Duplicate from alnrg2arg/test3_sft_16bit_dpo2

Co-authored-by: Jeong Hwan LEe <alnrg2arg@users.noreply.huggingface.co>

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README.md

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+---
+language:
+- en
+license: cc-by-nc-4.0
+tags:
+- text-generation-inference
+- transformers
+- unsloth
+- mistral
+- trl
+base_model: alnrg2arg/blockchainlabs_7B_merged_test2_4
+datasets:
+- Intel/orca_dpo_pairs
+---
+
+This is a model from blockchainlab test 2.4 - alnrg2arg/blockchainlabs_7B_merged_test2_4.
+
+The project is running to make a small LLM for a on-device purpose.
+
+Overall pipeline for this iteration is
+
+1.Merging to make a base model (7B) 2.Prune the model to reduce the parameter (50% sparcity) 3.For recovery phase of the pruning, the DPO is chosen.
+
+This model which is not pruned is intended to compare with the pruned model.
+
+This is the code and parameters I chose for this model(DPO). 
+```
+from transformers import TrainingArguments, AutoModelForCausalLM
+from trl import DPOTrainer
+
+dpo_trainer = DPOTrainer(
+    model = model,
+   
+    ref_model = None,
+    args = TrainingArguments(
+        per_device_train_batch_size = 8,
+        gradient_accumulation_steps = 8,
+        warmup_ratio = 0.1,
+        num_train_epochs = 3,
+        learning_rate = 5e-6,
+        fp16 = not torch.cuda.is_bf16_supported(),
+        bf16 = torch.cuda.is_bf16_supported(),
+        logging_steps = 1,
+        optim = "adamw_8bit",
+        weight_decay = 0.0,
+        lr_scheduler_type = "linear",
+        seed = 42,
+        output_dir = "output_DPO",
+    ),
+    beta = 0.1,
+    train_dataset = dataset,
+    # eval_dataset = raw_datasets["test"],
+    tokenizer = tokenizer,
+    max_length = 1024,
+    max_prompt_length = 512,
+)
+```
+The code and parameters are borrowed from https://colab.research.google.com/drive/1SKrKGV-BZoU4kv5q3g0jtE_OhRgPtrrQ?usp=sharing
+
+
+Benchmark Scores
+
+|    Tasks    |Version|Filter|n-shot| Metric |Value |   |Stderr|
+|-------------|------:|------|-----:|--------|-----:|---|-----:|
+|arc_challenge|      1|none  |     0|acc     |0.6894|±  |0.0135|
+|             |       |none  |     0|acc_norm|0.6860|±  |0.0136|
+
+|  Tasks  |Version|Filter|n-shot| Metric |Value |   |Stderr|
+|---------|------:|------|-----:|--------|-----:|---|-----:|
+|hellaswag|      1|none  |     0|acc     |0.7092|±  |0.0045|
+|         |       |none  |     0|acc_norm|0.8736|±  |0.0033|
+
+|    Tasks     |Version|Filter|n-shot|Metric|Value |   |Stderr|
+|--------------|------:|------|-----:|------|-----:|---|-----:|
+|truthfulqa_mc2|      2|none  |     0|acc   |0.7126|±  | 0.015|
+
+|      Groups      |Version|Filter|n-shot|Metric|Value |   |Stderr|
+|------------------|-------|------|-----:|------|-----:|---|-----:|
+|mmlu              |N/A    |none  |     0|acc   |0.6225|±  |0.1292|
+| - humanities     |N/A    |none  |     0|acc   |0.5745|±  |0.1286|
+| - other          |N/A    |none  |     0|acc   |0.6952|±  |0.1095|
+| - social_sciences|N/A    |none  |     0|acc   |0.7280|±  |0.0735|
+| - stem           |N/A    |none  |     0|acc   |0.5195|±  |0.1313|
+
+|  Tasks   |Version|Filter|n-shot|Metric|Value|   |Stderr|
+|----------|------:|------|-----:|------|----:|---|-----:|
+|winogrande|      1|none  |     0|acc   |0.824|±  |0.0107|
+
+|Tasks|Version|  Filter  |n-shot|  Metric   |Value |   |Stderr|
+|-----|------:|----------|-----:|-----------|-----:|---|-----:|
+|gsm8k|      2|get-answer|     5|exact_match|0.7263|±  |0.0123|
+
+Average = 74.08

config.json

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+{
+  "_name_or_path": "alnrg2arg/blockchainlabs_7B_merged_test2_4",
+  "architectures": [
+    "MistralForCausalLM"
+  ],
+  "attention_dropout": 0.0,
+  "bos_token_id": 1,
+  "eos_token_id": 2,
+  "hidden_act": "silu",
+  "hidden_size": 4096,
+  "initializer_range": 0.02,
+  "intermediate_size": 14336,
+  "max_position_embeddings": 32768,
+  "model_type": "mistral",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 8,
+  "rms_norm_eps": 1e-05,
+  "rope_theta": 10000.0,
+  "sliding_window": 4096,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.37.1",
+  "unsloth_version": "2024.1",
+  "use_cache": false,
+  "vocab_size": 32000
+}

generation_config.json

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+{
+  "_from_model_config": true,
+  "bos_token_id": 1,
+  "eos_token_id": 2,
+  "transformers_version": "4.37.1",
+  "use_cache": false
+}

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