diff --git a/.gitattributes b/.gitattributes index a6344aac8c09253b3b630fb776ae94478aa0275b..c8021e67ed28c9bfb554c851c6d7540e78085e6b 100644 --- a/.gitattributes +++ b/.gitattributes @@ -33,3 +33,8 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text *.zip filter=lfs diff=lfs merge=lfs -text *.zst filter=lfs diff=lfs merge=lfs -text *tfevents* filter=lfs diff=lfs merge=lfs -text +checkpoint-1000/tokenizer.json filter=lfs diff=lfs merge=lfs -text +checkpoint-1500/tokenizer.json filter=lfs diff=lfs merge=lfs -text +checkpoint-1795/tokenizer.json filter=lfs diff=lfs merge=lfs -text +checkpoint-500/tokenizer.json filter=lfs diff=lfs merge=lfs -text +tokenizer.json filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000000000000000000000000000000000000..dffce0d6144131455423e0e0c501965d934819ac --- /dev/null +++ b/README.md @@ -0,0 +1,59 @@ +--- +library_name: peft +license: other +base_model: google/gemma-3-4b-it +tags: +- llama-factory +- lora +- generated_from_trainer +model-index: +- name: gemma3-4b-it_eqa_lora_sft + results: [] +--- + + + +# gemma3-4b-it_eqa_lora_sft + +This model is a fine-tuned version of [google/gemma-3-4b-it](https://huggingface.co/google/gemma-3-4b-it) on the energy_qa_alpaca dataset. + +## 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: 0.0001 +- train_batch_size: 1 +- eval_batch_size: 8 +- seed: 42 +- gradient_accumulation_steps: 8 +- total_train_batch_size: 8 +- optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments +- lr_scheduler_type: cosine +- lr_scheduler_warmup_ratio: 0.1 +- num_epochs: 1.0 + +### Training results + + + +### Framework versions + +- PEFT 0.15.2 +- Transformers 4.52.4 +- Pytorch 2.7.0+cu126 +- Datasets 3.6.0 +- Tokenizers 0.21.1 \ No newline at end of file diff --git a/adapter_config.json b/adapter_config.json new file mode 100644 index 0000000000000000000000000000000000000000..0bc2a4742cd353658689cbecb873242518438f6a --- /dev/null +++ b/adapter_config.json @@ -0,0 +1,138 @@ +{ + "alpha_pattern": {}, + "auto_mapping": null, + "base_model_name_or_path": "google/gemma-3-4b-it", + "bias": "none", + "corda_config": null, + "eva_config": null, + "exclude_modules": null, + "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": 16, + "lora_bias": false, + "lora_dropout": 0.0, + "megatron_config": null, + "megatron_core": "megatron.core", + "modules_to_save": null, + "peft_type": "LORA", + "r": 8, + "rank_pattern": {}, + "revision": null, + "target_modules": [ + 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"language_model.layers.24.self_attn.k_proj", + "language_model.layers.25.self_attn.q_proj", + "down_proj", + "language_model.layers.20.self_attn.q_proj", + "language_model.layers.10.self_attn.v_proj", + "30.self_attn.q_proj", + "33.self_attn.v_proj", + "language_model.layers.4.self_attn.q_proj", + "language_model.layers.18.self_attn.v_proj", + "31.self_attn.q_proj", + "33.self_attn.k_proj", + "language_model.layers.24.self_attn.v_proj", + "language_model.layers.23.self_attn.k_proj", + "language_model.layers.17.self_attn.k_proj", + "language_model.layers.0.self_attn.q_proj", + "language_model.layers.10.self_attn.q_proj", + "29.self_attn.v_proj", + "language_model.layers.1.self_attn.q_proj", + "30.self_attn.k_proj", + "language_model.layers.6.self_attn.k_proj", + "language_model.layers.1.self_attn.v_proj", + "28.self_attn.v_proj", + "language_model.layers.4.self_attn.v_proj", + "language_model.layers.0.self_attn.k_proj", + "30.self_attn.v_proj", + "28.self_attn.k_proj", + 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a/added_tokens.json b/added_tokens.json new file mode 100644 index 0000000000000000000000000000000000000000..e17bde03d42feda32d1abfca6d3b598b9a020df7 --- /dev/null +++ b/added_tokens.json @@ -0,0 +1,3 @@ +{ + "": 262144 +} diff --git a/all_results.json b/all_results.json new file mode 100644 index 0000000000000000000000000000000000000000..0a58076e2cc66f73bad065555e50c3ce0e484522 --- /dev/null +++ b/all_results.json @@ -0,0 +1,8 @@ +{ + "epoch": 1.0, + "total_flos": 1.3693762155471667e+17, + "train_loss": 1.6660522120908774, + "train_runtime": 6875.1124, + "train_samples_per_second": 2.088, + "train_steps_per_second": 0.261 +} \ No newline at end of file diff --git a/chat_template.jinja b/chat_template.jinja new file mode 100644 index 0000000000000000000000000000000000000000..1117055ab8e8c90e1b200be00cddb78943616d9e --- /dev/null +++ b/chat_template.jinja @@ -0,0 +1,47 @@ +{{ bos_token }} +{%- if messages[0]['role'] == 'system' -%} + {%- if messages[0]['content'] is string -%} + {%- set first_user_prefix = messages[0]['content'] + ' + +' -%} + {%- else -%} + {%- set first_user_prefix = messages[0]['content'][0]['text'] + ' + +' -%} + {%- endif -%} + {%- set loop_messages = messages[1:] -%} +{%- else -%} + {%- set first_user_prefix = "" -%} + {%- set loop_messages = messages -%} +{%- endif -%} +{%- for message in loop_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 -%} + {{ '' + role + ' +' + (first_user_prefix if loop.first else "") }} + {%- if message['content'] is string -%} + {{ message['content'] | trim }} + {%- elif message['content'] is iterable -%} + {%- for item in message['content'] -%} + {%- if item['type'] == 'image' -%} + {{ '' }} + {%- elif item['type'] == 'text' -%} + {{ item['text'] | trim }} + {%- endif -%} + {%- endfor -%} + {%- else -%} + {{ raise_exception("Invalid content type") }} + {%- endif -%} + {{ ' +' }} +{%- endfor -%} +{%- if add_generation_prompt -%} + {{'model +'}} +{%- endif -%} diff --git a/checkpoint-1000/README.md b/checkpoint-1000/README.md new file mode 100644 index 0000000000000000000000000000000000000000..f93df721910a2cd02ab07314319b24a3b7c44fc6 --- /dev/null +++ b/checkpoint-1000/README.md @@ -0,0 +1,202 @@ +--- +base_model: google/gemma-3-4b-it +library_name: peft +--- + +# Model Card for Model ID + + + + + +## Model Details + +### Model Description + + + + + +- **Developed by:** [More Information Needed] +- **Funded by [optional]:** [More Information Needed] +- **Shared by [optional]:** [More Information Needed] +- **Model type:** [More Information Needed] +- **Language(s) (NLP):** [More Information Needed] +- **License:** [More Information Needed] +- **Finetuned from model [optional]:** [More Information Needed] + +### Model Sources [optional] + + + +- **Repository:** [More Information Needed] +- **Paper [optional]:** [More Information Needed] +- **Demo [optional]:** [More Information Needed] + +## Uses + + + +### Direct Use + + + +[More Information Needed] + +### Downstream Use [optional] + + + +[More Information Needed] + +### Out-of-Scope Use + + + +[More Information Needed] + +## Bias, Risks, and Limitations + + + +[More Information Needed] + +### Recommendations + + + +Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations. + +## How to Get Started with the Model + +Use the code below to get started with the model. + +[More Information Needed] + +## Training Details + +### Training Data + + + +[More Information Needed] + +### Training Procedure + + + +#### Preprocessing [optional] + +[More Information Needed] + + +#### Training Hyperparameters + +- **Training regime:** [More Information Needed] + +#### Speeds, Sizes, Times [optional] + + + +[More Information Needed] + +## Evaluation + + + +### Testing Data, Factors & Metrics + +#### Testing Data + + + +[More Information Needed] + +#### Factors + + + +[More Information Needed] + +#### Metrics + + + +[More Information Needed] + +### Results + +[More Information Needed] + +#### Summary + + + +## Model Examination [optional] + + + +[More Information Needed] + +## Environmental Impact + + + +Carbon emissions can be estimated using the [Machine Learning Impact calculator](https://mlco2.github.io/impact#compute) presented in [Lacoste et al. (2019)](https://arxiv.org/abs/1910.09700). + +- **Hardware Type:** [More Information Needed] +- **Hours used:** [More Information Needed] +- **Cloud Provider:** [More Information Needed] +- **Compute Region:** [More Information Needed] +- **Carbon Emitted:** [More Information Needed] + +## Technical Specifications [optional] + +### Model Architecture and Objective + +[More Information Needed] + +### Compute Infrastructure + +[More Information Needed] + +#### Hardware + +[More Information Needed] + +#### Software + +[More Information Needed] + +## Citation [optional] + + + +**BibTeX:** + +[More Information Needed] + +**APA:** + +[More Information Needed] + +## Glossary [optional] + + + +[More Information Needed] + +## More Information [optional] + +[More Information Needed] + +## Model Card Authors [optional] + +[More Information Needed] + +## Model Card Contact + +[More Information Needed] +### Framework versions + +- PEFT 0.15.2 \ No newline at end of file diff --git a/checkpoint-1000/adapter_config.json b/checkpoint-1000/adapter_config.json new file mode 100644 index 0000000000000000000000000000000000000000..0bc2a4742cd353658689cbecb873242518438f6a --- /dev/null +++ b/checkpoint-1000/adapter_config.json @@ -0,0 +1,138 @@ +{ + "alpha_pattern": {}, + "auto_mapping": null, + "base_model_name_or_path": "google/gemma-3-4b-it", + "bias": "none", + "corda_config": null, + "eva_config": null, + "exclude_modules": null, + "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": 16, + "lora_bias": false, + "lora_dropout": 0.0, + "megatron_config": null, + "megatron_core": "megatron.core", + "modules_to_save": null, + "peft_type": "LORA", + "r": 8, + "rank_pattern": {}, + "revision": null, + "target_modules": [ + "language_model.layers.13.self_attn.q_proj", + "language_model.layers.11.self_attn.k_proj", + 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100644 index 0000000000000000000000000000000000000000..e17bde03d42feda32d1abfca6d3b598b9a020df7 --- /dev/null +++ b/checkpoint-1000/added_tokens.json @@ -0,0 +1,3 @@ +{ + "": 262144 +} diff --git a/checkpoint-1000/chat_template.jinja b/checkpoint-1000/chat_template.jinja new file mode 100644 index 0000000000000000000000000000000000000000..1117055ab8e8c90e1b200be00cddb78943616d9e --- /dev/null +++ b/checkpoint-1000/chat_template.jinja @@ -0,0 +1,47 @@ +{{ bos_token }} +{%- if messages[0]['role'] == 'system' -%} + {%- if messages[0]['content'] is string -%} + {%- set first_user_prefix = messages[0]['content'] + ' + +' -%} + {%- else -%} + {%- set first_user_prefix = messages[0]['content'][0]['text'] + ' + +' -%} + {%- endif -%} + {%- set loop_messages = messages[1:] -%} +{%- else -%} + {%- set first_user_prefix = "" -%} + {%- set loop_messages = messages -%} +{%- endif -%} +{%- for message in loop_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 -%} + {{ '' + role + ' +' + (first_user_prefix if loop.first else "") }} + {%- if message['content'] is string -%} + {{ message['content'] | trim }} + {%- elif message['content'] is iterable -%} + {%- for item in message['content'] -%} + {%- if item['type'] == 'image' -%} + {{ '' }} + {%- elif item['type'] == 'text' -%} + {{ item['text'] | trim }} + {%- endif -%} + {%- endfor -%} + {%- else -%} + {{ raise_exception("Invalid content type") }} + {%- endif -%} + {{ ' +' }} +{%- endfor -%} +{%- if add_generation_prompt -%} + {{'model +'}} +{%- endif -%} diff --git a/checkpoint-1000/optimizer.pt b/checkpoint-1000/optimizer.pt new file mode 100644 index 0000000000000000000000000000000000000000..4244bd01f9212e9d10ea43b9ad0c9f467d3c302c --- /dev/null +++ b/checkpoint-1000/optimizer.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2e3214eb162a0475b56dbac451433d6170c5c24b68947fcd779cf08a8ee5b61f +size 119611063 diff --git a/checkpoint-1000/preprocessor_config.json b/checkpoint-1000/preprocessor_config.json new file mode 100644 index 0000000000000000000000000000000000000000..b1e00fc184f61b698181821169c6374cd5813e5c --- /dev/null +++ b/checkpoint-1000/preprocessor_config.json @@ -0,0 +1,29 @@ +{ + "do_convert_rgb": null, + "do_normalize": true, + "do_pan_and_scan": null, + "do_rescale": true, + "do_resize": true, + "image_mean": [ + 0.5, + 0.5, + 0.5 + ], + "image_processor_type": "Gemma3ImageProcessor", + "image_seq_length": 256, + "image_std": [ + 0.5, + 0.5, + 0.5 + ], + "pan_and_scan_max_num_crops": null, + "pan_and_scan_min_crop_size": null, + "pan_and_scan_min_ratio_to_activate": null, + "processor_class": "Gemma3Processor", + "resample": 2, + "rescale_factor": 0.00392156862745098, + "size": { + "height": 896, + "width": 896 + } +} diff --git a/checkpoint-1000/processor_config.json b/checkpoint-1000/processor_config.json new file mode 100644 index 0000000000000000000000000000000000000000..453c7966d4b5d0b4a317c585989f64c58c2a6bf0 --- /dev/null +++ b/checkpoint-1000/processor_config.json @@ -0,0 +1,4 @@ +{ + "image_seq_length": 256, + "processor_class": "Gemma3Processor" +} diff --git a/checkpoint-1000/rng_state.pth b/checkpoint-1000/rng_state.pth new file mode 100644 index 0000000000000000000000000000000000000000..b059ca2a76606ab54a2502b2b3c9150c6b08b6eb --- /dev/null +++ b/checkpoint-1000/rng_state.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:250560ab3d528161ab3659b120def6e4a9ab4b457e3399603bbcfa40db3efc90 +size 14645 diff --git a/checkpoint-1000/scheduler.pt b/checkpoint-1000/scheduler.pt new file mode 100644 index 0000000000000000000000000000000000000000..77f04e71a874ffea2887b1991063212af50c5547 --- /dev/null +++ b/checkpoint-1000/scheduler.pt 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a/checkpoint-1000/tokenizer.json b/checkpoint-1000/tokenizer.json new file mode 100644 index 0000000000000000000000000000000000000000..29401f984828a18bb09a6128d437c6766785eb66 --- /dev/null +++ b/checkpoint-1000/tokenizer.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4667f2089529e8e7657cfb6d1c19910ae71ff5f28aa7ab2ff2763330affad795 +size 33384568 diff --git a/checkpoint-1000/tokenizer.model b/checkpoint-1000/tokenizer.model new file mode 100644 index 0000000000000000000000000000000000000000..14f810a829755bae3fafd6f97096dbd2eac556bd --- /dev/null +++ b/checkpoint-1000/tokenizer.model @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1299c11d7cf632ef3b4e11937501358ada021bbdf7c47638d13c0ee982f2e79c +size 4689074 diff --git a/checkpoint-1000/tokenizer_config.json b/checkpoint-1000/tokenizer_config.json new file mode 100644 index 0000000000000000000000000000000000000000..789baf2c0022729ebd830b44b98a01f58b2690f7 --- /dev/null +++ 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