Instructions to use microsoft/Magma-8B with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use microsoft/Magma-8B with Transformers:
# pip install -U transformers accelerate # Load model directly from transformers import AutoModelForCausalLM model = AutoModelForCausalLM.from_pretrained("microsoft/Magma-8B", trust_remote_code=True, device_map="auto") - Notebooks
- Google Colab
- Kaggle
Download config.json from microsoft/Magma-8B: direct link, hf CLI and curl.
- Browser
- Download file 5.25 kB
-
https://huggingface.co/microsoft/Magma-8B/resolve/0f0e2e41d5054a57ebba2f0f5c07d1fd736c8e2f/config.json
- Command line
-
hf download hf://microsoft/Magma-8B@0f0e2e41d5054a57ebba2f0f5c07d1fd736c8e2f/config.json
-
curl -L -o config.json https://huggingface.co/microsoft/Magma-8B/resolve/0f0e2e41d5054a57ebba2f0f5c07d1fd736c8e2f/config.json
5.25 kB
| { | |
| "_name_or_path": "/home/jianwyan/projects/ProjectWillow/azureblobs/projects4jw_model/magma/checkpoints/finetune-none-bs8-ep5-bimsz512-ncrops4-anyrescrop-seqlen3072-1e-5-constant-0.0_openx_magma_trace_coin_howto100m_ego4d_sthv2_epic_seeclick_llava_sharegpt4v_vision2ui_-1_iseTrue_ihTrue_tseFalse_tsdTrue_rtptsTrue_qsz256-nnodes12-zero1/checkpoint-12000", | |
| "architectures": [ | |
| "MagmaForConditionalGeneration" | |
| ], | |
| "attention_bias": false, | |
| "attention_dropout": 0.0, | |
| "hidden_act": "silu", | |
| "hidden_size": 4096, | |
| "image_token_index": 128257, | |
| "img_size": 512, | |
| "initializer_range": 0.02, | |
| "intermediate_size": 14336, | |
| "max_position_embeddings": 8192, | |
| "mlp_bias": false, | |
| "mm_use_image_history": true, | |
| "mm_use_image_start_end": true, | |
| "mm_use_trace_speed": true, | |
| "mm_use_trace_start_end": false, | |
| "model_type": "magma", | |
| "num_attention_heads": 32, | |
| "num_hidden_layers": 32, | |
| "num_key_value_heads": 8, | |
| "pretraining_tp": 1, | |
| "remove_static_trace_pts": true, | |
| "rms_norm_eps": 1e-05, | |
| "rope_scaling": null, | |
| "rope_theta": 500000.0, | |
| "spatial_quant_size": 256, | |
| "text_config": { | |
| "_name_or_path": "meta-llama/Meta-Llama-3-8B-Instruct", | |
| "add_cross_attention": false, | |
| "architectures": [ | |
| "LlamaForCausalLM" | |
| ], | |
| "attention_bias": false, | |
| "attention_dropout": 0.0, | |
| "bad_words_ids": null, | |
| "begin_suppress_tokens": null, | |
| "bos_token_id": 128000, | |
| "chunk_size_feed_forward": 0, | |
| "cross_attention_hidden_size": null, | |
| "decoder_start_token_id": null, | |
| "diversity_penalty": 0.0, | |
| "do_sample": false, | |
| "early_stopping": false, | |
| "encoder_no_repeat_ngram_size": 0, | |
| "eos_token_id": 128009, | |
| "exponential_decay_length_penalty": null, | |
| "finetuning_task": null, | |
| "forced_bos_token_id": null, | |
| "forced_eos_token_id": null, | |
| "hidden_act": "silu", | |
| "hidden_size": 4096, | |
| "id2label": { | |
| "0": "LABEL_0", | |
| "1": "LABEL_1" | |
| }, | |
| "initializer_range": 0.02, | |
| "intermediate_size": 14336, | |
| "is_decoder": false, | |
| "is_encoder_decoder": false, | |
| "label2id": { | |
| "LABEL_0": 0, | |
| "LABEL_1": 1 | |
| }, | |
| "length_penalty": 1.0, | |
| "max_length": 20, | |
| "max_position_embeddings": 8192, | |
| "min_length": 0, | |
| "mlp_bias": false, | |
| "model_type": "llama", | |
| "no_repeat_ngram_size": 0, | |
| "num_attention_heads": 32, | |
| "num_beam_groups": 1, | |
| "num_beams": 1, | |
| "num_hidden_layers": 32, | |
| "num_key_value_heads": 8, | |
| "num_return_sequences": 1, | |
| "output_attentions": false, | |
| "output_hidden_states": false, | |
| "output_scores": false, | |
| "pad_token_id": 128256, | |
| "prefix": null, | |
| "pretraining_tp": 1, | |
| "problem_type": null, | |
| "pruned_heads": {}, | |
| "remove_invalid_values": false, | |
| "repetition_penalty": 1.0, | |
| "return_dict": true, | |
| "return_dict_in_generate": false, | |
| "rms_norm_eps": 1e-05, | |
| "rope_scaling": null, | |
| "rope_theta": 500000.0, | |
| "sep_token_id": null, | |
| "suppress_tokens": null, | |
| "task_specific_params": null, | |
| "temperature": 1.0, | |
| "tf_legacy_loss": false, | |
| "tie_encoder_decoder": false, | |
| "tie_word_embeddings": false, | |
| "tokenizer_class": null, | |
| "top_k": 50, | |
| "top_p": 1.0, | |
| "torch_dtype": "bfloat16", | |
| "torchscript": false, | |
| "typical_p": 1.0, | |
| "use_bfloat16": false, | |
| "use_cache": true, | |
| "vocab_size": 128261 | |
| }, | |
| "tie_word_embeddings": false, | |
| "torch_dtype": "bfloat16", | |
| "transformers_version": "4.44.1", | |
| "use_cache": false, | |
| "vision_config": { | |
| "_name_or_path": "/mnt/model/llms/models--meta-llama--Meta-Llama-3-8B-Instruct/snapshots/c4a54320a52ed5f88b7a2f84496903ea4ff07b45", | |
| "architectures": [ | |
| "LlavaLlamaForCausalLM" | |
| ], | |
| "attention_bias": false, | |
| "attention_dropout": 0.0, | |
| "bos_token_id": 128000, | |
| "eos_token_id": 128009, | |
| "feature_outs": "encoder", | |
| "freeze_mm_mlp_adapter": false, | |
| "hidden_act": "silu", | |
| "hidden_size": 4096, | |
| "image_aspect_ratio": "square", | |
| "img_anyres_strategy": "crop", | |
| "img_size": 768, | |
| "initializer_range": 0.02, | |
| "intermediate_size": 14336, | |
| "max_num_crops": 4, | |
| "max_position_embeddings": 8192, | |
| "mm_hidden_size": 3072, | |
| "mm_projector_lr": null, | |
| "mm_projector_type": "mlp2x_gelu_segtokv9", | |
| "mm_use_im_patch_token": false, | |
| "mm_use_im_start_end": false, | |
| "mm_vision_select_feature": "patch", | |
| "mm_vision_select_layer": -2, | |
| "mm_vision_tower": "segtokv9_xxlarge", | |
| "model_type": "llava_llama", | |
| "num_attention_heads": 32, | |
| "num_hidden_layers": 32, | |
| "num_key_value_heads": 8, | |
| "pretraining_tp": 1, | |
| "proj_vis_to_txt_tokens": false, | |
| "rms_norm_eps": 1e-05, | |
| "rope_scaling": null, | |
| "rope_theta": 500000.0, | |
| "segtok_decoder_dim": 512, | |
| "segtok_num_queries": 201, | |
| "segtok_posembed": "sinusoidal", | |
| "tie_word_embeddings": false, | |
| "tokenizer_model_max_length": 4096, | |
| "tokenizer_padding_side": "right", | |
| "torch_dtype": "bfloat16", | |
| "transformers_version": "4.36.2", | |
| "tune_mm_mlp_adapter": false, | |
| "tune_vision_tokenizer": "all", | |
| "use_cache": true, | |
| "use_mm_proj": true, | |
| "vision_backbone": "convnextxxlarge", | |
| "vision_feature_layer": "clip_vis_dense", | |
| "vision_tokenizer_lr": null, | |
| "vocab_size": 128257 | |
| }, | |
| "vocab_size": 128320 | |
| } | |