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--- |
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library_name: peft |
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base_model: HuggingFaceM4/idefics-9b-instruct |
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--- |
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# Model Card for Model ID |
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This is a IDEFICS 9B model trained with ppo on the frozenlake env. |
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## Model Details |
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### Trainer Hyperparameters |
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suppress_warnings: True |
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debug: True |
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seed: 9812 |
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reseed_env: True |
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torch_deterministic: True |
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track: True |
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wandb_project_name: "frozenlake_idefics" |
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wandb_entity: null #'rl-team-unito' |
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wandb_log_dir: "${now:%Y-%m-%d_%H-%M-%S}" |
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save_video: True |
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save_video_every: 20 |
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save_stats: True |
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save_episode: False |
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env_size: 244 |
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env_area: 8 |
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num_prompt_images: 1 |
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use_text_description: True |
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# Algorithm specific arguments |
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model: "HuggingFaceM4/idefics-9b-instruct" |
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model_ckpt: null |
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lora_adapter_path: null |
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is_slippery: False |
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fixed_orientation: True |
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no_step_description: False |
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first_person: True |
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fov: 1 |
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total_timesteps: 400000 |
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disable_training: False |
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from_accelerate_savestate_to_checkpoint: False |
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learning_rate: 1e-5 |
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critic_learning_rate: 1e-5 |
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local_num_envs: 4 |
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num_steps: 128 |
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anneal_lr: False |
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gamma: 0.99 |
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gae_lambda: 0.95 |
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num_minibatches: 128 |
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update_epochs: 1 |
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norm_adv: True |
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clip_coef: 0.1 |
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clip_vloss: True |
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ent_coef: 0.01 #0.01 |
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vf_coef: 0.5 |
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max_grad_norm: 0.5 |
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target_kl: null |
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save_every: 50 |
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gradient_accumulation: 4 |
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adam_epsilon: 1e-8 |
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gradient_ckpt: False |
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lora: True |
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temperature: 'max_logit' |
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disable_adapters_for_generation: True |
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normalization_by_words: False |
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action_logits_from_whole_seq: True |
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advanced_action_matching: False |
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env_id: "FrozenLakeText-v0" # MiniGrid-LavaGapS7-v0 |
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generate_actions: False |
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value_prompt_template: "I am the agent in this minigrid world. {} Avoid the traps!\nWhat's the next best action?" |
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action_template: " Based on the information provided, the next best action would be to {}" |
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possible_actions_list: "forward pickup toggle opt_left opt_right opt_back" |
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### Model Sources [optional] |
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<!-- Provide the basic links for the model. --> |
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- **Repository:** [More Information Needed] |
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- **Paper [optional]:** [More Information Needed] |
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- **Demo [optional]:** [More Information Needed] |
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## Uses |
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<!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. --> |
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### Direct Use |
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<!-- This section is for the model use without fine-tuning or plugging into a larger ecosystem/app. --> |
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[More Information Needed] |
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### Downstream Use [optional] |
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<!-- This section is for the model use when fine-tuned for a task, or when plugged into a larger ecosystem/app --> |
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[More Information Needed] |
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### Out-of-Scope Use |
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<!-- This section addresses misuse, malicious use, and uses that the model will not work well for. --> |
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[More Information Needed] |
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## Bias, Risks, and Limitations |
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<!-- This section is meant to convey both technical and sociotechnical limitations. --> |
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[More Information Needed] |
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### Recommendations |
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<!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. --> |
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Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations. |
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## How to Get Started with the Model |
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Use the code below to get started with the model. |
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[More Information Needed] |
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## Training Details |
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### Training Data |
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<!-- This should link to a Dataset Card, perhaps with a short stub of information on what the training data is all about as well as documentation related to data pre-processing or additional filtering. --> |
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[More Information Needed] |
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### Training Procedure |
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<!-- This relates heavily to the Technical Specifications. Content here should link to that section when it is relevant to the training procedure. --> |
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#### Preprocessing [optional] |
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[More Information Needed] |
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#### Training Hyperparameters |
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- **Training regime:** [More Information Needed] <!--fp32, fp16 mixed precision, bf16 mixed precision, bf16 non-mixed precision, fp16 non-mixed precision, fp8 mixed precision --> |
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#### Speeds, Sizes, Times [optional] |
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<!-- This section provides information about throughput, start/end time, checkpoint size if relevant, etc. --> |
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[More Information Needed] |
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## Evaluation |
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<!-- This section describes the evaluation protocols and provides the results. --> |
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### Testing Data, Factors & Metrics |
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#### Testing Data |
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<!-- This should link to a Dataset Card if possible. --> |
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[More Information Needed] |
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#### Factors |
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<!-- These are the things the evaluation is disaggregating by, e.g., subpopulations or domains. --> |
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[More Information Needed] |
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#### Metrics |
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<!-- These are the evaluation metrics being used, ideally with a description of why. --> |
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[More Information Needed] |
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### Results |
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[More Information Needed] |
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#### Summary |
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## Model Examination [optional] |
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<!-- Relevant interpretability work for the model goes here --> |
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[More Information Needed] |
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## Environmental Impact |
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<!-- Total emissions (in grams of CO2eq) and additional considerations, such as electricity usage, go here. Edit the suggested text below accordingly --> |
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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). |
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- **Hardware Type:** [More Information Needed] |
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- **Hours used:** [More Information Needed] |
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- **Cloud Provider:** [More Information Needed] |
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- **Compute Region:** [More Information Needed] |
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- **Carbon Emitted:** [More Information Needed] |
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## Technical Specifications [optional] |
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### Model Architecture and Objective |
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[More Information Needed] |
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### Compute Infrastructure |
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[More Information Needed] |
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#### Hardware |
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[More Information Needed] |
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#### Software |
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[More Information Needed] |
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## Citation [optional] |
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<!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. --> |
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**BibTeX:** |
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[More Information Needed] |
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**APA:** |
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[More Information Needed] |
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## Glossary [optional] |
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<!-- If relevant, include terms and calculations in this section that can help readers understand the model or model card. --> |
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[More Information Needed] |
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## More Information [optional] |
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[More Information Needed] |
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## Model Card Authors [optional] |
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[More Information Needed] |
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## Model Card Contact |
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[More Information Needed] |
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### Framework versions |
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- PEFT 0.10.0 |
