Instructions to use ekryski/FastVLM-0.5B-4bit with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- MLX
How to use ekryski/FastVLM-0.5B-4bit with MLX:
# Download the model from the Hub pip install huggingface_hub[hf_xet] huggingface-cli download --local-dir FastVLM-0.5B-4bit ekryski/FastVLM-0.5B-4bit
- Notebooks
- Google Colab
- Kaggle
- Local Apps
- LM Studio
| { | |
| "add_cross_attention" : 0, | |
| "architectures" : [ | |
| "LlavaQwen2ForCausalLM" | |
| ], | |
| "attention_dropout" : 0, | |
| "auto_map" : { | |
| "AutoConfig" : "llava_qwen.LlavaConfig", | |
| "AutoModelForCausalLM" : "llava_qwen.LlavaQwen2ForCausalLM", | |
| "AutoProcessor" : "processing_fastvlm.FastVLMProcessor" | |
| }, | |
| "bad_words_ids" : null, | |
| "begin_suppress_tokens" : null, | |
| "bos_token_id" : 151643, | |
| "chunk_size_feed_forward" : 0, | |
| "cross_attention_hidden_size" : null, | |
| "decoder_start_token_id" : null, | |
| "diversity_penalty" : 0, | |
| "do_sample" : 0, | |
| "dtype" : "bfloat16", | |
| "early_stopping" : 0, | |
| "encoder_no_repeat_ngram_size" : 0, | |
| "eos_token_id" : 151645, | |
| "exponential_decay_length_penalty" : null, | |
| "finetuning_task" : null, | |
| "forced_bos_token_id" : null, | |
| "forced_eos_token_id" : null, | |
| "freeze_mm_mlp_adapter" : 0, | |
| "hidden_act" : "silu", | |
| "hidden_size" : 896, | |
| "id2label" : { | |
| "0" : "LABEL_0", | |
| "1" : "LABEL_1" | |
| }, | |
| "image_aspect_ratio" : "pad", | |
| "image_grid_pinpoints" : null, | |
| "initializer_range" : 0.02, | |
| "intermediate_size" : 4864, | |
| "is_decoder" : 0, | |
| "is_encoder_decoder" : 0, | |
| "label2id" : { | |
| "LABEL_0" : 0, | |
| "LABEL_1" : 1 | |
| }, | |
| "layer_types" : [ | |
| "full_attention", | |
| "full_attention", | |
| "full_attention", | |
| "full_attention", | |
| "full_attention", | |
| "full_attention", | |
| "full_attention", | |
| "full_attention", | |
| "full_attention", | |
| "full_attention", | |
| "full_attention", | |
| "full_attention", | |
| "full_attention", | |
| "full_attention", | |
| "full_attention", | |
| "full_attention", | |
| "full_attention", | |
| "full_attention", | |
| "full_attention", | |
| "full_attention", | |
| "full_attention", | |
| "full_attention", | |
| "full_attention", | |
| "full_attention" | |
| ], | |
| "length_penalty" : 1, | |
| "max_length" : 20, | |
| "max_position_embeddings" : 32768, | |
| "max_window_layers" : 24, | |
| "min_length" : 0, | |
| "mm_hidden_size" : 3072, | |
| "mm_patch_merge_type" : "flat", | |
| "mm_projector_lr" : null, | |
| "mm_projector_type" : "mlp2x_gelu", | |
| "mm_use_im_patch_token" : 0, | |
| "mm_use_im_start_end" : 0, | |
| "mm_vision_select_feature" : "patch", | |
| "mm_vision_select_layer" : -2, | |
| "mm_vision_tower" : "mobileclip_l_1024", | |
| "model_type" : "llava_qwen2", | |
| "no_repeat_ngram_size" : 0, | |
| "num_attention_heads" : 14, | |
| "num_beam_groups" : 1, | |
| "num_beams" : 1, | |
| "num_hidden_layers" : 24, | |
| "num_key_value_heads" : 2, | |
| "num_return_sequences" : 1, | |
| "output_attentions" : 0, | |
| "output_hidden_states" : 0, | |
| "output_scores" : 0, | |
| "pad_token_id" : null, | |
| "prefix" : null, | |
| "problem_type" : null, | |
| "pruned_heads" : { | |
| }, | |
| "quantization" : { | |
| "bits" : 4, | |
| "group_size" : 64, | |
| "mode" : "affine" | |
| }, | |
| "quantization_config" : { | |
| "bits" : 4, | |
| "group_size" : 64, | |
| "mode" : "affine" | |
| }, | |
| "remove_invalid_values" : 0, | |
| "repetition_penalty" : 1, | |
| "return_dict" : 1, | |
| "return_dict_in_generate" : 0, | |
| "rms_norm_eps" : 9.9999999999999995e-07, | |
| "rope_scaling" : null, | |
| "rope_theta" : 1000000, | |
| "sep_token_id" : null, | |
| "sliding_window" : null, | |
| "suppress_tokens" : null, | |
| "task_specific_params" : null, | |
| "temperature" : 1, | |
| "tf_legacy_loss" : 0, | |
| "tie_encoder_decoder" : 0, | |
| "tie_word_embeddings" : 1, | |
| "tokenizer_class" : null, | |
| "tokenizer_model_max_length" : 8192, | |
| "tokenizer_padding_side" : "right", | |
| "top_k" : 50, | |
| "top_p" : 1, | |
| "torchscript" : 0, | |
| "transformers_version" : "4.56.1", | |
| "tune_mm_mlp_adapter" : 0, | |
| "typical_p" : 1, | |
| "unfreeze_mm_vision_tower" : 1, | |
| "use_bfloat16" : 0, | |
| "use_cache" : 1, | |
| "use_mm_proj" : 1, | |
| "use_sliding_window" : 0, | |
| "vision_config" : { | |
| "cls_ratio" : 2, | |
| "down_patch_size" : 7, | |
| "down_stride" : 2, | |
| "downsamples" : [ | |
| 1, | |
| 1, | |
| 1, | |
| 1, | |
| 1 | |
| ], | |
| "embed_dims" : [ | |
| 96, | |
| 192, | |
| 384, | |
| 768, | |
| 1536 | |
| ], | |
| "hidden_size" : 1024, | |
| "image_size" : 1024, | |
| "intermediate_size" : 3072, | |
| "layer_scale_init_value" : 1.0000000000000001e-05, | |
| "layers" : [ | |
| 2, | |
| 12, | |
| 24, | |
| 4, | |
| 2 | |
| ], | |
| "mlp_ratios" : [ | |
| 4, | |
| 4, | |
| 4, | |
| 4, | |
| 4 | |
| ], | |
| "num_classes" : 1000, | |
| "patch_size" : 64, | |
| "pos_embs_shapes" : [ | |
| null, | |
| null, | |
| null, | |
| [ | |
| 7, | |
| 7 | |
| ], | |
| [ | |
| 7, | |
| 7 | |
| ] | |
| ], | |
| "projection_dim" : 768, | |
| "repmixer_kernel_size" : 3, | |
| "token_mixers" : [ | |
| "repmixer", | |
| "repmixer", | |
| "repmixer", | |
| "attention", | |
| "attention" | |
| ] | |
| }, | |
| "vocab_size" : 151936 | |
| } |