Training in progress, epoch 0
Browse files- .gitattributes +1 -0
- README.md +64 -0
- adapter_config.json +34 -0
- adapter_model.safetensors +3 -0
- all_results.json +9 -0
- config.json +34 -0
- special_tokens_map.json +34 -0
- tokenizer.json +3 -0
- tokenizer_config.json +2013 -0
- train_results.json +9 -0
- trainer_state.json +1260 -0
- training_args.bin +3 -0
.gitattributes
CHANGED
@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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tokenizer.json filter=lfs diff=lfs merge=lfs -text
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README.md
ADDED
@@ -0,0 +1,64 @@
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+
---
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+
base_model: google/gemma-2-9b-it
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+
datasets:
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+
- generator
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+
library_name: peft
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+
license: gemma
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+
tags:
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+
- trl
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+
- sft
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+
- generated_from_trainer
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+
model-index:
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+
- name: gemma-2-9b-it-lora-magicoder
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+
results: []
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+
---
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+
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+
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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+
should probably proofread and complete it, then remove this comment. -->
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+
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+
# gemma-2-9b-it-lora-magicoder
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+
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+
This model is a fine-tuned version of [google/gemma-2-9b-it](https://huggingface.co/google/gemma-2-9b-it) on the alvarobartt/Magicoder-OAI dataset.
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+
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+
## Model description
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More information needed
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+
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## Intended uses & limitations
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+
More information needed
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+
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## Training and evaluation data
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+
More information needed
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+
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## Training procedure
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate: 0.0002
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+
- train_batch_size: 4
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+
- eval_batch_size: 8
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+
- seed: 42
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+
- distributed_type: multi-GPU
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+
- num_devices: 4
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+
- gradient_accumulation_steps: 2
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+
- total_train_batch_size: 32
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+
- total_eval_batch_size: 32
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+
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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+
- lr_scheduler_type: cosine
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- lr_scheduler_warmup_ratio: 0.1
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+
- num_epochs: 3
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+
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### Training results
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|
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+
|
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+
|
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### Framework versions
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- PEFT 0.12.0
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- Transformers 4.44.2
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- Pytorch 2.3.0+cu121
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+
- Datasets 3.0.0
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64 |
+
- Tokenizers 0.19.1
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adapter_config.json
ADDED
@@ -0,0 +1,34 @@
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{
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+
"alpha_pattern": {},
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3 |
+
"auto_mapping": null,
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+
"base_model_name_or_path": "google/gemma-2-2b-it",
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5 |
+
"bias": "none",
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6 |
+
"fan_in_fan_out": false,
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+
"inference_mode": true,
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+
"init_lora_weights": true,
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+
"layer_replication": null,
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+
"layers_pattern": null,
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+
"layers_to_transform": null,
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+
"loftq_config": {},
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+
"lora_alpha": 32,
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+
"lora_dropout": 0.01,
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+
"megatron_config": null,
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+
"megatron_core": "megatron.core",
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+
"modules_to_save": null,
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+
"peft_type": "LORA",
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+
"r": 16,
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+
"rank_pattern": {},
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"revision": null,
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+
"target_modules": [
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"up_proj",
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"q_proj",
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"v_proj",
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"o_proj",
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"k_proj",
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"down_proj",
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"gate_proj"
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],
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"task_type": "CAUSAL_LM",
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"use_dora": false,
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"use_rslora": false
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}
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adapter_model.safetensors
ADDED
@@ -0,0 +1,3 @@
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+
version https://git-lfs.github.com/spec/v1
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+
oid sha256:97d5e52b5668436977b4675922d9a5540ecdfc875c8488911bbe650cec148de2
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+
size 41582088
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all_results.json
ADDED
@@ -0,0 +1,9 @@
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{
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"epoch": 2.997420464316423,
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+
"total_flos": 1.7624457120055296e+16,
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+
"train_loss": 0.4506890232783245,
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5 |
+
"train_runtime": 9589.9992,
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+
"train_samples": 67677,
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+
"train_samples_per_second": 5.818,
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"train_steps_per_second": 0.182
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}
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config.json
ADDED
@@ -0,0 +1,34 @@
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{
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"_name_or_path": "google/gemma-2-9b-it",
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"architectures": [
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"Gemma2ForCausalLM"
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+
],
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"attention_bias": false,
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+
"attention_dropout": 0.0,
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8 |
+
"attn_logit_softcapping": 50.0,
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+
"bos_token_id": 2,
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"cache_implementation": "hybrid",
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"eos_token_id": 1,
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+
"final_logit_softcapping": 30.0,
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+
"head_dim": 256,
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+
"hidden_act": "gelu_pytorch_tanh",
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+
"hidden_activation": "gelu_pytorch_tanh",
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+
"hidden_size": 3584,
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+
"initializer_range": 0.02,
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"intermediate_size": 14336,
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+
"max_position_embeddings": 8192,
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+
"model_type": "gemma2",
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+
"num_attention_heads": 16,
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+
"num_hidden_layers": 42,
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+
"num_key_value_heads": 8,
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+
"pad_token_id": 0,
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+
"query_pre_attn_scalar": 256,
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+
"rms_norm_eps": 1e-06,
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+
"rope_theta": 10000.0,
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+
"sliding_window": 4096,
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"sliding_window_size": 4096,
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+
"torch_dtype": "bfloat16",
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+
"transformers_version": "4.44.2",
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"use_cache": true,
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"vocab_size": 256000
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}
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special_tokens_map.json
ADDED
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{
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"additional_special_tokens": [
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"<start_of_turn>",
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"<end_of_turn>"
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+
],
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"bos_token": {
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"content": "<bos>",
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+
"lstrip": false,
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+
"normalized": false,
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+
"rstrip": false,
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"single_word": false
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},
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"eos_token": {
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"content": "<eos>",
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+
"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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},
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"pad_token": {
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"content": "<pad>",
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"lstrip": false,
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"normalized": false,
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+
"rstrip": false,
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+
"single_word": false
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+
},
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"unk_token": {
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"content": "<unk>",
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+
"lstrip": false,
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+
"normalized": false,
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+
"rstrip": false,
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"single_word": false
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}
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}
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tokenizer.json
ADDED
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1 |
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version https://git-lfs.github.com/spec/v1
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+
oid sha256:3f289bc05132635a8bc7aca7aa21255efd5e18f3710f43e3cdb96bcd41be4922
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+
size 17525357
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tokenizer_config.json
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1 |
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2 |
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3 |
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4 |
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36 |
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|
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|
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|
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1743 |
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1827 |
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1862 |
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1902 |
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|
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|
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|
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|
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1917 |
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|
1918 |
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|
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|
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|
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|
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|
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1926 |
+
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|
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|
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|
1930 |
+
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|
1931 |
+
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|
1932 |
+
},
|
1933 |
+
"255992": {
|
1934 |
+
"content": "\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t",
|
1935 |
+
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|
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+
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|
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+
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|
1938 |
+
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|
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+
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|
1940 |
+
},
|
1941 |
+
"255993": {
|
1942 |
+
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|
1943 |
+
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|
1944 |
+
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|
1945 |
+
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|
1946 |
+
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|
1947 |
+
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|
1948 |
+
},
|
1949 |
+
"255994": {
|
1950 |
+
"content": "\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t",
|
1951 |
+
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|
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+
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|
1953 |
+
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|
1954 |
+
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|
1955 |
+
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|
1956 |
+
},
|
1957 |
+
"255995": {
|
1958 |
+
"content": "\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t",
|
1959 |
+
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|
1960 |
+
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|
1961 |
+
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|
1962 |
+
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|
1963 |
+
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|
1964 |
+
},
|
1965 |
+
"255996": {
|
1966 |
+
"content": "\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t",
|
1967 |
+
"lstrip": false,
|
1968 |
+
"normalized": false,
|
1969 |
+
"rstrip": false,
|
1970 |
+
"single_word": false,
|
1971 |
+
"special": false
|
1972 |
+
},
|
1973 |
+
"255997": {
|
1974 |
+
"content": "\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t",
|
1975 |
+
"lstrip": false,
|
1976 |
+
"normalized": false,
|
1977 |
+
"rstrip": false,
|
1978 |
+
"single_word": false,
|
1979 |
+
"special": false
|
1980 |
+
},
|
1981 |
+
"255998": {
|
1982 |
+
"content": "\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t",
|
1983 |
+
"lstrip": false,
|
1984 |
+
"normalized": false,
|
1985 |
+
"rstrip": false,
|
1986 |
+
"single_word": false,
|
1987 |
+
"special": false
|
1988 |
+
},
|
1989 |
+
"255999": {
|
1990 |
+
"content": "<unused99>",
|
1991 |
+
"lstrip": false,
|
1992 |
+
"normalized": false,
|
1993 |
+
"rstrip": false,
|
1994 |
+
"single_word": false,
|
1995 |
+
"special": false
|
1996 |
+
}
|
1997 |
+
},
|
1998 |
+
"additional_special_tokens": [
|
1999 |
+
"<start_of_turn>",
|
2000 |
+
"<end_of_turn>"
|
2001 |
+
],
|
2002 |
+
"bos_token": "<bos>",
|
2003 |
+
"chat_template": "{{ bos_token }}{% if messages[0]['role'] == 'system' %}{{ raise_exception('System role not supported') }}{% endif %}{% 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'] == 'assistant') %}{% set role = 'model' %}{% else %}{% set role = message['role'] %}{% endif %}{{ '<start_of_turn>' + role + '\n' + message['content'] | trim + '<end_of_turn>\n' }}{% endfor %}{% if add_generation_prompt %}{{'<start_of_turn>model\n'}}{% endif %}",
|
2004 |
+
"clean_up_tokenization_spaces": false,
|
2005 |
+
"eos_token": "<eos>",
|
2006 |
+
"model_max_length": 2048,
|
2007 |
+
"pad_token": "<pad>",
|
2008 |
+
"sp_model_kwargs": {},
|
2009 |
+
"spaces_between_special_tokens": false,
|
2010 |
+
"tokenizer_class": "GemmaTokenizer",
|
2011 |
+
"unk_token": "<unk>",
|
2012 |
+
"use_default_system_prompt": false
|
2013 |
+
}
|
train_results.json
ADDED
@@ -0,0 +1,9 @@
|
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|
1 |
+
{
|
2 |
+
"epoch": 2.997420464316423,
|
3 |
+
"total_flos": 1.7624457120055296e+16,
|
4 |
+
"train_loss": 0.4506890232783245,
|
5 |
+
"train_runtime": 9589.9992,
|
6 |
+
"train_samples": 67677,
|
7 |
+
"train_samples_per_second": 5.818,
|
8 |
+
"train_steps_per_second": 0.182
|
9 |
+
}
|
trainer_state.json
ADDED
@@ -0,0 +1,1260 @@
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"total_flos": 1.7624457120055296e+16,
|
1257 |
+
"train_batch_size": 4,
|
1258 |
+
"trial_name": null,
|
1259 |
+
"trial_params": null
|
1260 |
+
}
|
training_args.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:ec8059564270233c463911936512c79ec62b3b3bf31419a7cf3e709dbd672566
|
3 |
+
size 6904
|