Ai-Marshal/mistral_12.5k_A100_5epoch_adapter

README.md

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+---
+license: apache-2.0
+library_name: peft
+tags:
+- trl
+- sft
+- generated_from_trainer
+base_model: mistralai/Mistral-7B-Instruct-v0.2
+datasets:
+- generator
+model-index:
+- name: Mistral_Sentiment_Classification_2024-06-02
+  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. -->
+
+# Mistral_Sentiment_Classification_2024-06-02
+
+This model is a fine-tuned version of [mistralai/Mistral-7B-Instruct-v0.2](https://huggingface.co/mistralai/Mistral-7B-Instruct-v0.2) on the generator dataset.
+It achieves the following results on the evaluation set:
+- Loss: 0.3000
+
+## 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: 2.5e-05
+- train_batch_size: 1
+- eval_batch_size: 8
+- seed: 42
+- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
+- lr_scheduler_type: linear
+- lr_scheduler_warmup_steps: 0.03
+- num_epochs: 5
+
+### Training results
+
+| Training Loss | Epoch  | Step | Validation Loss |
+|:-------------:|:------:|:----:|:---------------:|
+| 0.4414        | 0.1126 | 100  | 0.3360          |
+| 0.3434        | 0.2252 | 200  | 0.3211          |
+| 0.3107        | 0.3378 | 300  | 0.3150          |
+| 0.3306        | 0.4505 | 400  | 0.3103          |
+| 0.3087        | 0.5631 | 500  | 0.3071          |
+| 0.3226        | 0.6757 | 600  | 0.3044          |
+| 0.3091        | 0.7883 | 700  | 0.3021          |
+| 0.3277        | 0.9009 | 800  | 0.3004          |
+| 0.3068        | 1.0135 | 900  | 0.2991          |
+| 0.295         | 1.1261 | 1000 | 0.2981          |
+| 0.2844        | 1.2387 | 1100 | 0.2964          |
+| 0.2885        | 1.3514 | 1200 | 0.2949          |
+| 0.3047        | 1.4640 | 1300 | 0.2938          |
+| 0.2985        | 1.5766 | 1400 | 0.2929          |
+| 0.2792        | 1.6892 | 1500 | 0.2922          |
+| 0.2739        | 1.8018 | 1600 | 0.2906          |
+| 0.2757        | 1.9144 | 1700 | 0.2897          |
+| 0.2632        | 2.0270 | 1800 | 0.2920          |
+| 0.2707        | 2.1396 | 1900 | 0.2927          |
+| 0.2615        | 2.2523 | 2000 | 0.2919          |
+| 0.2428        | 2.3649 | 2100 | 0.2913          |
+| 0.2614        | 2.4775 | 2200 | 0.2908          |
+| 0.2661        | 2.5901 | 2300 | 0.2904          |
+| 0.2711        | 2.7027 | 2400 | 0.2900          |
+| 0.2566        | 2.8153 | 2500 | 0.2888          |
+| 0.252         | 2.9279 | 2600 | 0.2884          |
+| 0.2623        | 3.0405 | 2700 | 0.2927          |
+| 0.2222        | 3.1532 | 2800 | 0.2942          |
+| 0.2446        | 3.2658 | 2900 | 0.2943          |
+| 0.2281        | 3.3784 | 3000 | 0.2942          |
+| 0.2284        | 3.4910 | 3100 | 0.2942          |
+| 0.2282        | 3.6036 | 3200 | 0.2937          |
+| 0.2218        | 3.7162 | 3300 | 0.2939          |
+| 0.2531        | 3.8288 | 3400 | 0.2919          |
+| 0.2396        | 3.9414 | 3500 | 0.2922          |
+| 0.2261        | 4.0541 | 3600 | 0.2989          |
+| 0.2202        | 4.1667 | 3700 | 0.3000          |
+| 0.2085        | 4.2793 | 3800 | 0.3001          |
+| 0.2132        | 4.3919 | 3900 | 0.3001          |
+| 0.2119        | 4.5045 | 4000 | 0.3005          |
+| 0.2285        | 4.6171 | 4100 | 0.2999          |
+| 0.2053        | 4.7297 | 4200 | 0.3003          |
+| 0.2097        | 4.8423 | 4300 | 0.3005          |
+| 0.2273        | 4.9550 | 4400 | 0.3000          |
+
+
+### Framework versions
+
+- PEFT 0.11.1
+- Transformers 4.41.2
+- Pytorch 2.3.0+cu121
+- Datasets 2.19.1
+- Tokenizers 0.19.1

adapter_config.json

@@ -0,0 +1,34 @@
+{
+  "alpha_pattern": {},
+  "auto_mapping": null,
+  "base_model_name_or_path": "mistralai/Mistral-7B-Instruct-v0.2",
+  "bias": "none",
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 32,
+  "lora_dropout": 0.05,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "peft_type": "LORA",
+  "r": 64,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "up_proj",
+    "v_proj",
+    "k_proj",
+    "q_proj",
+    "down_proj",
+    "o_proj",
+    "gate_proj"
+  ],
+  "task_type": "CAUSAL_LM",
+  "use_dora": false,
+  "use_rslora": false
+}

adapter_model.safetensors

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+version https://git-lfs.github.com/spec/v1
+oid sha256:780405d984120991c22102b9038f88c6c28b90fd549da7db2e513f7366861a81
+size 671149168

special_tokens_map.json

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+{
+  "bos_token": {
+    "content": "<s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "eos_token": {
+    "content": "</s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": "</s>",
+  "unk_token": {
+    "content": "<unk>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}

tokenizer_config.json

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+{
+  "add_bos_token": true,
+  "add_eos_token": false,
+  "added_tokens_decoder": {
+    "0": {
+      "content": "<unk>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "1": {
+      "content": "<s>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "2": {
+      "content": "</s>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "additional_special_tokens": [],
+  "bos_token": "<s>",
+  "chat_template": "{{ bos_token }}{% for message in messages %}{% if (message['role'] == 'user') != (loop.index0 % 2 == 0) %}{{ raise_exception('Conversation roles must alternate user/assistant/user/assistant/...') }}{% endif %}{% if message['role'] == 'user' %}{{ '[INST] ' + message['content'] + ' [/INST]' }}{% elif message['role'] == 'assistant' %}{{ message['content'] + eos_token}}{% else %}{{ raise_exception('Only user and assistant roles are supported!') }}{% endif %}{% endfor %}",
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "</s>",
+  "legacy": true,
+  "model_max_length": 1000000000000000019884624838656,
+  "pad_token": "</s>",
+  "sp_model_kwargs": {},
+  "spaces_between_special_tokens": false,
+  "tokenizer_class": "LlamaTokenizer",
+  "unk_token": "<unk>",
+  "use_default_system_prompt": false
+}

training_args.bin

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+version https://git-lfs.github.com/spec/v1
+oid sha256:4a322a139ffc46012f5c91f2b7222514cb3352d896b39e32cc7f65166b7f96d2
+size 5112