py:153: [92mFound[0m model type: [1mllama[0m. Use `--model-type` to override. | |
| [2024-03-18 19:56:59] INFO llama_model.py:52: [1mcontext_window_size[0m not found in config.json. Falling back to [1mmax_position_embeddings[0m (16384) | |
| [2024-03-18 19:56:59] INFO llama_model.py:72: [1mprefill_chunk_size[0m defaults to [1mcontext_window_size[0m (16384) | |
| [2024-03-18 19:57:01] INFO huggingface_loader.py:182: Loading HF parameters from: ../dist/models/XAgentLlama-7B-preview/pytorch_model.bin | |
| [1mWeight conversion with arguments:[0m | |
| [1m--config[0m ../dist/models/XAgentLlama-7B-preview/config.json | |
| [1m--quantization[0m GroupQuantize(name='q4f32_1', kind='group-quant', group_size=40, quantize_dtype='int4', storage_dtype='uint32', model_dtype='float32', linear_weight_layout='NK', quantize_embedding=True, quantize_final_fc=True, num_elem_per_storage=8, num_storage_per_group=5, max_int_value=7) | |
| [1m--model-type[0m llama | |
| [1m--device[0m cuda:0 | |
| [1m--source[0m ../dist/models/XAgentLlama-7B-preview/pytorch_model.bin | |
| [1m--source-format[0m huggingface-torch | |
| [1m--output[0m /tmp/tmpq9jzxnoc | |
| Start storing to cache /tmp/tmpq9jzxnoc | |
| 0%| | 0/195 [00:00<?, ?it/s] [2024-03-18 19:57:34] INFO group_quantization.py:232: Compiling quantize function for key: ((32016, 4096), float32, cuda, axis=1, output_transpose=False) | |
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| 0%| | 0/195 [00:04<?, ?it/s]/home/floriadmin/miniforge3/envs/mlc/lib/python3.11/site-packages/numpy/core/getlimits.py:549: UserWarning: The value of the smallest subnormal for <class 'numpy.float32'> type is zero. | |
| setattr(self, word, getattr(machar, word).flat[0]) | |
| /home/floriadmin/miniforge3/envs/mlc/lib/python3.11/site-packages/numpy/core/getlimits.py:89: UserWarning: The value of the smallest subnormal for <class 'numpy.float32'> type is zero. | |
| return self._float_to_str(self.smallest_subnormal) | |
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| 3%|██▎ | 5/195 [00:08<04:20, 1.37s/it] [2024-03-18 19:57:40] INFO huggingface_loader.py:164: [Quantized] Parameter: "[1mmodel.layers.0.self_attn.o_proj.q_weight[0m", shape: (4096, 515), dtype: uint32 | |
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| 3%|██▊ | 6/195 [00:11<03:44, 1.19s/it] [2024-03-18 19:57:43] INFO huggingface_loader.py:164: [Quantized] Parameter: "[1mmodel.layers.0.mlp.gate_up_proj.q_scale[0m", shape: (22016, 103), dtype: float32 | |
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| 86%|█████████████████████████████████████████████████████████████████████████████▌ | 168/195 [01:44<00:13, 2.01it/s] 87%|██████████████████████████████████████████████████████████████████████████████▍ | 170/195 [01:44<00:14, 1.70it/s] [2024-03-18 19:59:17] INFO huggingface_loader.py:164: [Quantized] Parameter: "[1mmodel.layers.27.mlp.down_proj.q_weight[0m", shape: (4096, 1380), dtype: uint32 | |
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| 87%|██████████████████████████████████████████████████████████████████████████████▍ | 170/195 [01:45<00:14, 1.70it/s] 88%|██████████████████████████████████████████████████████████████████████████████▉ | 171/195 [01:45<00:14, 1.64it/s] [2024-03-18 19:59:17] INFO huggingface_loader.py:172: [Not quantized] Parameter: "[1mmodel.layers.28.input_layernorm.weight[0m", shape: (4096,), dtype: float32 | |
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| 89%|███████████████████████████████████████████████████████████████████████████████▊ | 173/195 [01:46<00:11, 1.85it/s] 89%|████████████████████████████████████████████████████████████████████████████████▎ | 174/195 [01:46<00:10, 2.09it/s] [2024-03-18 19:59:18] INFO huggingface_loader.py:172: [Not quantized] Parameter: "[1mmodel.layers.28.post_attention_layernorm.weight[0m", shape: (4096,), dtype: float32 | |
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| 89%|████████████████████████████████████████████████████████████████████████████████▎ | 174/195 [01:48<00:10, 2.09it/s] 90%|█████████████████████████████████████████████████████████████████████████████████▏ | 176/195 [01:48<00:11, 1.71it/s] [2024-03-18 19:59:20] INFO huggingface_loader.py:164: [Quantized] Parameter: "[1mmodel.layers.28.mlp.down_proj.q_weight[0m", shape: (4096, 1380), dtype: uint32 | |
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| 90%|█████████████████████████████████████████████████████████████████████████████████▏ | 176/195 [01:48<00:11, 1.71it/s] 91%|█████████████████████████████████████████████████████████████████████████████████▋ | 177/195 [01:48<00:11, 1.59it/s] [2024-03-18 19:59:20] INFO huggingface_loader.py:172: [Not quantized] Parameter: "[1mmodel.layers.29.input_layernorm.weight[0m", shape: (4096,), dtype: float32 | |
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| 92%|███████████████████████████████████████████████████████████████████████████████████ | 180/195 [01:51<00:07, 2.05it/s] [2024-03-18 19:59:23] INFO huggingface_loader.py:164: [Quantized] Parameter: "[1mmodel.layers.29.mlp.gate_up_proj.q_scale[0m", shape: (22016, 103), dtype: float32 | |
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| 93%|████████████████████████████████████████████████████████████████████████████████████ | 182/195 [01:52<00:07, 1.72it/s] 94%|████████████████████████████████████████████████████████████████████████████████████▍ | 183/195 [01:52<00:07, 1.65it/s] [2024-03-18 19:59:23] INFO huggingface_loader.py:172: [Not quantized] Parameter: "[1mmodel.layers.30.input_layernorm.weight[0m", shape: (4096,), dtype: float32 | |
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| 96%|██████████████████████████████████████████████████████████████████████████████████████▊ | 188/195 [01:55<00:04, 1.74it/s] 97%|███████████████████████████████████████████████████████████████████████████████████████▏ | 189/195 [01:55<00:03, 1.61it/s] [2024-03-18 19:59:27] INFO huggingface_loader.py:172: [Not quantized] Parameter: "[1mmodel.layers.31.input_layernorm.weight[0m", shape: (4096,), dtype: float32 | |
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| 97%|███████████████████████████████████████████████████████████████████████████████████████▏ | 189/195 [01:56<00:03, 1.61it/s] [2024-03-18 19:59:28] INFO huggingface_loader.py:164: [Quantized] Parameter: "[1mmodel.layers.31.self_attn.qkv_proj.q_scale[0m", shape: (12288, 103), dtype: float32 | |
| 97%|███████████████████████████████████████████████████████████████████████████████████████▏ | 189/195 [01:56<00:03, 1.61it/s] 98%|████████████████████████████████████████████████████████████████████████████████████████▏ | 191/195 [01:56<00:02, 1.84it/s] [2024-03-18 19:59:28] INFO huggingface_loader.py:164: [Quantized] Parameter: "[1mmodel.layers.31.self_attn.o_proj.q_weight[0m", shape: (4096, 515), dtype: uint32 | |
| 98%|████████████████████████████████████████████████████████████████████████████████████████▏ | 191/195 [01:56<00:02, 1.84it/s] [2024-03-18 19:59:28] INFO huggingface_loader.py:164: [Quantized] Parameter: "[1mmodel.layers.31.self_attn.o_proj.q_scale[0m", shape: (4096, 103), dtype: float32 | |
| 98%|████████████████████████████████████████████████████████████████████████████████████████▏ | 191/195 [01:56<00:02, 1.84it/s] 98%|████████████████████████████████████████████████████████████████████████████████████████▌ | 192/195 [01:56<00:01, 2.03it/s] [2024-03-18 19:59:28] INFO huggingface_loader.py:172: [Not quantized] Parameter: "[1mmodel.layers.31.post_attention_layernorm.weight[0m", shape: (4096,), dtype: float32 | |
| 98%|████████████████████████████████████████████████████████████████████████████████████████▌ | 192/195 [01:56<00:01, 2.03it/s] [2024-03-18 19:59:29] INFO huggingface_loader.py:164: [Quantized] Parameter: "[1mmodel.layers.31.mlp.gate_up_proj.q_weight[0m", shape: (22016, 515), dtype: uint32 | |
| 98%|████████████████████████████████████████████████████████████████████████████████████████▌ | 192/195 [01:57<00:01, 2.03it/s] [2024-03-18 19:59:29] INFO huggingface_loader.py:164: [Quantized] Parameter: "[1mmodel.layers.31.mlp.gate_up_proj.q_scale[0m", shape: (22016, 103), dtype: float32 | |
| 98%|████████████████████████████████████████████████████████████████████████████████████████▌ | 192/195 [01:58<00:01, 2.03it/s] 99%|█████████████████████████████████████████████████████████████████████████████████████████▌| 194/195 [01:58<00:00, 1.67it/s] [2024-03-18 19:59:30] INFO huggingface_loader.py:164: [Quantized] Parameter: "[1mmodel.layers.31.mlp.down_proj.q_weight[0m", shape: (4096, 1380), dtype: uint32 | |
| 99%|█████████████████████████████████████████████████████████████████████████████████████████▌| 194/195 [01:58<00:00, 1.67it/s] [2024-03-18 19:59:30] INFO huggingface_loader.py:164: [Quantized] Parameter: "[1mmodel.layers.31.mlp.down_proj.q_scale[0m", shape: (4096, 276), dtype: float32 | |
| 99%|█████████████████████████████████████████████████████████████████████████████████████████▌| 194/195 [01:58<00:00, 1.67it/s] 100%|██████████████████████████████████████████████████████████████████████████████████████████| 195/195 [01:58<00:00, 1.60it/s] 100%|██████████████████████████████████████████████████████████████████████████████████████████| 195/195 [01:58<00:00, 1.64it/s] | |
| [2024-03-18 19:59:30] INFO huggingface_loader.py:194: Unloading HF weight file: ../dist/models/XAgentLlama-7B-preview/pytorch_model.bin | |
| [2024-03-18 19:59:31] INFO stats.py:76: [92mTime usage[0m: HF loading: 30.817 sec; Pre-quantization mapping: 22.408 sec; Quantization: 3.776 sec | |
| [2024-03-18 19:59:31] INFO stats.py:90: [92mRAM usage[0m: Peak RAM: 12.552 GB. Total bytes loaded from disk: 12.552 GB | |
| [2024-03-18 19:59:31] INFO convert_weight.py:156: [92mParameter size[0m after quantization: 3.786 GB | |
| [2024-03-18 19:59:31] INFO convert_weight.py:161: [92mTotal parameters[0m: 6,738,546,688 | |
| [2024-03-18 19:59:31] INFO convert_weight.py:162: [92mBits per parameter[0m: 4.826 | |
| [2024-03-18 19:59:31] INFO convert_weight.py:167: Saved to directory: [1m/tmp/tmpq9jzxnoc[0m | |
| All finished, 115 total shards committed, record saved to /tmp/tmpq9jzxnoc/ndarray-cache.json | |
| Also saved a bf16 record to /tmp/tmpq9jzxnoc/ndarray-cache-b16.json | |