End of training

README.md

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+---
+base_model: gpt2
+library_name: Distily
+license: mit
+tags:
+- generated_from_trainer
+model-index:
+- name: distily_bench_obj_cross_v2.13_gpt2
+  results: []
+---
+
+# distily_bench_obj_cross_v2.13_gpt2
+
+This student model is distilled from the teacher model [gpt2](https://huggingface.co/gpt2) using the dataset (unspecified).
+
+The [Distily](https://github.com/lapp0/distily) library was used for this distillation.
+
+It achieves the following results on the evaluation set:
+- eval_enwikippl: 1248.0
+- eval_frwikippl: 6560.0
+- eval_zhwikippl: 24448.0
+- eval_tinystoriesppl: 968.0
+- eval_loss: 2.4413
+- eval_runtime: 12.6655
+- eval_samples_per_second: 47.373
+- eval_steps_per_second: 11.843
+
+<!-- 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.
+
+## 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:
+- distillation_objective: DistillationObjective(logits_loss_component=LossComponent(label=logits, weight=1, loss_fn=kl, layer_mapper=None, projector=None), hs_loss_component=LossComponent(label=hs, weight=0, loss_fn=None, layer_mapper=None, projector=None), attn_loss_component=LossComponent(label=attn, weight=0, loss_fn=None, layer_mapper=None, projector=None))
+- train_embeddings: True
+- learning_rate: 0.0001
+- train_batch_size: 8
+- eval_batch_size: 4
+- seed: 42
+- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
+- lr_scheduler_type: linear
+- lr_scheduler_warmup_ratio: 0.5
+- num_epochs: 1.0
+
+### Resource Usage
+Peak GPU Memory: 7.9388 GB
+
+### Eval-Phase Metrics
+| step | epoch | enwikippl | frwikippl | loss | runtime | samples_per_second | steps_per_second | tinystoriesppl | zhwikippl |
+| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
+| **teacher eval** |  | 43.75 | 61.75 |  |  |  |  | 11.8125 | 19.125 |
+| 0 | 0 | 1065151889408.0 | 117097988358144.0 | 20.4033 | 12.6433 | 47.456 | 11.864 | 4362076160.0 | 27762668601344.0 |
+| 750 | 0.1010 | 1248.0 | 6560.0 | 2.4413 | 12.6655 | 47.373 | 11.843 | 968.0 | 24448.0 |
+| 1500 | 0.2020 | 500.0 | 3712.0 | 1.8019 | 12.6495 | 47.433 | 11.858 | 352.0 | 820.0 |
+| 2250 | 0.3030 | 342.0 | 1832.0 | 1.5659 | 12.681 | 47.315 | 11.829 | 276.0 | 294.0 |
+| 3000 | 0.4040 | 245.0 | 932.0 | 1.3644 | 12.6925 | 47.272 | 11.818 | 198.0 | 228.0 |
+| 3750 | 0.5051 | 191.0 | 680.0 | 1.2038 | 12.6837 | 47.305 | 11.826 | 159.0 | 219.0 |
+| 4500 | 0.6061 | 148.0 | 596.0 | 1.0541 | 12.6874 | 47.291 | 11.823 | 127.5 | 188.0 |
+| 5250 | 0.7071 | 129.0 | 442.0 | 0.9331 | 12.6692 | 47.359 | 11.84 | 102.5 | 126.5 |
+| 6000 | 0.8081 | 117.0 | 412.0 | 0.8757 | 12.6912 | 47.277 | 11.819 | 94.5 | 124.5 |
+| 6750 | 0.9091 | 112.0 | 398.0 | 0.8483 | 12.8574 | 46.666 | 11.666 | 90.0 | 119.5 |
+| 7425 | 1.0 | 110.5 | 392.0 | 0.8433 | 12.717 | 47.181 | 11.795 | 89.0 | 119.0 |
+
+### Framework versions
+- Distily 0.2.0
+- Transformers 4.44.0
+- Pytorch 2.3.0
+- Datasets 2.21.0

config.json

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+{
+  "_name_or_path": "gpt2",
+  "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_ctx": 1024,
+  "n_embd": 768,
+  "n_head": 12,
+  "n_inner": null,
+  "n_layer": 12,
+  "n_positions": 1024,
+  "quantization_config": {
+    "_load_in_4bit": false,
+    "_load_in_8bit": true,
+    "bnb_4bit_compute_dtype": "float32",
+    "bnb_4bit_quant_storage": "uint8",
+    "bnb_4bit_quant_type": "fp4",
+    "bnb_4bit_use_double_quant": false,
+    "llm_int8_enable_fp32_cpu_offload": false,
+    "llm_int8_has_fp16_weight": false,
+    "llm_int8_skip_modules": null,
+    "llm_int8_threshold": 6.0,
+    "load_in_4bit": false,
+    "load_in_8bit": true,
+    "quant_method": "bitsandbytes"
+  },
+  "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,
+  "task_specific_params": {
+    "text-generation": {
+      "do_sample": true,
+      "max_length": 50
+    }
+  },
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.44.0",
+  "use_cache": true,
+  "vocab_size": 50257
+}

generation_config.json

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+{
+  "_from_model_config": true,
+  "bos_token_id": 50256,
+  "eos_token_id": 50256,
+  "transformers_version": "4.44.0"
+}

logs/hidden_weights=1.0, hs_layer_mappers=all, hs_loss_fns=kl/events.out.tfevents.1724086431.f383272e719b

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logs/hidden_weights=1.0, hs_layer_mappers=all, hs_loss_fns=kl/events.out.tfevents.1724089332.f383272e719b

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model.safetensors

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special_tokens_map.json

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+{
+  "bos_token": "<|endoftext|>",
+  "eos_token": "<|endoftext|>",
+  "pad_token": "<|endoftext|>",
+  "unk_token": "<|endoftext|>"
+}

tokenizer_config.json

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+{
+  "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": true,
+  "eos_token": "<|endoftext|>",
+  "model_max_length": 1024,
+  "pad_token": "<|endoftext|>",
+  "tokenizer_class": "GPT2Tokenizer",
+  "unk_token": "<|endoftext|>"
+}

training_args.bin

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