Upload folder using huggingface_hub

cost_to_drop_frequency_5039/README.md

@@ -0,0 +1,131 @@
+---
+library_name: transformers
+tags:
+- generated_from_trainer
+metrics:
+- accuracy
+model-index:
+- name: exceptions_exp2_cost_to_drop_frequency_5039
+  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. -->
+
+[<img src="https://raw.githubusercontent.com/wandb/assets/main/wandb-github-badge-28.svg" alt="Visualize in Weights & Biases" width="200" height="32"/>](https://wandb.ai/craaaa/exceptions_exp2/runs/ns16vmf7)
+# exceptions_exp2_cost_to_drop_frequency_5039
+
+This model is a fine-tuned version of [](https://huggingface.co/) on an unknown dataset.
+It achieves the following results on the evaluation set:
+- Loss: 3.5407
+- Accuracy: 0.3720
+
+## 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: 0.0006
+- train_batch_size: 16
+- eval_batch_size: 16
+- seed: 5039
+- gradient_accumulation_steps: 5
+- total_train_batch_size: 80
+- optimizer: Use OptimizerNames.ADAMW_TORCH_FUSED with betas=(0.9,0.98) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
+- lr_scheduler_type: linear
+- lr_scheduler_warmup_steps: 100
+- num_epochs: 20.0
+- mixed_precision_training: Native AMP
+
+### Training results
+
+| Training Loss | Epoch   | Step  | Validation Loss | Accuracy |
+|:-------------:|:-------:|:-----:|:---------------:|:--------:|
+| 4.8271        | 0.2912  | 1000  | 4.7385          | 0.2568   |
+| 4.3193        | 0.5824  | 2000  | 4.2775          | 0.3003   |
+| 4.1342        | 0.8736  | 3000  | 4.0978          | 0.3156   |
+| 3.9849        | 1.1645  | 4000  | 3.9868          | 0.3255   |
+| 3.9394        | 1.4557  | 5000  | 3.9117          | 0.3322   |
+| 3.8827        | 1.7469  | 6000  | 3.8548          | 0.3371   |
+| 3.7475        | 2.0379  | 7000  | 3.8121          | 0.3419   |
+| 3.7642        | 2.3290  | 8000  | 3.7793          | 0.3451   |
+| 3.7393        | 2.6202  | 9000  | 3.7499          | 0.3475   |
+| 3.711         | 2.9114  | 10000 | 3.7228          | 0.3500   |
+| 3.6274        | 3.2024  | 11000 | 3.7098          | 0.3521   |
+| 3.6332        | 3.4936  | 12000 | 3.6899          | 0.3539   |
+| 3.6231        | 3.7848  | 13000 | 3.6698          | 0.3558   |
+| 3.5326        | 4.0757  | 14000 | 3.6634          | 0.3571   |
+| 3.55          | 4.3669  | 15000 | 3.6499          | 0.3585   |
+| 3.5673        | 4.6581  | 16000 | 3.6389          | 0.3594   |
+| 3.5487        | 4.9493  | 17000 | 3.6259          | 0.3609   |
+| 3.4846        | 5.2402  | 18000 | 3.6268          | 0.3616   |
+| 3.4964        | 5.5314  | 19000 | 3.6121          | 0.3623   |
+| 3.5089        | 5.8226  | 20000 | 3.6031          | 0.3633   |
+| 3.4157        | 6.1136  | 21000 | 3.6087          | 0.3640   |
+| 3.4494        | 6.4048  | 22000 | 3.5989          | 0.3645   |
+| 3.4584        | 6.6959  | 23000 | 3.5899          | 0.3652   |
+| 3.4745        | 6.9871  | 24000 | 3.5784          | 0.3659   |
+| 3.4072        | 7.2781  | 25000 | 3.5910          | 0.3660   |
+| 3.4202        | 7.5693  | 26000 | 3.5785          | 0.3667   |
+| 3.434         | 7.8605  | 27000 | 3.5679          | 0.3675   |
+| 3.3574        | 8.1514  | 28000 | 3.5767          | 0.3677   |
+| 3.3861        | 8.4426  | 29000 | 3.5711          | 0.3682   |
+| 3.3897        | 8.7338  | 30000 | 3.5635          | 0.3687   |
+| 3.2961        | 9.0248  | 31000 | 3.5644          | 0.3690   |
+| 3.3332        | 9.3159  | 32000 | 3.5656          | 0.3693   |
+| 3.3569        | 9.6071  | 33000 | 3.5570          | 0.3699   |
+| 3.3651        | 9.8983  | 34000 | 3.5488          | 0.3702   |
+| 3.2898        | 10.1893 | 35000 | 3.5583          | 0.3700   |
+| 3.3241        | 10.4805 | 36000 | 3.5514          | 0.3707   |
+| 3.3291        | 10.7716 | 37000 | 3.5466          | 0.3712   |
+| 3.2459        | 11.0626 | 38000 | 3.5516          | 0.3711   |
+| 3.2975        | 11.3538 | 39000 | 3.5510          | 0.3713   |
+| 3.2958        | 11.6450 | 40000 | 3.5407          | 0.3720   |
+| 3.3187        | 11.9362 | 41000 | 3.5353          | 0.3726   |
+| 3.2515        | 12.2271 | 42000 | 3.5470          | 0.3723   |
+| 3.2747        | 12.5183 | 43000 | 3.5423          | 0.3724   |
+| 3.2961        | 12.8095 | 44000 | 3.5354          | 0.3730   |
+| 3.2229        | 13.1005 | 45000 | 3.5441          | 0.3728   |
+| 3.236         | 13.3916 | 46000 | 3.5381          | 0.3734   |
+| 3.252         | 13.6828 | 47000 | 3.5329          | 0.3735   |
+| 3.2605        | 13.9740 | 48000 | 3.5270          | 0.3742   |
+| 3.2134        | 14.2650 | 49000 | 3.5373          | 0.3738   |
+| 3.232         | 14.5562 | 50000 | 3.5328          | 0.3742   |
+| 3.2211        | 14.8474 | 51000 | 3.5272          | 0.3746   |
+| 3.167         | 15.1383 | 52000 | 3.5363          | 0.3744   |
+| 3.1923        | 15.4295 | 53000 | 3.5330          | 0.3747   |
+| 3.2039        | 15.7207 | 54000 | 3.5267          | 0.3751   |
+| 3.1459        | 16.0116 | 55000 | 3.5299          | 0.3750   |
+| 3.173         | 16.3028 | 56000 | 3.5322          | 0.3750   |
+| 3.1659        | 16.5940 | 57000 | 3.5269          | 0.3755   |
+| 3.1841        | 16.8852 | 58000 | 3.5209          | 0.3758   |
+| 3.1359        | 17.1762 | 59000 | 3.5285          | 0.3756   |
+| 3.155         | 17.4674 | 60000 | 3.5252          | 0.3758   |
+| 3.1584        | 17.7585 | 61000 | 3.5219          | 0.3762   |
+| 3.1147        | 18.0495 | 62000 | 3.5243          | 0.3762   |
+| 3.1315        | 18.3407 | 63000 | 3.5243          | 0.3762   |
+| 3.1443        | 18.6319 | 64000 | 3.5211          | 0.3765   |
+| 3.1346        | 18.9231 | 65000 | 3.5185          | 0.3768   |
+| 3.1028        | 19.2140 | 66000 | 3.5234          | 0.3766   |
+| 3.1071        | 19.5052 | 67000 | 3.5202          | 0.3769   |
+| 3.1135        | 19.7964 | 68000 | 3.5187          | 0.3771   |
+
+
+### Framework versions
+
+- Transformers 4.55.2
+- Pytorch 2.8.0+cu128
+- Datasets 4.0.0
+- Tokenizers 0.21.4

cost_to_drop_frequency_5039/all_results.json

@@ -0,0 +1,16 @@
+{
+    "epoch": 20.0,
+    "eval_accuracy": 0.37203666780213424,
+    "eval_loss": 3.540740489959717,
+    "eval_runtime": 179.4997,
+    "eval_samples": 16643,
+    "eval_samples_per_second": 92.719,
+    "eval_steps_per_second": 5.799,
+    "perplexity": 34.49245105033674,
+    "total_flos": 1.43566384398336e+18,
+    "train_loss": 3.4343077527175305,
+    "train_runtime": 136644.7225,
+    "train_samples": 274724,
+    "train_samples_per_second": 40.21,
+    "train_steps_per_second": 0.503
+}

cost_to_drop_frequency_5039/checkpoint-30000/config.json

@@ -0,0 +1,31 @@
+{
+  "activation_function": "gelu_new",
+  "architectures": [
+    "GPT2LMHeadModel"
+  ],
+  "attn_pdrop": 0.1,
+  "bos_token_id": 50256,
+  "embd_pdrop": 0.1,
+  "eos_token_id": 50256,
+  "initializer_range": 0.02,
+  "layer_norm_epsilon": 1e-05,
+  "model_type": "gpt2",
+  "n_embd": 768,
+  "n_head": 12,
+  "n_inner": null,
+  "n_layer": 12,
+  "n_positions": 1024,
+  "reorder_and_upcast_attn": false,
+  "resid_pdrop": 0.1,
+  "scale_attn_by_inverse_layer_idx": false,
+  "scale_attn_weights": true,
+  "summary_activation": null,
+  "summary_first_dropout": 0.1,
+  "summary_proj_to_labels": true,
+  "summary_type": "cls_index",
+  "summary_use_proj": true,
+  "torch_dtype": "float32",
+  "transformers_version": "4.55.2",
+  "use_cache": true,
+  "vocab_size": 50257
+}

cost_to_drop_frequency_5039/checkpoint-30000/generation_config.json

@@ -0,0 +1,6 @@
+{
+  "_from_model_config": true,
+  "bos_token_id": 50256,
+  "eos_token_id": 50256,
+  "transformers_version": "4.55.2"
+}

cost_to_drop_frequency_5039/checkpoint-30000/model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:873ea3727cc5a71fbd804d866ed53eb27f27b510438c004c598fb98340342a6f
+size 497774208

cost_to_drop_frequency_5039/checkpoint-30000/optimizer.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3ff4d319a5f1d3c543dad7102e78a0014219c8f336eb743658ae4c271e2c7084
+size 995644811

cost_to_drop_frequency_5039/checkpoint-30000/rng_state.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c3bf013102919107625384d2c990b9c5417a4bd2ac58a0a005045fb403299c7d
+size 14709

cost_to_drop_frequency_5039/checkpoint-30000/scaler.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e7c33361cd2d7c07f43289beb1400eb3b35e2925d1e45eaef6df5259bcae5c49
+size 1383

cost_to_drop_frequency_5039/checkpoint-30000/scheduler.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c4decfe71065d891acd4c1f26bc0cff168cac64fb24202d09c68225dfad60bdc
+size 1465

cost_to_drop_frequency_5039/checkpoint-30000/special_tokens_map.json

@@ -0,0 +1,5 @@
+{
+  "bos_token": "<|endoftext|>",
+  "eos_token": "<|endoftext|>",
+  "unk_token": "<|endoftext|>"
+}

cost_to_drop_frequency_5039/checkpoint-30000/tokenizer_config.json

@@ -0,0 +1,20 @@
+{
+  "add_prefix_space": false,
+  "added_tokens_decoder": {
+    "50256": {
+      "content": "<|endoftext|>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "bos_token": "<|endoftext|>",
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "<|endoftext|>",
+  "extra_special_tokens": {},
+  "model_max_length": 1024,
+  "tokenizer_class": "GPT2Tokenizer",
+  "unk_token": "<|endoftext|>"
+}

cost_to_drop_frequency_5039/checkpoint-30000/training_args.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:83ab1f97ec2871ee1bc51f090550269e0d312593af1fd688e4338e9a2ea6d349
+size 5969

cost_to_drop_frequency_5039/checkpoint-40000/config.json

@@ -0,0 +1,31 @@
+{
+  "activation_function": "gelu_new",
+  "architectures": [
+    "GPT2LMHeadModel"
+  ],
+  "attn_pdrop": 0.1,
+  "bos_token_id": 50256,
+  "embd_pdrop": 0.1,
+  "eos_token_id": 50256,
+  "initializer_range": 0.02,
+  "layer_norm_epsilon": 1e-05,
+  "model_type": "gpt2",
+  "n_embd": 768,
+  "n_head": 12,
+  "n_inner": null,
+  "n_layer": 12,
+  "n_positions": 1024,
+  "reorder_and_upcast_attn": false,
+  "resid_pdrop": 0.1,
+  "scale_attn_by_inverse_layer_idx": false,
+  "scale_attn_weights": true,
+  "summary_activation": null,
+  "summary_first_dropout": 0.1,
+  "summary_proj_to_labels": true,
+  "summary_type": "cls_index",
+  "summary_use_proj": true,
+  "torch_dtype": "float32",
+  "transformers_version": "4.55.2",
+  "use_cache": true,
+  "vocab_size": 50257
+}

cost_to_drop_frequency_5039/checkpoint-40000/generation_config.json

@@ -0,0 +1,6 @@
+{
+  "_from_model_config": true,
+  "bos_token_id": 50256,
+  "eos_token_id": 50256,
+  "transformers_version": "4.55.2"
+}

cost_to_drop_frequency_5039/checkpoint-40000/model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:414deee74a56f07da6de2669a1b07352a74619c5db06a98eff6c8f339126863d
+size 497774208

cost_to_drop_frequency_5039/checkpoint-40000/optimizer.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:830cc2257a6871ef4aba23bc67f795d5e6ecbe688e44c88c170860cb039a5f1f
+size 995644811

cost_to_drop_frequency_5039/checkpoint-40000/rng_state.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a46bac1e6203ff2e23190a82b759e35cc513c6cc3dce918494b0860eed7a6fe4
+size 14709

cost_to_drop_frequency_5039/checkpoint-40000/scaler.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:946d222c96171d9e6142a089a88714003c15dce6d74524a06b7643528a87048a
+size 1383

cost_to_drop_frequency_5039/checkpoint-40000/scheduler.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0c19503a968dfffb71da04ed1cec23058f6271195de451325b4ea7fc7f06f964
+size 1465

cost_to_drop_frequency_5039/checkpoint-40000/special_tokens_map.json

@@ -0,0 +1,5 @@
+{
+  "bos_token": "<|endoftext|>",
+  "eos_token": "<|endoftext|>",
+  "unk_token": "<|endoftext|>"
+}

cost_to_drop_frequency_5039/checkpoint-40000/tokenizer_config.json

@@ -0,0 +1,20 @@
+{
+  "add_prefix_space": false,
+  "added_tokens_decoder": {
+    "50256": {
+      "content": "<|endoftext|>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "bos_token": "<|endoftext|>",
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "<|endoftext|>",
+  "extra_special_tokens": {},
+  "model_max_length": 1024,
+  "tokenizer_class": "GPT2Tokenizer",
+  "unk_token": "<|endoftext|>"
+}

cost_to_drop_frequency_5039/checkpoint-40000/training_args.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:83ab1f97ec2871ee1bc51f090550269e0d312593af1fd688e4338e9a2ea6d349
+size 5969

cost_to_drop_frequency_5039/checkpoint-50000/config.json

@@ -0,0 +1,31 @@
+{
+  "activation_function": "gelu_new",
+  "architectures": [
+    "GPT2LMHeadModel"
+  ],
+  "attn_pdrop": 0.1,
+  "bos_token_id": 50256,
+  "embd_pdrop": 0.1,
+  "eos_token_id": 50256,
+  "initializer_range": 0.02,
+  "layer_norm_epsilon": 1e-05,
+  "model_type": "gpt2",
+  "n_embd": 768,
+  "n_head": 12,
+  "n_inner": null,
+  "n_layer": 12,
+  "n_positions": 1024,
+  "reorder_and_upcast_attn": false,
+  "resid_pdrop": 0.1,
+  "scale_attn_by_inverse_layer_idx": false,
+  "scale_attn_weights": true,
+  "summary_activation": null,
+  "summary_first_dropout": 0.1,
+  "summary_proj_to_labels": true,
+  "summary_type": "cls_index",
+  "summary_use_proj": true,
+  "torch_dtype": "float32",
+  "transformers_version": "4.55.2",
+  "use_cache": true,
+  "vocab_size": 50257
+}

cost_to_drop_frequency_5039/checkpoint-50000/generation_config.json

@@ -0,0 +1,6 @@
+{
+  "_from_model_config": true,
+  "bos_token_id": 50256,
+  "eos_token_id": 50256,
+  "transformers_version": "4.55.2"
+}

cost_to_drop_frequency_5039/checkpoint-50000/model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e9e14eda63a0fec12d748b7341dc5b587ed039de09fc540045f41ff696e72250
+size 497774208

cost_to_drop_frequency_5039/checkpoint-50000/optimizer.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:74673216263d2870379e00bccb75995ae722de00ce763f48b2cb91d9e76344f6
+size 995644811

cost_to_drop_frequency_5039/checkpoint-50000/rng_state.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:66a90c3de6c65744b9610dcc060886522be8c56a54d99479baf1cd261b1a9fe8
+size 14709

cost_to_drop_frequency_5039/checkpoint-50000/scaler.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bef4d3542a8b90cfedeaafec98749fc4ad766b9ea8eaeef2c42206c124f49b3e
+size 1383

cost_to_drop_frequency_5039/checkpoint-50000/scheduler.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:83c9d5ef0f83a88aeffa53c543d02f32eef44db7cf6b396d7b3eb055fa36dcdc
+size 1465

cost_to_drop_frequency_5039/checkpoint-50000/special_tokens_map.json

@@ -0,0 +1,5 @@
+{
+  "bos_token": "<|endoftext|>",
+  "eos_token": "<|endoftext|>",
+  "unk_token": "<|endoftext|>"
+}

cost_to_drop_frequency_5039/checkpoint-50000/tokenizer_config.json

@@ -0,0 +1,20 @@
+{
+  "add_prefix_space": false,
+  "added_tokens_decoder": {
+    "50256": {
+      "content": "<|endoftext|>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "bos_token": "<|endoftext|>",
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "<|endoftext|>",
+  "extra_special_tokens": {},
+  "model_max_length": 1024,
+  "tokenizer_class": "GPT2Tokenizer",
+  "unk_token": "<|endoftext|>"
+}

cost_to_drop_frequency_5039/checkpoint-50000/training_args.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:83ab1f97ec2871ee1bc51f090550269e0d312593af1fd688e4338e9a2ea6d349
+size 5969

cost_to_drop_frequency_5039/checkpoint-60000/config.json

@@ -0,0 +1,31 @@
+{
+  "activation_function": "gelu_new",
+  "architectures": [
+    "GPT2LMHeadModel"
+  ],
+  "attn_pdrop": 0.1,
+  "bos_token_id": 50256,
+  "embd_pdrop": 0.1,
+  "eos_token_id": 50256,
+  "initializer_range": 0.02,
+  "layer_norm_epsilon": 1e-05,
+  "model_type": "gpt2",
+  "n_embd": 768,
+  "n_head": 12,
+  "n_inner": null,
+  "n_layer": 12,
+  "n_positions": 1024,
+  "reorder_and_upcast_attn": false,
+  "resid_pdrop": 0.1,
+  "scale_attn_by_inverse_layer_idx": false,
+  "scale_attn_weights": true,
+  "summary_activation": null,
+  "summary_first_dropout": 0.1,
+  "summary_proj_to_labels": true,
+  "summary_type": "cls_index",
+  "summary_use_proj": true,
+  "torch_dtype": "float32",
+  "transformers_version": "4.55.2",
+  "use_cache": true,
+  "vocab_size": 50257
+}

cost_to_drop_frequency_5039/checkpoint-60000/generation_config.json

@@ -0,0 +1,6 @@
+{
+  "_from_model_config": true,
+  "bos_token_id": 50256,
+  "eos_token_id": 50256,
+  "transformers_version": "4.55.2"
+}

cost_to_drop_frequency_5039/checkpoint-60000/model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:519ca95e0f3bd1877267ba0e5002f9f27570671ef09ddd0a436e9a1fbf18a54e
+size 497774208

cost_to_drop_frequency_5039/checkpoint-60000/optimizer.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cabbc06170bab9263fbad8f6e0acf89426b50025101f633bad8ecc8b43967561
+size 995644811

cost_to_drop_frequency_5039/checkpoint-60000/rng_state.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:91426a3206bead78947ebbe8050170b4706659e4cc93bf200114f2b5dccf51d9
+size 14709