This commit is contained in:
s444501 2023-02-12 23:22:40 +01:00
parent 0c3af3bede
commit 7ce408fb11
17 changed files with 140873 additions and 1 deletions

8994
FLAN_T5.ipynb Normal file

File diff suppressed because it is too large Load Diff

View File

@ -12,4 +12,5 @@
## Modyfikacje
1. Zamrożenie pierwszych 20 warstw
# Transformer w trybie few-shot/zero-shot learning - ?????
# Transformer w trybie few-shot/zero-shot learning - FLAN-T5
## Brak modyfikacji

62
models/flan-t5/README.md Normal file
View File

@ -0,0 +1,62 @@
---
language:
- text
- label
license: apache-2.0
tags:
- generated_from_trainer
metrics:
- bleu
- accuracy
model-index:
- name: flan_t5
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. -->
# flan_t5
This model is a fine-tuned version of [google/flan-t5-small](https://huggingface.co/google/flan-t5-small) on an unknown dataset.
It achieves the following results on the evaluation set:
- Loss: 0.4009
- Bleu: 0.0
- Accuracy: 1.0
- Gen Len: 2.0
## 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: 5e-05
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 1.0
### Training results
### Framework versions
- Transformers 4.26.1
- Pytorch 1.13.1+cu116
- Datasets 2.9.0
- Tokenizers 0.13.2

View File

@ -0,0 +1,24 @@
{
"epoch": 1.0,
"eval_accuracy": 1.0,
"eval_bleu": 0.0,
"eval_gen_len": 2.0,
"eval_loss": 0.4009273052215576,
"eval_runtime": 265.8814,
"eval_samples": 2000,
"eval_samples_per_second": 7.522,
"eval_steps_per_second": 0.94,
"predict_accuracy": 1.0,
"predict_bleu": 0.0,
"predict_gen_len": 2.0,
"predict_loss": 0.3817981481552124,
"predict_runtime": 289.0109,
"predict_samples": 2000,
"predict_samples_per_second": 6.92,
"predict_steps_per_second": 0.865,
"train_loss": 0.6111455688476563,
"train_runtime": 3912.895,
"train_samples": 16000,
"train_samples_per_second": 4.089,
"train_steps_per_second": 0.511
}

View File

@ -0,0 +1,61 @@
{
"_name_or_path": "google/flan-t5-small",
"architectures": [
"T5ForConditionalGeneration"
],
"d_ff": 1024,
"d_kv": 64,
"d_model": 512,
"decoder_start_token_id": 0,
"dense_act_fn": "gelu_new",
"dropout_rate": 0.1,
"eos_token_id": 1,
"feed_forward_proj": "gated-gelu",
"initializer_factor": 1.0,
"is_encoder_decoder": true,
"is_gated_act": true,
"layer_norm_epsilon": 1e-06,
"model_type": "t5",
"n_positions": 512,
"num_decoder_layers": 8,
"num_heads": 6,
"num_layers": 8,
"output_past": true,
"pad_token_id": 0,
"relative_attention_max_distance": 128,
"relative_attention_num_buckets": 32,
"task_specific_params": {
"summarization": {
"early_stopping": true,
"length_penalty": 2.0,
"max_length": 200,
"min_length": 30,
"no_repeat_ngram_size": 3,
"num_beams": 4,
"prefix": "summarize: "
},
"translation_en_to_de": {
"early_stopping": true,
"max_length": 300,
"num_beams": 4,
"prefix": "translate English to German: "
},
"translation_en_to_fr": {
"early_stopping": true,
"max_length": 300,
"num_beams": 4,
"prefix": "translate English to French: "
},
"translation_en_to_ro": {
"early_stopping": true,
"max_length": 300,
"num_beams": 4,
"prefix": "translate English to Romanian: "
}
},
"tie_word_embeddings": false,
"torch_dtype": "float32",
"transformers_version": "4.26.1",
"use_cache": true,
"vocab_size": 32100
}

View File

@ -0,0 +1,11 @@
{
"epoch": 1.0,
"eval_accuracy": 1.0,
"eval_bleu": 0.0,
"eval_gen_len": 2.0,
"eval_loss": 0.4009273052215576,
"eval_runtime": 265.8814,
"eval_samples": 2000,
"eval_samples_per_second": 7.522,
"eval_steps_per_second": 0.94
}

File diff suppressed because it is too large Load Diff

View File

@ -0,0 +1,7 @@
{
"_from_model_config": true,
"decoder_start_token_id": 0,
"eos_token_id": 1,
"pad_token_id": 0,
"transformers_version": "4.26.1"
}

View File

@ -0,0 +1,10 @@
{
"predict_accuracy": 1.0,
"predict_bleu": 0.0,
"predict_gen_len": 2.0,
"predict_loss": 0.3817981481552124,
"predict_runtime": 289.0109,
"predict_samples": 2000,
"predict_samples_per_second": 6.92,
"predict_steps_per_second": 0.865
}

Binary file not shown.

View File

@ -0,0 +1,107 @@
{
"additional_special_tokens": [
"<extra_id_0>",
"<extra_id_1>",
"<extra_id_2>",
"<extra_id_3>",
"<extra_id_4>",
"<extra_id_5>",
"<extra_id_6>",
"<extra_id_7>",
"<extra_id_8>",
"<extra_id_9>",
"<extra_id_10>",
"<extra_id_11>",
"<extra_id_12>",
"<extra_id_13>",
"<extra_id_14>",
"<extra_id_15>",
"<extra_id_16>",
"<extra_id_17>",
"<extra_id_18>",
"<extra_id_19>",
"<extra_id_20>",
"<extra_id_21>",
"<extra_id_22>",
"<extra_id_23>",
"<extra_id_24>",
"<extra_id_25>",
"<extra_id_26>",
"<extra_id_27>",
"<extra_id_28>",
"<extra_id_29>",
"<extra_id_30>",
"<extra_id_31>",
"<extra_id_32>",
"<extra_id_33>",
"<extra_id_34>",
"<extra_id_35>",
"<extra_id_36>",
"<extra_id_37>",
"<extra_id_38>",
"<extra_id_39>",
"<extra_id_40>",
"<extra_id_41>",
"<extra_id_42>",
"<extra_id_43>",
"<extra_id_44>",
"<extra_id_45>",
"<extra_id_46>",
"<extra_id_47>",
"<extra_id_48>",
"<extra_id_49>",
"<extra_id_50>",
"<extra_id_51>",
"<extra_id_52>",
"<extra_id_53>",
"<extra_id_54>",
"<extra_id_55>",
"<extra_id_56>",
"<extra_id_57>",
"<extra_id_58>",
"<extra_id_59>",
"<extra_id_60>",
"<extra_id_61>",
"<extra_id_62>",
"<extra_id_63>",
"<extra_id_64>",
"<extra_id_65>",
"<extra_id_66>",
"<extra_id_67>",
"<extra_id_68>",
"<extra_id_69>",
"<extra_id_70>",
"<extra_id_71>",
"<extra_id_72>",
"<extra_id_73>",
"<extra_id_74>",
"<extra_id_75>",
"<extra_id_76>",
"<extra_id_77>",
"<extra_id_78>",
"<extra_id_79>",
"<extra_id_80>",
"<extra_id_81>",
"<extra_id_82>",
"<extra_id_83>",
"<extra_id_84>",
"<extra_id_85>",
"<extra_id_86>",
"<extra_id_87>",
"<extra_id_88>",
"<extra_id_89>",
"<extra_id_90>",
"<extra_id_91>",
"<extra_id_92>",
"<extra_id_93>",
"<extra_id_94>",
"<extra_id_95>",
"<extra_id_96>",
"<extra_id_97>",
"<extra_id_98>",
"<extra_id_99>"
],
"eos_token": "</s>",
"pad_token": "<pad>",
"unk_token": "<unk>"
}

BIN
models/flan-t5/spiece.model Normal file

Binary file not shown.

129425
models/flan-t5/tokenizer.json Normal file

File diff suppressed because one or more lines are too long

View File

@ -0,0 +1,113 @@
{
"additional_special_tokens": [
"<extra_id_0>",
"<extra_id_1>",
"<extra_id_2>",
"<extra_id_3>",
"<extra_id_4>",
"<extra_id_5>",
"<extra_id_6>",
"<extra_id_7>",
"<extra_id_8>",
"<extra_id_9>",
"<extra_id_10>",
"<extra_id_11>",
"<extra_id_12>",
"<extra_id_13>",
"<extra_id_14>",
"<extra_id_15>",
"<extra_id_16>",
"<extra_id_17>",
"<extra_id_18>",
"<extra_id_19>",
"<extra_id_20>",
"<extra_id_21>",
"<extra_id_22>",
"<extra_id_23>",
"<extra_id_24>",
"<extra_id_25>",
"<extra_id_26>",
"<extra_id_27>",
"<extra_id_28>",
"<extra_id_29>",
"<extra_id_30>",
"<extra_id_31>",
"<extra_id_32>",
"<extra_id_33>",
"<extra_id_34>",
"<extra_id_35>",
"<extra_id_36>",
"<extra_id_37>",
"<extra_id_38>",
"<extra_id_39>",
"<extra_id_40>",
"<extra_id_41>",
"<extra_id_42>",
"<extra_id_43>",
"<extra_id_44>",
"<extra_id_45>",
"<extra_id_46>",
"<extra_id_47>",
"<extra_id_48>",
"<extra_id_49>",
"<extra_id_50>",
"<extra_id_51>",
"<extra_id_52>",
"<extra_id_53>",
"<extra_id_54>",
"<extra_id_55>",
"<extra_id_56>",
"<extra_id_57>",
"<extra_id_58>",
"<extra_id_59>",
"<extra_id_60>",
"<extra_id_61>",
"<extra_id_62>",
"<extra_id_63>",
"<extra_id_64>",
"<extra_id_65>",
"<extra_id_66>",
"<extra_id_67>",
"<extra_id_68>",
"<extra_id_69>",
"<extra_id_70>",
"<extra_id_71>",
"<extra_id_72>",
"<extra_id_73>",
"<extra_id_74>",
"<extra_id_75>",
"<extra_id_76>",
"<extra_id_77>",
"<extra_id_78>",
"<extra_id_79>",
"<extra_id_80>",
"<extra_id_81>",
"<extra_id_82>",
"<extra_id_83>",
"<extra_id_84>",
"<extra_id_85>",
"<extra_id_86>",
"<extra_id_87>",
"<extra_id_88>",
"<extra_id_89>",
"<extra_id_90>",
"<extra_id_91>",
"<extra_id_92>",
"<extra_id_93>",
"<extra_id_94>",
"<extra_id_95>",
"<extra_id_96>",
"<extra_id_97>",
"<extra_id_98>",
"<extra_id_99>"
],
"eos_token": "</s>",
"extra_ids": 100,
"model_max_length": 512,
"name_or_path": "google/flan-t5-small",
"pad_token": "<pad>",
"sp_model_kwargs": {},
"special_tokens_map_file": "/home/younes_huggingface_co/.cache/huggingface/hub/models--google--t5-v1_1-small/snapshots/fb7e6cba609f7bab11c614294bc04f82f613c7b1/special_tokens_map.json",
"tokenizer_class": "T5Tokenizer",
"unk_token": "<unk>"
}

View File

@ -0,0 +1,8 @@
{
"epoch": 1.0,
"train_loss": 0.6111455688476563,
"train_runtime": 3912.895,
"train_samples": 16000,
"train_samples_per_second": 4.089,
"train_steps_per_second": 0.511
}

View File

@ -0,0 +1,49 @@
{
"best_metric": null,
"best_model_checkpoint": null,
"epoch": 1.0,
"global_step": 2000,
"is_hyper_param_search": false,
"is_local_process_zero": true,
"is_world_process_zero": true,
"log_history": [
{
"epoch": 0.25,
"learning_rate": 3.7500000000000003e-05,
"loss": 0.8478,
"step": 500
},
{
"epoch": 0.5,
"learning_rate": 2.5e-05,
"loss": 0.5567,
"step": 1000
},
{
"epoch": 0.75,
"learning_rate": 1.25e-05,
"loss": 0.5195,
"step": 1500
},
{
"epoch": 1.0,
"learning_rate": 0.0,
"loss": 0.5205,
"step": 2000
},
{
"epoch": 1.0,
"step": 2000,
"total_flos": 289235175800832.0,
"train_loss": 0.6111455688476563,
"train_runtime": 3912.895,
"train_samples_per_second": 4.089,
"train_steps_per_second": 0.511
}
],
"max_steps": 2000,
"num_train_epochs": 1,
"total_flos": 289235175800832.0,
"trial_name": null,
"trial_params": null
}

Binary file not shown.