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EZCon
/
LFM2-VL-3B-4bit-mlx

Image-Text-to-Text
Transformers
Safetensors
MLX
lfm2_vl
liquid
lfm2
lfm2-vl
edge
conversational
4-bit precision
Model card Files
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Community
hermeschen-ezcon commited on
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Files changed (11) hide show
  1. README.md +37 -0
  2. chat_template.jinja +4 -0
  3. config.json +124 -0
  4. generation_config.json +7 -0
  5. model.safetensors +3 -0
  6. model.safetensors.index.json +1054 -0
  7. preprocessor_config.json +47 -0
  8. processor_config.json +51 -0
  9. special_tokens_map.json +27 -0
  10. tokenizer.json +0 -0
  11. tokenizer_config.json +28 -0
README.md ADDED
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+ ---
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+ library_name: transformers
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+ license: other
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+ license_name: lfm1.0
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+ license_link: LICENSE
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+ language:
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+ - en
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+ - ja
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+ - fr
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+ - es
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+ - de
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+ - it
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+ - pt
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+ - ar
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+ - zh
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+ - ko
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+ pipeline_tag: image-text-to-text
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+ tags:
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+ - liquid
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+ - lfm2
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+ - lfm2-vl
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+ - edge
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+ - mlx
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+ ---
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+
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+ # EZCon/LFM2-VL-3B-4bit-mlx
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+ This model was converted to MLX format from [`LiquidAI/LFM2-VL-3B`]() using mlx-vlm version **0.3.10**.
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+ Refer to the [original model card](https://huggingface.co/LiquidAI/LFM2-VL-3B) for more details on the model.
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+ ## Use with mlx
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+
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+ ```bash
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+ pip install -U mlx-vlm
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+ ```
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+
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+ ```bash
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+ python -m mlx_vlm.generate --model EZCon/LFM2-VL-3B-4bit-mlx --max-tokens 100 --temperature 0.0 --prompt "Describe this image." --image <path_to_image>
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+ ```
chat_template.jinja ADDED
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+ {{bos_token}}{% for message in messages %}{{'<|im_start|>' + message['role'] + '
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+ '}}{% if message['content'] is string %}{{ message['content'] }}{% else %}{% for content in message['content'] %}{% if content['type'] == 'image' %}{{ '<image>' }}{% elif content['type'] == 'text' %}{{ content['text'] }}{% endif %}{% endfor %}{% endif %}{{'<|im_end|>
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+ '}}{% endfor %}{% if add_generation_prompt %}{{'<|im_start|>assistant
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+ ' }}{% endif %}
config.json ADDED
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+ {
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+ "architectures": [
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+ "Lfm2VlForConditionalGeneration"
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+ ],
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+ "do_image_splitting": true,
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+ "downsample_factor": 2,
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+ "dtype": "bfloat16",
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+ "encoder_patch_size": 16,
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+ "eos_token_id": 7,
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+ "image_token_id": 396,
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+ "max_image_tokens": 256,
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+ "max_pixels_tolerance": 2.0,
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+ "max_tiles": 10,
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+ "min_image_tokens": 64,
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+ "min_tiles": 2,
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+ "model_type": "lfm2_vl",
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+ "projector_bias": true,
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+ "projector_hidden_act": "gelu",
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+ "projector_hidden_size": 2560,
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+ "quantization": {
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+ "group_size": 64,
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+ "bits": 4,
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+ "mode": "affine"
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+ },
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+ "quantization_config": {
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+ "group_size": 64,
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+ "bits": 4,
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+ "mode": "affine"
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+ },
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+ "text_config": {
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+ "_name_or_path": "LiquidAI/LFM2-2.6B",
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+ "architectures": [
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+ "Lfm2ForCausalLM"
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+ ],
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+ "block_auto_adjust_ff_dim": false,
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+ "block_dim": 2048,
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+ "block_ff_dim": 10752,
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+ "block_ffn_dim_multiplier": 1.0,
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+ "block_mlp_init_scale": 1.0,
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+ "block_multiple_of": 256,
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+ "block_norm_eps": 1e-05,
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+ "block_out_init_scale": 1.0,
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+ "block_use_swiglu": true,
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+ "block_use_xavier_init": true,
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+ "conv_L_cache": 3,
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+ "conv_bias": false,
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+ "conv_dim": 2048,
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+ "conv_dim_out": 2048,
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+ "conv_use_xavier_init": true,
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+ "dtype": "bfloat16",
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+ "eos_token_id": 7,
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+ "hidden_size": 2048,
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+ "initializer_range": 0.02,
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+ "intermediate_size": 10752,
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+ "layer_types": [
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+ "conv",
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+ "conv",
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+ "full_attention",
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+ "conv",
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+ "conv",
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+ "full_attention",
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+ "conv",
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+ "conv",
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+ "conv",
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+ "full_attention",
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+ "conv",
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+ "conv",
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+ "full_attention",
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+ "conv",
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+ "full_attention",
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+ "conv",
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+ "conv",
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+ "full_attention",
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+ "conv",
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+ "conv"
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+ ],
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+ "max_position_embeddings": 128000,
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+ "model_type": "lfm2",
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+ "norm_eps": 1e-05,
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+ "num_attention_heads": 32,
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+ "num_heads": 32,
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+ "num_hidden_layers": 30,
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+ "num_key_value_heads": 8,
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+ "rope_parameters": {
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+ "rope_theta": 1000000.0,
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+ "rope_type": "default"
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+ "rope_theta": 1000000.0,
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+ "tie_embedding": true,
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+ "use_cache": true,
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+ "use_pos_enc": true,
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+ "vocab_size": 65536
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+ },
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+ "tile_size": 512,
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+ "transformers_version": "4.57.1",
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+ "use_image_special_tokens": true,
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+ "use_thumbnail": true,
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+ "vision_config": {
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+ "attention_dropout": 0.0,
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+ "dtype": "bfloat16",
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+ "hidden_act": "gelu_pytorch_tanh",
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+ "hidden_size": 1152,
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+ "intermediate_size": 4304,
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+ "layer_norm_eps": 1e-06,
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+ "model_type": "siglip2_vision_model",
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+ "num_attention_heads": 16,
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+ "num_channels": 3,
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+ "num_hidden_layers": 27,
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+ "num_patches": 256,
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+ "patch_size": 16,
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+ "vision_use_head": false
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+ }
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+ }
generation_config.json ADDED
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+ {
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+ "_from_model_config": true,
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+ "bos_token_id": 1,
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+ "eos_token_id": 7,
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+ "pad_token_id": 0,
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+ "transformers_version": "5.0.0.dev0"
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+ }
model.safetensors ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:6cef779922edb5f062d8e75123caca3e8c2977e6af35a6e2706a7cc8387ba89c
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+ size 2280634868
model.safetensors.index.json ADDED
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+ }
processor_config.json ADDED
@@ -0,0 +1,51 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
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+ "image_processor": {
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+ "processor_class": "Lfm2VlProcessor"
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+ }
special_tokens_map.json ADDED
@@ -0,0 +1,27 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
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+ "bos_token": {
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+ "image_token": "<image>",
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tokenizer.json ADDED
The diff for this file is too large to render. See raw diff
 
tokenizer_config.json ADDED
@@ -0,0 +1,28 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
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+ "additional_special_tokens": null,
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+ "image_token": "<image>"
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+ }