llmenthusiast
commited on
Commit
•
ee06628
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Parent(s):
b072e1e
first commit
Browse files- README.md +110 -1
- adapter_config.json +28 -0
- adapter_model.bin +3 -0
- config.json +39 -0
- merged/config.json +27 -0
- merged/generation_config.json +10 -0
- merged/pytorch_model-00001-of-00002.bin +3 -0
- merged/pytorch_model-00002-of-00002.bin +3 -0
- merged/pytorch_model.bin.index.json +298 -0
- merged/special_tokens_map.json +24 -0
- merged/tokenizer.model +3 -0
- merged/tokenizer_config.json +45 -0
- special_tokens_map.json +24 -0
- tokenizer.model +3 -0
- tokenizer_config.json +45 -0
README.md
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---
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-
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---
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---
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base_model: meta-llama/Llama-2-7b-chat-hf
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tags:
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- generated_from_trainer
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model-index:
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- name: llama-le-out
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results: []
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---
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<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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should probably proofread and complete it, then remove this comment. -->
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[<img src="https://raw.githubusercontent.com/OpenAccess-AI-Collective/axolotl/main/image/axolotl-badge-web.png" alt="Built with Axolotl" width="200" height="32"/>](https://github.com/OpenAccess-AI-Collective/axolotl)
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# llama-le-out
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This model is a fine-tuned version of [meta-llama/Llama-2-7b-chat-hf](https://huggingface.co/meta-llama/Llama-2-7b-chat-hf) on the None dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.6239
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## Model description
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More information needed
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## Intended uses & limitations
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More information needed
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## Training and evaluation data
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More information needed
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## Training procedure
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate: 0.0002
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- train_batch_size: 4
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- eval_batch_size: 4
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- seed: 42
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- distributed_type: multi-GPU
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- num_devices: 4
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- gradient_accumulation_steps: 2
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- total_train_batch_size: 32
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- total_eval_batch_size: 16
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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- lr_scheduler_type: cosine
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- lr_scheduler_warmup_steps: 10
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- num_epochs: 3
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### Training results
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| Training Loss | Epoch | Step | Validation Loss |
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|:-------------:|:-----:|:----:|:---------------:|
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| 0.9364 | 0.06 | 100 | 0.8000 |
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| 0.809 | 0.12 | 200 | 0.7724 |
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| 0.8695 | 0.18 | 300 | 0.7571 |
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| 0.7512 | 0.24 | 400 | 0.7406 |
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| 0.8266 | 0.3 | 500 | 0.7327 |
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| 0.7898 | 0.35 | 600 | 0.7238 |
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| 0.9163 | 0.41 | 700 | 0.7135 |
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| 0.6955 | 0.47 | 800 | 0.7025 |
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| 0.7887 | 0.53 | 900 | 0.7009 |
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| 0.7361 | 0.59 | 1000 | 0.6911 |
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| 0.7736 | 0.65 | 1100 | 0.6897 |
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| 0.7135 | 0.71 | 1200 | 0.6859 |
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| 0.8138 | 0.77 | 1300 | 0.6788 |
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| 0.7172 | 0.83 | 1400 | 0.6720 |
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| 0.7387 | 0.89 | 1500 | 0.6695 |
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| 0.7042 | 0.95 | 1600 | 0.6688 |
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| 0.7231 | 1.0 | 1700 | 0.6652 |
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| 0.7136 | 1.06 | 1800 | 0.6626 |
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| 0.694 | 1.12 | 1900 | 0.6583 |
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| 0.7401 | 1.18 | 2000 | 0.6551 |
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| 0.63 | 1.24 | 2100 | 0.6519 |
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| 0.6506 | 1.3 | 2200 | 0.6478 |
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| 0.7436 | 1.36 | 2300 | 0.6457 |
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| 0.5903 | 1.42 | 2400 | 0.6452 |
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| 0.6861 | 1.48 | 2500 | 0.6399 |
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| 0.6576 | 1.54 | 2600 | 0.6412 |
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| 0.6327 | 1.59 | 2700 | 0.6357 |
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| 0.6634 | 1.65 | 2800 | 0.6378 |
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| 0.6419 | 1.71 | 2900 | 0.6349 |
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| 0.6573 | 1.77 | 3000 | 0.6344 |
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| 0.7052 | 1.83 | 3100 | 0.6327 |
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| 0.6438 | 1.89 | 3200 | 0.6292 |
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| 0.713 | 1.95 | 3300 | 0.6283 |
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| 0.6357 | 2.01 | 3400 | 0.6293 |
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| 0.5736 | 2.07 | 3500 | 0.6302 |
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| 0.591 | 2.13 | 3600 | 0.6307 |
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| 0.6995 | 2.19 | 3700 | 0.6295 |
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| 0.6708 | 2.24 | 3800 | 0.6277 |
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| 0.6329 | 2.3 | 3900 | 0.6262 |
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| 0.6138 | 2.36 | 4000 | 0.6271 |
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| 0.6316 | 2.42 | 4100 | 0.6266 |
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| 0.6022 | 2.48 | 4200 | 0.6260 |
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| 0.7221 | 2.54 | 4300 | 0.6252 |
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| 0.6943 | 2.6 | 4400 | 0.6256 |
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| 0.6616 | 2.66 | 4500 | 0.6246 |
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| 0.6185 | 2.72 | 4600 | 0.6247 |
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| 0.6417 | 2.78 | 4700 | 0.6239 |
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| 0.6238 | 2.84 | 4800 | 0.6237 |
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| 0.6024 | 2.89 | 4900 | 0.6236 |
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| 0.6059 | 2.95 | 5000 | 0.6239 |
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### Framework versions
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- Transformers 4.34.1
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- Pytorch 2.0.1+cu118
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- Datasets 2.14.6
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- Tokenizers 0.14.1
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adapter_config.json
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{
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"alpha_pattern": {},
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"auto_mapping": null,
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"base_model_name_or_path": "meta-llama/Llama-2-7b-chat-hf",
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"bias": "none",
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"fan_in_fan_out": null,
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"inference_mode": true,
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"init_lora_weights": true,
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"layers_pattern": null,
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"layers_to_transform": null,
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"lora_alpha": 16,
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"lora_dropout": 0.05,
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"modules_to_save": null,
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"peft_type": "LORA",
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"r": 32,
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"rank_pattern": {},
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"revision": null,
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"target_modules": [
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"o_proj",
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"gate_proj",
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"up_proj",
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"v_proj",
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"down_proj",
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"k_proj",
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"q_proj"
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],
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"task_type": "CAUSAL_LM"
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}
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adapter_model.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:5cd24bc8006cb151cf5eccc3459773814b6efebe2e5afea14fe80be086b02fae
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size 319977229
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config.json
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{
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"_name_or_path": "meta-llama/Llama-2-7b-chat-hf",
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"architectures": [
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"LlamaForCausalLM"
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],
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"attention_bias": false,
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"bos_token_id": 1,
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"eos_token_id": 2,
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"hidden_act": "silu",
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"hidden_size": 4096,
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"initializer_range": 0.02,
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"intermediate_size": 11008,
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"max_position_embeddings": 4096,
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"model_type": "llama",
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"num_attention_heads": 32,
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"num_hidden_layers": 32,
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"num_key_value_heads": 32,
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"pretraining_tp": 1,
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"quantization_config": {
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"bnb_4bit_compute_dtype": "bfloat16",
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"bnb_4bit_quant_type": "nf4",
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"bnb_4bit_use_double_quant": true,
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"llm_int8_enable_fp32_cpu_offload": false,
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"llm_int8_has_fp16_weight": false,
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"llm_int8_skip_modules": null,
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"llm_int8_threshold": 6.0,
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"load_in_4bit": true,
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"load_in_8bit": false,
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"quant_method": "bitsandbytes"
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},
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"rms_norm_eps": 1e-05,
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"rope_scaling": null,
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"rope_theta": 10000.0,
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"tie_word_embeddings": false,
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"torch_dtype": "float16",
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"transformers_version": "4.34.1",
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"use_cache": false,
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"vocab_size": 32000
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}
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merged/config.json
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{
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"_name_or_path": "meta-llama/Llama-2-7b-chat-hf",
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"architectures": [
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"LlamaForCausalLM"
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],
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"attention_bias": false,
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"bos_token_id": 1,
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"eos_token_id": 2,
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"hidden_act": "silu",
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"hidden_size": 4096,
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"initializer_range": 0.02,
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"intermediate_size": 11008,
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"max_position_embeddings": 4096,
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"model_type": "llama",
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"num_attention_heads": 32,
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"num_hidden_layers": 32,
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"num_key_value_heads": 32,
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"pretraining_tp": 1,
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"rms_norm_eps": 1e-05,
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"rope_scaling": null,
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"rope_theta": 10000.0,
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"tie_word_embeddings": false,
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"torch_dtype": "float16",
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"transformers_version": "4.34.1",
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"use_cache": false,
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"vocab_size": 32000
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}
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merged/generation_config.json
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{
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"bos_token_id": 1,
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"do_sample": true,
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"eos_token_id": 2,
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"max_length": 4096,
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"pad_token_id": 0,
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"temperature": 0.6,
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"top_p": 0.9,
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"transformers_version": "4.34.1"
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}
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merged/pytorch_model-00001-of-00002.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:36f4a2412cfcc39cf3cf122f200909bad278dd0c8f147c540f8cadc102e78a22
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size 9976623130
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merged/pytorch_model-00002-of-00002.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:d65272e7c974689d637bf7208378b6c91f8156c0ab412fb0100859769d7129b9
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size 3500311811
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merged/pytorch_model.bin.index.json
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merged/special_tokens_map.json
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@@ -0,0 +1,24 @@
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|
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{
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|
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"content": "<s>",
|
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|
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|
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|
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|
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},
|
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"eos_token": {
|
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"content": "</s>",
|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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}
|
24 |
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}
|
merged/tokenizer.model
ADDED
@@ -0,0 +1,3 @@
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|
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|
1 |
+
version https://git-lfs.github.com/spec/v1
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oid sha256:9e556afd44213b6bd1be2b850ebbbd98f5481437a8021afaf58ee7fb1818d347
|
3 |
+
size 499723
|
merged/tokenizer_config.json
ADDED
@@ -0,0 +1,45 @@
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|
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|
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|
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|
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|
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|
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|
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|
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"special": true
|
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},
|
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"1": {
|
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|
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|
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|
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|
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|
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|
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},
|
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|
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|
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|
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|
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|
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|
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"special": true
|
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}
|
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},
|
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"bos_token": "<s>",
|
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"chat_template": "{% if messages[0]['role'] == 'system' %}{% set loop_messages = messages[1:] %}{% set system_message = messages[0]['content'] %}{% else %}{% set loop_messages = messages %}{% set system_message = false %}{% endif %}{% for message in loop_messages %}{% if (message['role'] == 'user') != (loop.index0 % 2 == 0) %}{{ raise_exception('Conversation roles must alternate user/assistant/user/assistant/...') }}{% endif %}{% if loop.index0 == 0 and system_message != false %}{% set content = '<<SYS>>\\n' + system_message + '\\n<</SYS>>\\n\\n' + message['content'] %}{% else %}{% set content = message['content'] %}{% endif %}{% if message['role'] == 'user' %}{{ bos_token + '[INST] ' + content.strip() + ' [/INST]' }}{% elif message['role'] == 'assistant' %}{{ ' ' + content.strip() + ' ' + eos_token }}{% endif %}{% endfor %}",
|
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"clean_up_tokenization_spaces": false,
|
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"eos_token": "</s>",
|
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"legacy": false,
|
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"model_max_length": 1000000000000000019884624838656,
|
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"pad_token": "</s>",
|
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"padding_side": "right",
|
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"sp_model_kwargs": {},
|
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"spaces_between_special_tokens": false,
|
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"tokenizer_class": "LlamaTokenizer",
|
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"trust_remote_code": false,
|
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"unk_token": "<unk>",
|
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"use_default_system_prompt": true,
|
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"use_fast": true
|
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}
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special_tokens_map.json
ADDED
@@ -0,0 +1,24 @@
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"bos_token": {
|
3 |
+
"content": "<s>",
|
4 |
+
"lstrip": false,
|
5 |
+
"normalized": false,
|
6 |
+
"rstrip": false,
|
7 |
+
"single_word": false
|
8 |
+
},
|
9 |
+
"eos_token": {
|
10 |
+
"content": "</s>",
|
11 |
+
"lstrip": false,
|
12 |
+
"normalized": false,
|
13 |
+
"rstrip": false,
|
14 |
+
"single_word": false
|
15 |
+
},
|
16 |
+
"pad_token": "</s>",
|
17 |
+
"unk_token": {
|
18 |
+
"content": "<unk>",
|
19 |
+
"lstrip": false,
|
20 |
+
"normalized": false,
|
21 |
+
"rstrip": false,
|
22 |
+
"single_word": false
|
23 |
+
}
|
24 |
+
}
|
tokenizer.model
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:9e556afd44213b6bd1be2b850ebbbd98f5481437a8021afaf58ee7fb1818d347
|
3 |
+
size 499723
|
tokenizer_config.json
ADDED
@@ -0,0 +1,45 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"add_bos_token": true,
|
3 |
+
"add_eos_token": false,
|
4 |
+
"added_tokens_decoder": {
|
5 |
+
"0": {
|
6 |
+
"content": "<unk>",
|
7 |
+
"lstrip": false,
|
8 |
+
"normalized": false,
|
9 |
+
"rstrip": false,
|
10 |
+
"single_word": false,
|
11 |
+
"special": true
|
12 |
+
},
|
13 |
+
"1": {
|
14 |
+
"content": "<s>",
|
15 |
+
"lstrip": false,
|
16 |
+
"normalized": false,
|
17 |
+
"rstrip": false,
|
18 |
+
"single_word": false,
|
19 |
+
"special": true
|
20 |
+
},
|
21 |
+
"2": {
|
22 |
+
"content": "</s>",
|
23 |
+
"lstrip": false,
|
24 |
+
"normalized": false,
|
25 |
+
"rstrip": false,
|
26 |
+
"single_word": false,
|
27 |
+
"special": true
|
28 |
+
}
|
29 |
+
},
|
30 |
+
"bos_token": "<s>",
|
31 |
+
"chat_template": "{% if messages[0]['role'] == 'system' %}{% set loop_messages = messages[1:] %}{% set system_message = messages[0]['content'] %}{% else %}{% set loop_messages = messages %}{% set system_message = false %}{% endif %}{% for message in loop_messages %}{% if (message['role'] == 'user') != (loop.index0 % 2 == 0) %}{{ raise_exception('Conversation roles must alternate user/assistant/user/assistant/...') }}{% endif %}{% if loop.index0 == 0 and system_message != false %}{% set content = '<<SYS>>\\n' + system_message + '\\n<</SYS>>\\n\\n' + message['content'] %}{% else %}{% set content = message['content'] %}{% endif %}{% if message['role'] == 'user' %}{{ bos_token + '[INST] ' + content.strip() + ' [/INST]' }}{% elif message['role'] == 'assistant' %}{{ ' ' + content.strip() + ' ' + eos_token }}{% endif %}{% endfor %}",
|
32 |
+
"clean_up_tokenization_spaces": false,
|
33 |
+
"eos_token": "</s>",
|
34 |
+
"legacy": false,
|
35 |
+
"model_max_length": 1000000000000000019884624838656,
|
36 |
+
"pad_token": "</s>",
|
37 |
+
"padding_side": "right",
|
38 |
+
"sp_model_kwargs": {},
|
39 |
+
"spaces_between_special_tokens": false,
|
40 |
+
"tokenizer_class": "LlamaTokenizer",
|
41 |
+
"trust_remote_code": false,
|
42 |
+
"unk_token": "<unk>",
|
43 |
+
"use_default_system_prompt": true,
|
44 |
+
"use_fast": true
|
45 |
+
}
|