Model save

README.md

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+---
+tags:
+- generated_from_trainer
+model-index:
+- name: vicuna-robust2-sft-lora
+  results: []
+---
+
+<!-- This model card has been generated automatically according to the information the Trainer had access to. You
+should probably proofread and complete it, then remove this comment. -->
+
+# vicuna-robust2-sft-lora
+
+This model was trained from scratch on an unknown dataset.
+It achieves the following results on the evaluation set:
+- Loss: 1.9414
+
+## Model description
+
+More information needed
+
+## Intended uses & limitations
+
+More information needed
+
+## Training and evaluation data
+
+More information needed
+
+## Training procedure
+
+### Training hyperparameters
+
+The following hyperparameters were used during training:
+- learning_rate: 2e-05
+- train_batch_size: 4
+- eval_batch_size: 8
+- seed: 42
+- distributed_type: multi-GPU
+- num_devices: 4
+- gradient_accumulation_steps: 128
+- total_train_batch_size: 2048
+- total_eval_batch_size: 32
+- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
+- lr_scheduler_type: cosine
+- num_epochs: 3
+
+### Training results
+
+| Training Loss | Epoch | Step | Validation Loss |
+|:-------------:|:-----:|:----:|:---------------:|
+| No log        | 0     | 0    | 1.8516          |
+| No log        | 0     | 0    | 1.8678          |
+| No log        | 0     | 0    | 1.9414          |
+
+
+### Framework versions
+
+- Transformers 4.35.0
+- Pytorch 2.1.0a0+32f93b1
+- Datasets 2.14.6
+- Tokenizers 0.14.1

adapter_config.json

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+  "alpha_pattern": {},
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+  "base_model_name_or_path": "/data/models/vicuna-7b-v1.3",
+  "bias": "none",
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "lora_alpha": 16,
+  "lora_dropout": 0.1,
+  "modules_to_save": null,
+  "peft_type": "LORA",
+  "r": 64,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "k_proj",
+    "q_proj",
+    "v_proj",
+    "o_proj"
+  ],
+  "task_type": "CAUSAL_LM"
+}

adapter_model.safetensors

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all_results.json

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+    "epoch": 0,
+    "eval_loss": 1.941433072090149,
+    "eval_runtime": 0.9434,
+    "eval_samples": 132,
+    "eval_samples_per_second": 139.92,
+    "eval_steps_per_second": 5.3,
+    "train_loss": 0.22736623883247375,
+    "train_runtime": 62.0917,
+    "train_samples": 1180,
+    "train_samples_per_second": 57.012,
+    "train_steps_per_second": 0.048
+}

eval_results.json

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+    "epoch": 0,
+    "eval_loss": 1.941433072090149,
+    "eval_runtime": 0.9434,
+    "eval_samples": 132,
+    "eval_samples_per_second": 139.92,
+    "eval_steps_per_second": 5.3
+}

runs/Dec20_05-31-21_f63ae9056bcd/events.out.tfevents.1703050304.f63ae9056bcd.195828.0

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runs/Dec20_05-31-21_f63ae9056bcd/events.out.tfevents.1703050367.f63ae9056bcd.195828.1

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special_tokens_map.json

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tokenizer_config.json

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+  "chat_template": "{% for message in messages %}\n{% if message['role'] == 'user' %}\n{{ '<|user|>\n' + message['content'] + eos_token }}\n{% elif message['role'] == 'system' %}\n{{ '<|system|>\n' + message['content'] + eos_token }}\n{% elif message['role'] == 'assistant' %}\n{{ '<|assistant|>\n'  + message['content'] + eos_token }}\n{% endif %}\n{% if loop.last and add_generation_prompt %}\n{{ '<|assistant|>' }}\n{% endif %}\n{% endfor %}",
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+  "tokenizer_class": "LlamaTokenizer",
+  "unk_token": "<unk>",
+  "use_default_system_prompt": false
+}

train_results.json

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+    "train_runtime": 62.0917,
+    "train_samples": 1180,
+    "train_samples_per_second": 57.012,
+    "train_steps_per_second": 0.048
+}

trainer_state.json

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+}

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