Instructions to use amaai-lab/SonicVerse with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use amaai-lab/SonicVerse with PEFT:
from peft import PeftModel from transformers import AutoModelForCausalLM base_model = AutoModelForCausalLM.from_pretrained("mistralai/Mistral-7B-Instruct-v0.1") model = PeftModel.from_pretrained(base_model, "amaai-lab/SonicVerse") - Notebooks
- Google Colab
- Kaggle
Commit ·
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Parent(s): c1e394d
Initial commit
Browse files- .gitattributes +2 -0
- README.md +81 -3
- adapter_config.json +34 -0
- adapter_model.safetensors +3 -0
- config.json +31 -0
- non_lora_trainables.bin +3 -0
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README.md
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---
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---
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---
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base_model:
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- mistralai/Mistral-7B-v0.1
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- m-a-p/MERT-v1-95M
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library_name: peft
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license: apache-2.0
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datasets:
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- amaai-lab/MusicBench
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language:
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- en
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metrics:
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- bertscore
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- bleu
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pipeline_tag: audio-text-to-text
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---
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# Model Card for Model ID
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SonicVerse is a model that performs music captioning. Trained with concrete music feature labels to guide the captioning process, it provides features such as key, vocals, vocals gender, instrument, mood/theme, genre, in the generated caption.
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The model is trained for 10 second snippets of music for detailed captioning. The [Spaces demo](https://huggingface.co/spaces/annabeth97c/SonicVerse) allows chaining captions of multiple chunks of 10 seconds of music to generate a long detailed caption.
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## Model Details
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### Model Description
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Trained with a multi-tasking projector that outputs aligned language tokens from music input. Additionally, feature extraction (eg. key classification, vocals classification) is trained and then projected to language tokens, guiding the captioning.
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- **Developed by:** AMAAI Lab
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- **Funded by [optional]:** [More Information Needed]
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- **Shared by [optional]:** [More Information Needed]
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- **Model type:** Multi-modal Audio Text to Text model
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- **Language(s) (NLP):** English
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- **License:** Apache-2.0
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- **Finetuned from model :** mistralai/Mistral-7B-v0.1
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### Model Sources
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- **Repository:** https://github.com/annabeth97c/sonicverse
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- **Paper [optional]:** [More Information Needed]
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- **Demo :** https://annabeth97c.github.io/sonicverse/
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## Uses
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Model can be used for music-text paired dataset generation
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## How to Get Started with the Model
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Use the instructions provided on the [repository](https://github.com/annabeth97c/sonicverse) to run inference locally. Alternatively try out the model on the [spaces page](https://huggingface.co/spaces/annabeth97c/SonicVerse).
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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
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adapter_config.json
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{
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"alpha_pattern": {},
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"auto_mapping": null,
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"base_model_name_or_path": "mistralai/Mistral-7B-Instruct-v0.1",
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"bias": "none",
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"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": 16,
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"lora_dropout": 0.05,
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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": 64,
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"rank_pattern": {},
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"revision": null,
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"target_modules": [
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"q_proj",
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"v_proj",
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"gate_proj",
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"o_proj",
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"down_proj",
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"k_proj",
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"up_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
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version https://git-lfs.github.com/spec/v1
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oid sha256:ce19c1b7c28e67eb9ee6d49970f55c9b7487ba7e70c336d38ec89e3a51edb2bd
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size 335605144
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config.json
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{
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"_name_or_path": "mistralai/Mistral-7B-Instruct-v0.1",
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"architectures": [
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"MistralForCausalLM"
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],
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"attention_dropout": 0.0,
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"bos_token_id": 1,
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"eos_token_id": 2,
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"hidden_act": "silu",
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"hidden_size": 4096,
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"initializer_range": 0.02,
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"intermediate_size": 14336,
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"max_position_embeddings": 32768,
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"modalities": [
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"audio_mert"
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],
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"modality_builder": "audio_mert",
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"model_cls": "MistralLMMForCausalLM",
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"model_type": "mistral-lmm",
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"num_attention_heads": 32,
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"num_hidden_layers": 32,
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"num_key_value_heads": 8,
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"rms_norm_eps": 1e-05,
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"rope_theta": 10000.0,
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"sliding_window": 4096,
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"tie_word_embeddings": false,
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"torch_dtype": "bfloat16",
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"transformers_version": "4.40.1",
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"use_cache": false,
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"vocab_size": 32000
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}
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non_lora_trainables.bin
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version https://git-lfs.github.com/spec/v1
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size 2275096730
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