initial commit

README.md

@@ -1,3 +1,19 @@
 ---
 license: apache-2.0
+tags:
+- MobileVLM
 ---
+## Model Summery
+MobileVLM is a competent multimodal vision language model (MMVLM) targeted to run on mobile devices. It is an amalgamation of a myriad of architectural designs and techniques that are mobile-oriented, which comprises a set of language models at the scale of 1.4B and 2.7B parameters, trained from scratch, a multimodal vision model that is pre-trained in the CLIP fashion, cross-modality interaction via an efficient projector. We evaluate MobileVLM on several typical VLM benchmarks. Our models demonstrate on par performance compared with a few much larger models. More importantly, we measure the inference speed on both a Qualcomm Snapdragon 888 CPU and an NVIDIA Jeston Orin GPU, and we obtain state-of-the-art performance of 21.5 tokens and 65.3 tokens per second, respectively.
+
+The MobileVLM-3B was built on our [MobileLLaMA-2.7B-Chat](https://huggingface.co/mtgv/MobileLLaMA-2.7B-Chat) to facilitate the off-the-shelf deployment. 
+
+## Model Sources
+- Repository: https://github.com/Meituan-AutoML/MobileVLM
+- Paper: https://arxiv.org/abs/2312.16886
+
+## How to Get Started with the Model
+Inference examples can be found at [Github](https://github.com/Meituan-AutoML/MobileVLM).
+
+## Training Details
+Please refer to our paper: [MobileVLM: A Fast, Strong and Open Vision Language Assistant for Mobile Devices](https://arxiv.org/pdf/2312.16886.pdf)

config.json

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+{
+  "_mlp_class": "LLaMAMLP",
+  "_name_or_path": "mtgv/MobileVLM-3B",
+  "_norm_class": "RMSNorm",
+  "architectures": [
+    "MobileLlamaForCausalLM"
+  ],
+  "bias": false,
+  "block_size": 2048,
+  "bos_token_id": 1,
+  "eos_token_id": 2,
+  "freeze_mm_mlp_adapter": false,
+  "gelu_approximate": "none",
+  "hidden_act": "silu",
+  "hidden_size": 2560,
+  "image_aspect_ratio": "pad",
+  "image_grid_pinpoints": null,
+  "initializer_range": 0.02,
+  "intermediate_size": 6912,
+  "lm_head_bias": false,
+  "max_position_embeddings": 2048,
+  "mm_hidden_size": 1024,
+  "mm_projector_type": "ldpnet",
+  "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": "openai/clip-vit-large-patch14-336",
+  "model_type": "mobilevlm",
+  "n_embd": 2560,
+  "n_head": 16,
+  "n_layer": 32,
+  "n_query_groups": 16,
+  "name": "huggy_llama_3b",
+  "norm_eps": 1e-06,
+  "num_attention_heads": 32,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 32,
+  "pad_token_id": 0,
+  "padded_vocab_size": 32000,
+  "padding_multiple": 64,
+  "parallel_residual": false,
+  "pretraining_tp": 1,
+  "rms_norm_eps": 1e-06,
+  "rope_base": 10000,
+  "rope_condense_ratio": 1,
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+  "rope_theta": 10000.0,
+  "rotary_percentage": 1.0,
+  "shared_attention_norm": false,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.33.1",
+  "tune_mm_mlp_adapter": false,
+  "use_cache": true,
+  "use_mm_proj": true,
+  "vision_tower_type": "clip",
+  "vocab_size": 32000
+}

generation_config.json

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+{
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+  "bos_token_id": 1,
+  "eos_token_id": 2,
+  "pad_token_id": 0,
+  "transformers_version": "4.33.1"
+}

pytorch_model.bin

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special_tokens_map.json

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tokenizer.model

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tokenizer_config.json

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+}