Image-Text-to-Text
Transformers
Safetensors
English
step3p7
text-generation
vision-language
multimodal
Mixture of Experts
conversational
custom_code
fp8
Instructions to use stepfun-ai/Step-3.7-Flash-FP8 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use stepfun-ai/Step-3.7-Flash-FP8 with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("image-text-to-text", model="stepfun-ai/Step-3.7-Flash-FP8", trust_remote_code=True) messages = [ { "role": "user", "content": [ {"type": "image", "url": "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/p-blog/candy.JPG"}, {"type": "text", "text": "What animal is on the candy?"} ] }, ] pipe(text=messages)# Load model directly from transformers import AutoModelForCausalLM model = AutoModelForCausalLM.from_pretrained("stepfun-ai/Step-3.7-Flash-FP8", trust_remote_code=True, dtype="auto") - Notebooks
- Google Colab
- Kaggle
- Local Apps
- vLLM
How to use stepfun-ai/Step-3.7-Flash-FP8 with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "stepfun-ai/Step-3.7-Flash-FP8" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "stepfun-ai/Step-3.7-Flash-FP8", "messages": [ { "role": "user", "content": [ { "type": "text", "text": "Describe this image in one sentence." }, { "type": "image_url", "image_url": { "url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg" } } ] } ] }'Use Docker
docker model run hf.co/stepfun-ai/Step-3.7-Flash-FP8
- SGLang
How to use stepfun-ai/Step-3.7-Flash-FP8 with SGLang:
Install from pip and serve model
# Install SGLang from pip: pip install sglang # Start the SGLang server: python3 -m sglang.launch_server \ --model-path "stepfun-ai/Step-3.7-Flash-FP8" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "stepfun-ai/Step-3.7-Flash-FP8", "messages": [ { "role": "user", "content": [ { "type": "text", "text": "Describe this image in one sentence." }, { "type": "image_url", "image_url": { "url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg" } } ] } ] }'Use Docker images
docker run --gpus all \ --shm-size 32g \ -p 30000:30000 \ -v ~/.cache/huggingface:/root/.cache/huggingface \ --env "HF_TOKEN=<secret>" \ --ipc=host \ lmsysorg/sglang:latest \ python3 -m sglang.launch_server \ --model-path "stepfun-ai/Step-3.7-Flash-FP8" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "stepfun-ai/Step-3.7-Flash-FP8", "messages": [ { "role": "user", "content": [ { "type": "text", "text": "Describe this image in one sentence." }, { "type": "image_url", "image_url": { "url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg" } } ] } ] }' - Docker Model Runner
How to use stepfun-ai/Step-3.7-Flash-FP8 with Docker Model Runner:
docker model run hf.co/stepfun-ai/Step-3.7-Flash-FP8
| { | |
| "architectures": [ | |
| "Step3p7ForConditionalGeneration" | |
| ], | |
| "auto_map": { | |
| "AutoConfig": "configuration_step3p7.Step3p7Config", | |
| "AutoProcessor": "processing_step3.Step3VLProcessor", | |
| "AutoModelForCausalLM": "modeling_step3p7.Step3p7ForConditionalGeneration" | |
| }, | |
| "model_type": "step3p7", | |
| "im_end_token": "<im_end>", | |
| "im_patch_token": "<im_patch>", | |
| "im_start_token": "<im_start>", | |
| "image_token_len": 169, | |
| "patch_token_len": 81, | |
| "image_token_id": 128001, | |
| "understand_projector_stride": 2, | |
| "use_im_start_end": "true", | |
| "vision_select_layer": -1, | |
| "projector_bias": false, | |
| "vision_config": { | |
| "model_type": "perception_encoder", | |
| "image_size": 728, | |
| "patch_size": 14, | |
| "width": 1536, | |
| "layers": 47, | |
| "heads": 16, | |
| "pool_type": "none", | |
| "output_dim": null, | |
| "use_cls_token": false, | |
| "ls_init_value": 0.1, | |
| "use_ln_post": false, | |
| "hidden_act": "quick_gelu" | |
| }, | |
| "text_config": { | |
| "architectures": [ | |
| "Step3p5ForCausalLM" | |
| ], | |
| "rope_scaling": { | |
| "rope_type": "llama3", | |
| "factor": 2.0, | |
| "original_max_position_embeddings": 131072, | |
| "low_freq_factor": 1.0, | |
| "high_freq_factor": 32.0 | |
| }, | |
| "yarn_only_types": [ | |
| "full_attention" | |
| ], | |
| "model_type": "step3p5", | |
| "hidden_size": 4096, | |
| "intermediate_size": 11264, | |
| "num_hidden_layers": 45, | |
| "max_seq_len": 262144, | |
| "max_position_embeddings": 262144, | |
| "vocab_size": 128896, | |
| "torch_dtype": "bfloat16", | |
| "use_qk_norm": false, | |
| "moe_layers_enum": "3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44", | |
| "use_mfa": false, | |
| "num_attention_heads": 64, | |
| "num_attention_groups": 8, | |
| "head_dim": 128, | |
| "use_moe": true, | |
| "moe_num_experts": 288, | |
| "moe_top_k": 8, | |
| "moe_intermediate_size": 1280, | |
| "share_expert_dim": 1280, | |
| "moe_layer_offset": 0, | |
| "moe_every_n_layer": 1, | |
| "norm_expert_weight": true, | |
| "moe_router_activation": "sigmoid", | |
| "moe_router_scaling_factor": 3.0, | |
| "att_impl_type": "GQA", | |
| "num_nextn_predict_layers": 3, | |
| "rope_theta": [ | |
| 5000000.0, | |
| 10000.0, | |
| 10000.0, | |
| 10000.0, | |
| 5000000.0, | |
| 10000.0, | |
| 10000.0, | |
| 10000.0, | |
| 5000000.0, | |
| 10000.0, | |
| 10000.0, | |
| 10000.0, | |
| 5000000.0, | |
| 10000.0, | |
| 10000.0, | |
| 10000.0, | |
| 5000000.0, | |
| 10000.0, | |
| 10000.0, | |
| 10000.0, | |
| 5000000.0, | |
| 10000.0, | |
| 10000.0, | |
| 10000.0, | |
| 5000000.0, | |
| 10000.0, | |
| 10000.0, | |
| 10000.0, | |
| 5000000.0, | |
| 10000.0, | |
| 10000.0, | |
| 10000.0, | |
| 5000000.0, | |
| 10000.0, | |
| 10000.0, | |
| 10000.0, | |
| 5000000.0, | |
| 10000.0, | |
| 10000.0, | |
| 10000.0, | |
| 5000000.0, | |
| 10000.0, | |
| 10000.0, | |
| 10000.0, | |
| 5000000.0, | |
| 10000.0, | |
| 10000.0, | |
| 10000.0 | |
| ], | |
| "use_head_wise_attn_gate": true, | |
| "sliding_window": 512, | |
| "use_moe_router_bias": true, | |
| "need_fp32_gate": true, | |
| "sink": false, | |
| "layer_types": [ | |
| "full_attention", | |
| "sliding_attention", | |
| "sliding_attention", | |
| "sliding_attention", | |
| "full_attention", | |
| "sliding_attention", | |
| "sliding_attention", | |
| "sliding_attention", | |
| "full_attention", | |
| "sliding_attention", | |
| "sliding_attention", | |
| "sliding_attention", | |
| "full_attention", | |
| "sliding_attention", | |
| "sliding_attention", | |
| "sliding_attention", | |
| "full_attention", | |
| "sliding_attention", | |
| "sliding_attention", | |
| "sliding_attention", | |
| "full_attention", | |
| "sliding_attention", | |
| "sliding_attention", | |
| "sliding_attention", | |
| "full_attention", | |
| "sliding_attention", | |
| "sliding_attention", | |
| "sliding_attention", | |
| "full_attention", | |
| "sliding_attention", | |
| "sliding_attention", | |
| "sliding_attention", | |
| "full_attention", | |
| "sliding_attention", | |
| "sliding_attention", | |
| "sliding_attention", | |
| "full_attention", | |
| "sliding_attention", | |
| "sliding_attention", | |
| "sliding_attention", | |
| "full_attention", | |
| "sliding_attention", | |
| "sliding_attention", | |
| "sliding_attention", | |
| "full_attention", | |
| "sliding_attention", | |
| "sliding_attention", | |
| "sliding_attention" | |
| ], | |
| "use_rope_layers": [], | |
| "partial_rotary_factors": [ | |
| 0.5, | |
| 1.0, | |
| 1.0, | |
| 1.0, | |
| 0.5, | |
| 1.0, | |
| 1.0, | |
| 1.0, | |
| 0.5, | |
| 1.0, | |
| 1.0, | |
| 1.0, | |
| 0.5, | |
| 1.0, | |
| 1.0, | |
| 1.0, | |
| 0.5, | |
| 1.0, | |
| 1.0, | |
| 1.0, | |
| 0.5, | |
| 1.0, | |
| 1.0, | |
| 1.0, | |
| 0.5, | |
| 1.0, | |
| 1.0, | |
| 1.0, | |
| 0.5, | |
| 1.0, | |
| 1.0, | |
| 1.0, | |
| 0.5, | |
| 1.0, | |
| 1.0, | |
| 1.0, | |
| 0.5, | |
| 1.0, | |
| 1.0, | |
| 1.0, | |
| 0.5, | |
| 1.0, | |
| 1.0, | |
| 1.0, | |
| 0.5, | |
| 1.0, | |
| 1.0, | |
| 1.0 | |
| ], | |
| "eos_token_id": [ | |
| 1, | |
| 2, | |
| 128007 | |
| ], | |
| "bos_token_id": 0, | |
| "attention_other_setting": { | |
| "attention_type": "sliding_attention", | |
| "num_attention_heads": 96, | |
| "num_attention_groups": 8, | |
| "head_dim": 128, | |
| "true_head_dim": 128 | |
| }, | |
| "swiglu_limits": [ | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 7, | |
| 7, | |
| 0.0, | |
| 0.0, | |
| 0.0 | |
| ], | |
| "swiglu_limits_shared": [ | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 0.0, | |
| 16, | |
| 16, | |
| 0.0, | |
| 0.0, | |
| 0.0 | |
| ] | |
| }, | |
| "quantization_config": { | |
| "quant_method": "fp8", | |
| "activation_scheme": "dynamic", | |
| "fmt": "e4m3", | |
| "weight_block_size": [ | |
| 128, | |
| 128 | |
| ], | |
| "modules_to_not_convert": [ | |
| "lm_head", | |
| "model.embed_tokens", | |
| "model.norm", | |
| "model.layers.0.self_attn.g_proj", | |
| "model.layers.0.self_attn.qkv_proj", | |
| "model.layers.0.self_attn.q_proj", | |
| "model.layers.0.self_attn.k_proj", | |
| "model.layers.0.self_attn.v_proj", | |
| "model.layers.0.self_attn.o_proj", | |
| "model.layers.0.mlp.gate_up_proj", | |
| "model.layers.0.mlp.gate_proj", | |
| "model.layers.0.mlp.up_proj", | |
| "model.layers.0.mlp.down_proj", | |
| "model.layers.1.self_attn.g_proj", | |
| "model.layers.1.self_attn.qkv_proj", | |
| "model.layers.1.self_attn.q_proj", | |
| "model.layers.1.self_attn.k_proj", | |
| "model.layers.1.self_attn.v_proj", | |
| "model.layers.1.self_attn.o_proj", | |
| "model.layers.1.mlp.gate_up_proj", | |
| "model.layers.1.mlp.gate_proj", | |
| "model.layers.1.mlp.up_proj", | |
| "model.layers.1.mlp.down_proj", | |
| "model.layers.2.self_attn.g_proj", | |
| "model.layers.2.self_attn.qkv_proj", | |
| "model.layers.2.self_attn.q_proj", | |
| "model.layers.2.self_attn.k_proj", | |
| "model.layers.2.self_attn.v_proj", | |
| "model.layers.2.self_attn.o_proj", | |
| "model.layers.2.mlp.gate_up_proj", | |
| "model.layers.2.mlp.gate_proj", | |
| "model.layers.2.mlp.up_proj", | |
| "model.layers.2.mlp.down_proj", | |
| "model.layers.3.self_attn.g_proj", | |
| "model.layers.3.self_attn.qkv_proj", | |
| "model.layers.3.self_attn.q_proj", | |
| "model.layers.3.self_attn.k_proj", | |
| "model.layers.3.self_attn.v_proj", | |
| "model.layers.3.self_attn.o_proj", | |
| "model.layers.3.moe.gate", | |
| "model.layers.3.share_expert.gate_up_proj", | |
| "model.layers.3.share_expert.gate_proj", | |
| "model.layers.3.share_expert.up_proj", | |
| "model.layers.3.share_expert.down_proj", | |
| "model.layers.4.self_attn.g_proj", | |
| "model.layers.4.self_attn.qkv_proj", | |
| "model.layers.4.self_attn.q_proj", | |
| "model.layers.4.self_attn.k_proj", | |
| "model.layers.4.self_attn.v_proj", | |
| "model.layers.4.self_attn.o_proj", | |
| "model.layers.4.moe.gate", | |
| "model.layers.4.share_expert.gate_up_proj", | |
| "model.layers.4.share_expert.gate_proj", | |
| "model.layers.4.share_expert.up_proj", | |
| "model.layers.4.share_expert.down_proj", | |
| "model.layers.5.self_attn.g_proj", | |
| "model.layers.5.self_attn.qkv_proj", | |
| "model.layers.5.self_attn.q_proj", | |
| "model.layers.5.self_attn.k_proj", | |
| "model.layers.5.self_attn.v_proj", | |
| "model.layers.5.self_attn.o_proj", | |
| "model.layers.5.moe.gate", | |
| "model.layers.5.share_expert.gate_up_proj", | |
| "model.layers.5.share_expert.gate_proj", | |
| "model.layers.5.share_expert.up_proj", | |
| "model.layers.5.share_expert.down_proj", | |
| "model.layers.6.self_attn.g_proj", | |
| "model.layers.6.self_attn.qkv_proj", | |
| "model.layers.6.self_attn.q_proj", | |
| "model.layers.6.self_attn.k_proj", | |
| "model.layers.6.self_attn.v_proj", | |
| "model.layers.6.self_attn.o_proj", | |
| "model.layers.6.moe.gate", | |
| "model.layers.6.share_expert.gate_up_proj", | |
| "model.layers.6.share_expert.gate_proj", | |
| "model.layers.6.share_expert.up_proj", | |
| "model.layers.6.share_expert.down_proj", | |
| "model.layers.7.self_attn.g_proj", | |
| "model.layers.7.self_attn.qkv_proj", | |
| "model.layers.7.self_attn.q_proj", | |
| "model.layers.7.self_attn.k_proj", | |
| "model.layers.7.self_attn.v_proj", | |
| "model.layers.7.self_attn.o_proj", | |
| "model.layers.7.moe.gate", | |
| "model.layers.7.share_expert.gate_up_proj", | |
| "model.layers.7.share_expert.gate_proj", | |
| "model.layers.7.share_expert.up_proj", | |
| "model.layers.7.share_expert.down_proj", | |
| "model.layers.8.self_attn.g_proj", | |
| "model.layers.8.self_attn.qkv_proj", | |
| "model.layers.8.self_attn.q_proj", | |
| "model.layers.8.self_attn.k_proj", | |
| "model.layers.8.self_attn.v_proj", | |
| "model.layers.8.self_attn.o_proj", | |
| "model.layers.8.moe.gate", | |
| "model.layers.8.share_expert.gate_up_proj", | |
| "model.layers.8.share_expert.gate_proj", | |
| "model.layers.8.share_expert.up_proj", | |
| "model.layers.8.share_expert.down_proj", | |
| "model.layers.9.self_attn.g_proj", | |
| "model.layers.9.self_attn.qkv_proj", | |
| "model.layers.9.self_attn.q_proj", | |
| "model.layers.9.self_attn.k_proj", | |
| "model.layers.9.self_attn.v_proj", | |
| "model.layers.9.self_attn.o_proj", | |
| "model.layers.9.moe.gate", | |
| "model.layers.9.share_expert.gate_up_proj", | |
| "model.layers.9.share_expert.gate_proj", | |
| "model.layers.9.share_expert.up_proj", | |
| "model.layers.9.share_expert.down_proj", | |
| "model.layers.10.self_attn.g_proj", | |
| "model.layers.10.self_attn.qkv_proj", | |
| "model.layers.10.self_attn.q_proj", | |
| "model.layers.10.self_attn.k_proj", | |
| "model.layers.10.self_attn.v_proj", | |
| "model.layers.10.self_attn.o_proj", | |
| "model.layers.10.moe.gate", | |
| "model.layers.10.share_expert.gate_up_proj", | |
| "model.layers.10.share_expert.gate_proj", | |
| "model.layers.10.share_expert.up_proj", | |
| "model.layers.10.share_expert.down_proj", | |
| "model.layers.11.self_attn.g_proj", | |
| "model.layers.11.self_attn.qkv_proj", | |
| "model.layers.11.self_attn.q_proj", | |
| "model.layers.11.self_attn.k_proj", | |
| "model.layers.11.self_attn.v_proj", | |
| "model.layers.11.self_attn.o_proj", | |
| "model.layers.11.moe.gate", | |
| "model.layers.11.share_expert.gate_up_proj", | |
| "model.layers.11.share_expert.gate_proj", | |
| "model.layers.11.share_expert.up_proj", | |
| "model.layers.11.share_expert.down_proj", | |
| "model.layers.12.self_attn.g_proj", | |
| "model.layers.12.self_attn.qkv_proj", | |
| "model.layers.12.self_attn.q_proj", | |
| "model.layers.12.self_attn.k_proj", | |
| "model.layers.12.self_attn.v_proj", | |
| "model.layers.12.self_attn.o_proj", | |
| "model.layers.12.moe.gate", | |
| "model.layers.12.share_expert.gate_up_proj", | |
| "model.layers.12.share_expert.gate_proj", | |
| "model.layers.12.share_expert.up_proj", | |
| "model.layers.12.share_expert.down_proj", | |
| "model.layers.13.self_attn.g_proj", | |
| "model.layers.13.self_attn.qkv_proj", | |
| "model.layers.13.self_attn.q_proj", | |
| "model.layers.13.self_attn.k_proj", | |
| "model.layers.13.self_attn.v_proj", | |
| "model.layers.13.self_attn.o_proj", | |
| "model.layers.13.moe.gate", | |
| "model.layers.13.share_expert.gate_up_proj", | |
| "model.layers.13.share_expert.gate_proj", | |
| "model.layers.13.share_expert.up_proj", | |
| "model.layers.13.share_expert.down_proj", | |
| "model.layers.14.self_attn.g_proj", | |
| "model.layers.14.self_attn.qkv_proj", | |
| "model.layers.14.self_attn.q_proj", | |
| "model.layers.14.self_attn.k_proj", | |
| "model.layers.14.self_attn.v_proj", | |
| "model.layers.14.self_attn.o_proj", | |
| "model.layers.14.moe.gate", | |
| "model.layers.14.share_expert.gate_up_proj", | |
| "model.layers.14.share_expert.gate_proj", | |
| "model.layers.14.share_expert.up_proj", | |
| "model.layers.14.share_expert.down_proj", | |
| "model.layers.15.self_attn.g_proj", | |
| "model.layers.15.self_attn.qkv_proj", | |
| "model.layers.15.self_attn.q_proj", | |
| "model.layers.15.self_attn.k_proj", | |
| "model.layers.15.self_attn.v_proj", | |
| "model.layers.15.self_attn.o_proj", | |
| "model.layers.15.moe.gate", | |
| "model.layers.15.share_expert.gate_up_proj", | |
| "model.layers.15.share_expert.gate_proj", | |
| "model.layers.15.share_expert.up_proj", | |
| "model.layers.15.share_expert.down_proj", | |
| "model.layers.16.self_attn.g_proj", | |
| "model.layers.16.self_attn.qkv_proj", | |
| "model.layers.16.self_attn.q_proj", | |
| "model.layers.16.self_attn.k_proj", | |
| "model.layers.16.self_attn.v_proj", | |
| "model.layers.16.self_attn.o_proj", | |
| "model.layers.16.moe.gate", | |
| "model.layers.16.share_expert.gate_up_proj", | |
| "model.layers.16.share_expert.gate_proj", | |
| "model.layers.16.share_expert.up_proj", | |
| "model.layers.16.share_expert.down_proj", | |
| "model.layers.17.self_attn.g_proj", | |
| "model.layers.17.self_attn.qkv_proj", | |
| "model.layers.17.self_attn.q_proj", | |
| "model.layers.17.self_attn.k_proj", | |
| "model.layers.17.self_attn.v_proj", | |
| "model.layers.17.self_attn.o_proj", | |
| "model.layers.17.moe.gate", | |
| "model.layers.17.share_expert.gate_up_proj", | |
| "model.layers.17.share_expert.gate_proj", | |
| "model.layers.17.share_expert.up_proj", | |
| "model.layers.17.share_expert.down_proj", | |
| "model.layers.18.self_attn.g_proj", | |
| "model.layers.18.self_attn.qkv_proj", | |
| "model.layers.18.self_attn.q_proj", | |
| "model.layers.18.self_attn.k_proj", | |
| "model.layers.18.self_attn.v_proj", | |
| "model.layers.18.self_attn.o_proj", | |
| "model.layers.18.moe.gate", | |
| "model.layers.18.share_expert.gate_up_proj", | |
| "model.layers.18.share_expert.gate_proj", | |
| "model.layers.18.share_expert.up_proj", | |
| "model.layers.18.share_expert.down_proj", | |
| "model.layers.19.self_attn.g_proj", | |
| "model.layers.19.self_attn.qkv_proj", | |
| "model.layers.19.self_attn.q_proj", | |
| "model.layers.19.self_attn.k_proj", | |
| "model.layers.19.self_attn.v_proj", | |
| "model.layers.19.self_attn.o_proj", | |
| "model.layers.19.moe.gate", | |
| "model.layers.19.share_expert.gate_up_proj", | |
| "model.layers.19.share_expert.gate_proj", | |
| "model.layers.19.share_expert.up_proj", | |
| "model.layers.19.share_expert.down_proj", | |
| "model.layers.20.self_attn.g_proj", | |
| "model.layers.20.self_attn.qkv_proj", | |
| "model.layers.20.self_attn.q_proj", | |
| "model.layers.20.self_attn.k_proj", | |
| "model.layers.20.self_attn.v_proj", | |
| "model.layers.20.self_attn.o_proj", | |
| "model.layers.20.moe.gate", | |
| "model.layers.20.share_expert.gate_up_proj", | |
| "model.layers.20.share_expert.gate_proj", | |
| "model.layers.20.share_expert.up_proj", | |
| "model.layers.20.share_expert.down_proj", | |
| "model.layers.21.self_attn.g_proj", | |
| "model.layers.21.self_attn.qkv_proj", | |
| "model.layers.21.self_attn.q_proj", | |
| "model.layers.21.self_attn.k_proj", | |
| "model.layers.21.self_attn.v_proj", | |
| "model.layers.21.self_attn.o_proj", | |
| "model.layers.21.moe.gate", | |
| "model.layers.21.share_expert.gate_up_proj", | |
| "model.layers.21.share_expert.gate_proj", | |
| "model.layers.21.share_expert.up_proj", | |
| "model.layers.21.share_expert.down_proj", | |
| "model.layers.22.self_attn.g_proj", | |
| "model.layers.22.self_attn.qkv_proj", | |
| "model.layers.22.self_attn.q_proj", | |
| "model.layers.22.self_attn.k_proj", | |
| "model.layers.22.self_attn.v_proj", | |
| "model.layers.22.self_attn.o_proj", | |
| "model.layers.22.moe.gate", | |
| "model.layers.22.share_expert.gate_up_proj", | |
| "model.layers.22.share_expert.gate_proj", | |
| "model.layers.22.share_expert.up_proj", | |
| "model.layers.22.share_expert.down_proj", | |
| "model.layers.23.self_attn.g_proj", | |
| "model.layers.23.self_attn.qkv_proj", | |
| "model.layers.23.self_attn.q_proj", | |
| "model.layers.23.self_attn.k_proj", | |
| "model.layers.23.self_attn.v_proj", | |
| "model.layers.23.self_attn.o_proj", | |
| "model.layers.23.moe.gate", | |
| "model.layers.23.share_expert.gate_up_proj", | |
| "model.layers.23.share_expert.gate_proj", | |
| "model.layers.23.share_expert.up_proj", | |
| "model.layers.23.share_expert.down_proj", | |
| "model.layers.24.self_attn.g_proj", | |
| "model.layers.24.self_attn.qkv_proj", | |
| "model.layers.24.self_attn.q_proj", | |
| "model.layers.24.self_attn.k_proj", | |
| "model.layers.24.self_attn.v_proj", | |
| "model.layers.24.self_attn.o_proj", | |
| "model.layers.24.moe.gate", | |
| "model.layers.24.share_expert.gate_up_proj", | |
| "model.layers.24.share_expert.gate_proj", | |
| "model.layers.24.share_expert.up_proj", | |
| "model.layers.24.share_expert.down_proj", | |
| "model.layers.25.self_attn.g_proj", | |
| "model.layers.25.self_attn.qkv_proj", | |
| "model.layers.25.self_attn.q_proj", | |
| "model.layers.25.self_attn.k_proj", | |
| "model.layers.25.self_attn.v_proj", | |
| "model.layers.25.self_attn.o_proj", | |
| "model.layers.25.moe.gate", | |
| "model.layers.25.share_expert.gate_up_proj", | |
| "model.layers.25.share_expert.gate_proj", | |
| "model.layers.25.share_expert.up_proj", | |
| "model.layers.25.share_expert.down_proj", | |
| "model.layers.26.self_attn.g_proj", | |
| "model.layers.26.self_attn.qkv_proj", | |
| "model.layers.26.self_attn.q_proj", | |
| "model.layers.26.self_attn.k_proj", | |
| "model.layers.26.self_attn.v_proj", | |
| "model.layers.26.self_attn.o_proj", | |
| "model.layers.26.moe.gate", | |
| "model.layers.26.share_expert.gate_up_proj", | |
| "model.layers.26.share_expert.gate_proj", | |
| "model.layers.26.share_expert.up_proj", | |
| "model.layers.26.share_expert.down_proj", | |
| "model.layers.27.self_attn.g_proj", | |
| "model.layers.27.self_attn.qkv_proj", | |
| "model.layers.27.self_attn.q_proj", | |
| "model.layers.27.self_attn.k_proj", | |
| "model.layers.27.self_attn.v_proj", | |
| "model.layers.27.self_attn.o_proj", | |
| "model.layers.27.moe.gate", | |
| "model.layers.27.share_expert.gate_up_proj", | |
| "model.layers.27.share_expert.gate_proj", | |
| "model.layers.27.share_expert.up_proj", | |
| "model.layers.27.share_expert.down_proj", | |
| "model.layers.28.self_attn.g_proj", | |
| "model.layers.28.self_attn.qkv_proj", | |
| "model.layers.28.self_attn.q_proj", | |
| "model.layers.28.self_attn.k_proj", | |
| "model.layers.28.self_attn.v_proj", | |
| "model.layers.28.self_attn.o_proj", | |
| "model.layers.28.moe.gate", | |
| "model.layers.28.share_expert.gate_up_proj", | |
| "model.layers.28.share_expert.gate_proj", | |
| "model.layers.28.share_expert.up_proj", | |
| "model.layers.28.share_expert.down_proj", | |
| "model.layers.29.self_attn.g_proj", | |
| "model.layers.29.self_attn.qkv_proj", | |
| "model.layers.29.self_attn.q_proj", | |
| "model.layers.29.self_attn.k_proj", | |
| "model.layers.29.self_attn.v_proj", | |
| "model.layers.29.self_attn.o_proj", | |
| "model.layers.29.moe.gate", | |
| "model.layers.29.share_expert.gate_up_proj", | |
| "model.layers.29.share_expert.gate_proj", | |
| "model.layers.29.share_expert.up_proj", | |
| "model.layers.29.share_expert.down_proj", | |
| "model.layers.30.self_attn.g_proj", | |
| "model.layers.30.self_attn.qkv_proj", | |
| "model.layers.30.self_attn.q_proj", | |
| "model.layers.30.self_attn.k_proj", | |
| "model.layers.30.self_attn.v_proj", | |
| "model.layers.30.self_attn.o_proj", | |
| "model.layers.30.moe.gate", | |
| "model.layers.30.share_expert.gate_up_proj", | |
| "model.layers.30.share_expert.gate_proj", | |
| "model.layers.30.share_expert.up_proj", | |
| "model.layers.30.share_expert.down_proj", | |
| "model.layers.31.self_attn.g_proj", | |
| "model.layers.31.self_attn.qkv_proj", | |
| "model.layers.31.self_attn.q_proj", | |
| "model.layers.31.self_attn.k_proj", | |
| "model.layers.31.self_attn.v_proj", | |
| "model.layers.31.self_attn.o_proj", | |
| "model.layers.31.moe.gate", | |
| "model.layers.31.share_expert.gate_up_proj", | |
| "model.layers.31.share_expert.gate_proj", | |
| "model.layers.31.share_expert.up_proj", | |
| "model.layers.31.share_expert.down_proj", | |
| "model.layers.32.self_attn.g_proj", | |
| "model.layers.32.self_attn.qkv_proj", | |
| "model.layers.32.self_attn.q_proj", | |
| "model.layers.32.self_attn.k_proj", | |
| "model.layers.32.self_attn.v_proj", | |
| "model.layers.32.self_attn.o_proj", | |
| "model.layers.32.moe.gate", | |
| "model.layers.32.share_expert.gate_up_proj", | |
| "model.layers.32.share_expert.gate_proj", | |
| "model.layers.32.share_expert.up_proj", | |
| "model.layers.32.share_expert.down_proj", | |
| "model.layers.33.self_attn.g_proj", | |
| "model.layers.33.self_attn.qkv_proj", | |
| "model.layers.33.self_attn.q_proj", | |
| "model.layers.33.self_attn.k_proj", | |
| "model.layers.33.self_attn.v_proj", | |
| "model.layers.33.self_attn.o_proj", | |
| "model.layers.33.moe.gate", | |
| "model.layers.33.share_expert.gate_up_proj", | |
| "model.layers.33.share_expert.gate_proj", | |
| "model.layers.33.share_expert.up_proj", | |
| "model.layers.33.share_expert.down_proj", | |
| "model.layers.34.self_attn.g_proj", | |
| "model.layers.34.self_attn.qkv_proj", | |
| "model.layers.34.self_attn.q_proj", | |
| "model.layers.34.self_attn.k_proj", | |
| "model.layers.34.self_attn.v_proj", | |
| "model.layers.34.self_attn.o_proj", | |
| "model.layers.34.moe.gate", | |
| "model.layers.34.share_expert.gate_up_proj", | |
| "model.layers.34.share_expert.gate_proj", | |
| "model.layers.34.share_expert.up_proj", | |
| "model.layers.34.share_expert.down_proj", | |
| "model.layers.35.self_attn.g_proj", | |
| "model.layers.35.self_attn.qkv_proj", | |
| "model.layers.35.self_attn.q_proj", | |
| "model.layers.35.self_attn.k_proj", | |
| "model.layers.35.self_attn.v_proj", | |
| "model.layers.35.self_attn.o_proj", | |
| "model.layers.35.moe.gate", | |
| "model.layers.35.share_expert.gate_up_proj", | |
| "model.layers.35.share_expert.gate_proj", | |
| "model.layers.35.share_expert.up_proj", | |
| "model.layers.35.share_expert.down_proj", | |
| "model.layers.36.self_attn.g_proj", | |
| "model.layers.36.self_attn.qkv_proj", | |
| "model.layers.36.self_attn.q_proj", | |
| "model.layers.36.self_attn.k_proj", | |
| "model.layers.36.self_attn.v_proj", | |
| "model.layers.36.self_attn.o_proj", | |
| "model.layers.36.moe.gate", | |
| "model.layers.36.share_expert.gate_up_proj", | |
| "model.layers.36.share_expert.gate_proj", | |
| "model.layers.36.share_expert.up_proj", | |
| "model.layers.36.share_expert.down_proj", | |
| "model.layers.37.self_attn.g_proj", | |
| "model.layers.37.self_attn.qkv_proj", | |
| "model.layers.37.self_attn.q_proj", | |
| "model.layers.37.self_attn.k_proj", | |
| "model.layers.37.self_attn.v_proj", | |
| "model.layers.37.self_attn.o_proj", | |
| "model.layers.37.moe.gate", | |
| "model.layers.37.share_expert.gate_up_proj", | |
| "model.layers.37.share_expert.gate_proj", | |
| "model.layers.37.share_expert.up_proj", | |
| "model.layers.37.share_expert.down_proj", | |
| "model.layers.38.self_attn.g_proj", | |
| "model.layers.38.self_attn.qkv_proj", | |
| "model.layers.38.self_attn.q_proj", | |
| "model.layers.38.self_attn.k_proj", | |
| "model.layers.38.self_attn.v_proj", | |
| "model.layers.38.self_attn.o_proj", | |
| "model.layers.38.moe.gate", | |
| "model.layers.38.share_expert.gate_up_proj", | |
| "model.layers.38.share_expert.gate_proj", | |
| "model.layers.38.share_expert.up_proj", | |
| "model.layers.38.share_expert.down_proj", | |
| "model.layers.39.self_attn.g_proj", | |
| "model.layers.39.self_attn.qkv_proj", | |
| "model.layers.39.self_attn.q_proj", | |
| "model.layers.39.self_attn.k_proj", | |
| "model.layers.39.self_attn.v_proj", | |
| "model.layers.39.self_attn.o_proj", | |
| "model.layers.39.moe.gate", | |
| "model.layers.39.share_expert.gate_up_proj", | |
| "model.layers.39.share_expert.gate_proj", | |
| "model.layers.39.share_expert.up_proj", | |
| "model.layers.39.share_expert.down_proj", | |
| "model.layers.40.self_attn.g_proj", | |
| "model.layers.40.self_attn.qkv_proj", | |
| "model.layers.40.self_attn.q_proj", | |
| "model.layers.40.self_attn.k_proj", | |
| "model.layers.40.self_attn.v_proj", | |
| "model.layers.40.self_attn.o_proj", | |
| "model.layers.40.moe.gate", | |
| "model.layers.40.share_expert.gate_up_proj", | |
| "model.layers.40.share_expert.gate_proj", | |
| "model.layers.40.share_expert.up_proj", | |
| "model.layers.40.share_expert.down_proj", | |
| "model.layers.41.self_attn.g_proj", | |
| "model.layers.41.self_attn.qkv_proj", | |
| "model.layers.41.self_attn.q_proj", | |
| "model.layers.41.self_attn.k_proj", | |
| "model.layers.41.self_attn.v_proj", | |
| "model.layers.41.self_attn.o_proj", | |
| "model.layers.41.moe.gate", | |
| "model.layers.41.share_expert.gate_up_proj", | |
| "model.layers.41.share_expert.gate_proj", | |
| "model.layers.41.share_expert.up_proj", | |
| "model.layers.41.share_expert.down_proj", | |
| "model.layers.42.self_attn.g_proj", | |
| "model.layers.42.self_attn.qkv_proj", | |
| "model.layers.42.self_attn.q_proj", | |
| "model.layers.42.self_attn.k_proj", | |
| "model.layers.42.self_attn.v_proj", | |
| "model.layers.42.self_attn.o_proj", | |
| "model.layers.42.moe.gate", | |
| "model.layers.42.share_expert.gate_up_proj", | |
| "model.layers.42.share_expert.gate_proj", | |
| "model.layers.42.share_expert.up_proj", | |
| "model.layers.42.share_expert.down_proj", | |
| "model.layers.43.self_attn.g_proj", | |
| "model.layers.43.self_attn.qkv_proj", | |
| "model.layers.43.self_attn.q_proj", | |
| "model.layers.43.self_attn.k_proj", | |
| "model.layers.43.self_attn.v_proj", | |
| "model.layers.43.self_attn.o_proj", | |
| "model.layers.43.moe.gate", | |
| "model.layers.43.share_expert.gate_up_proj", | |
| "model.layers.43.share_expert.gate_proj", | |
| "model.layers.43.share_expert.up_proj", | |
| "model.layers.43.share_expert.down_proj", | |
| "model.layers.44.self_attn.g_proj", | |
| "model.layers.44.self_attn.qkv_proj", | |
| "model.layers.44.self_attn.q_proj", | |
| "model.layers.44.self_attn.k_proj", | |
| "model.layers.44.self_attn.v_proj", | |
| "model.layers.44.self_attn.o_proj", | |
| "model.layers.44.moe.gate", | |
| "model.layers.44.share_expert.gate_up_proj", | |
| "model.layers.44.share_expert.gate_proj", | |
| "model.layers.44.share_expert.up_proj", | |
| "model.layers.44.share_expert.down_proj", | |
| "model.layers.45.mtp_block.self_attn.g_proj", | |
| "model.layers.45.mtp_block.self_attn.qkv_proj", | |
| "model.layers.45.mtp_block.self_attn.q_proj", | |
| "model.layers.45.mtp_block.self_attn.k_proj", | |
| "model.layers.45.mtp_block.self_attn.v_proj", | |
| "model.layers.45.mtp_block.self_attn.o_proj", | |
| "model.layers.45.mtp_block.mlp.gate_up_proj", | |
| "model.layers.45.mtp_block.mlp.gate_proj", | |
| "model.layers.45.mtp_block.mlp.up_proj", | |
| "model.layers.45.mtp_block.mlp.down_proj", | |
| "model.layers.46.mtp_block.self_attn.g_proj", | |
| "model.layers.46.mtp_block.self_attn.qkv_proj", | |
| "model.layers.46.mtp_block.self_attn.q_proj", | |
| "model.layers.46.mtp_block.self_attn.k_proj", | |
| "model.layers.46.mtp_block.self_attn.v_proj", | |
| "model.layers.46.mtp_block.self_attn.o_proj", | |
| "model.layers.46.mtp_block.mlp.gate_up_proj", | |
| "model.layers.46.mtp_block.mlp.gate_proj", | |
| "model.layers.46.mtp_block.mlp.up_proj", | |
| "model.layers.46.mtp_block.mlp.down_proj", | |
| "model.layers.47.mtp_block.self_attn.g_proj", | |
| "model.layers.47.mtp_block.self_attn.qkv_proj", | |
| "model.layers.47.mtp_block.self_attn.q_proj", | |
| "model.layers.47.mtp_block.self_attn.k_proj", | |
| "model.layers.47.mtp_block.self_attn.v_proj", | |
| "model.layers.47.mtp_block.self_attn.o_proj", | |
| "model.layers.47.mtp_block.mlp.gate_up_proj", | |
| "model.layers.47.mtp_block.mlp.gate_proj", | |
| "model.layers.47.mtp_block.mlp.up_proj", | |
| "model.layers.47.mtp_block.mlp.down_proj", | |
| "model.layers.45.shared_head", | |
| "model.layers.45.shared_head.head", | |
| "model.layers.46.shared_head", | |
| "model.layers.46.shared_head.head", | |
| "model.layers.47.shared_head", | |
| "model.layers.47.shared_head.head", | |
| "vision_model.transformer.resblocks.0.attn.qkv_proj", | |
| "vision_model.transformer.resblocks.0.attn.q_proj", | |
| "vision_model.transformer.resblocks.0.attn.k_proj", | |
| "vision_model.transformer.resblocks.0.attn.v_proj", | |
| "vision_model.transformer.resblocks.0.attn.out_proj", | |
| "vision_model.transformer.resblocks.0.mlp.fc1", | |
| "vision_model.transformer.resblocks.0.mlp.fc2", | |
| "vision_model.transformer.resblocks.1.attn.qkv_proj", | |
| "vision_model.transformer.resblocks.1.attn.q_proj", | |
| "vision_model.transformer.resblocks.1.attn.k_proj", | |
| "vision_model.transformer.resblocks.1.attn.v_proj", | |
| "vision_model.transformer.resblocks.1.attn.out_proj", | |
| "vision_model.transformer.resblocks.1.mlp.fc1", | |
| "vision_model.transformer.resblocks.1.mlp.fc2", | |
| "vision_model.transformer.resblocks.2.attn.qkv_proj", | |
| "vision_model.transformer.resblocks.2.attn.q_proj", | |
| "vision_model.transformer.resblocks.2.attn.k_proj", | |
| "vision_model.transformer.resblocks.2.attn.v_proj", | |
| "vision_model.transformer.resblocks.2.attn.out_proj", | |
| "vision_model.transformer.resblocks.2.mlp.fc1", | |
| "vision_model.transformer.resblocks.2.mlp.fc2", | |
| "vision_model.transformer.resblocks.3.attn.qkv_proj", | |
| "vision_model.transformer.resblocks.3.attn.q_proj", | |
| "vision_model.transformer.resblocks.3.attn.k_proj", | |
| "vision_model.transformer.resblocks.3.attn.v_proj", | |
| "vision_model.transformer.resblocks.3.attn.out_proj", | |
| "vision_model.transformer.resblocks.3.mlp.fc1", | |
| "vision_model.transformer.resblocks.3.mlp.fc2", | |
| "vision_model.transformer.resblocks.4.attn.qkv_proj", | |
| "vision_model.transformer.resblocks.4.attn.q_proj", | |
| "vision_model.transformer.resblocks.4.attn.k_proj", | |
| "vision_model.transformer.resblocks.4.attn.v_proj", | |
| "vision_model.transformer.resblocks.4.attn.out_proj", | |
| "vision_model.transformer.resblocks.4.mlp.fc1", | |
| "vision_model.transformer.resblocks.4.mlp.fc2", | |
| "vision_model.transformer.resblocks.5.attn.qkv_proj", | |
| "vision_model.transformer.resblocks.5.attn.q_proj", | |
| "vision_model.transformer.resblocks.5.attn.k_proj", | |
| "vision_model.transformer.resblocks.5.attn.v_proj", | |
| "vision_model.transformer.resblocks.5.attn.out_proj", | |
| "vision_model.transformer.resblocks.5.mlp.fc1", | |
| "vision_model.transformer.resblocks.5.mlp.fc2", | |
| "vision_model.transformer.resblocks.6.attn.qkv_proj", | |
| "vision_model.transformer.resblocks.6.attn.q_proj", | |
| "vision_model.transformer.resblocks.6.attn.k_proj", | |
| "vision_model.transformer.resblocks.6.attn.v_proj", | |
| "vision_model.transformer.resblocks.6.attn.out_proj", | |
| "vision_model.transformer.resblocks.6.mlp.fc1", | |
| "vision_model.transformer.resblocks.6.mlp.fc2", | |
| "vision_model.transformer.resblocks.7.attn.qkv_proj", | |
| "vision_model.transformer.resblocks.7.attn.q_proj", | |
| "vision_model.transformer.resblocks.7.attn.k_proj", | |
| "vision_model.transformer.resblocks.7.attn.v_proj", | |
| "vision_model.transformer.resblocks.7.attn.out_proj", | |
| "vision_model.transformer.resblocks.7.mlp.fc1", | |
| "vision_model.transformer.resblocks.7.mlp.fc2", | |
| "vision_model.transformer.resblocks.8.attn.qkv_proj", | |
| "vision_model.transformer.resblocks.8.attn.q_proj", | |
| "vision_model.transformer.resblocks.8.attn.k_proj", | |
| "vision_model.transformer.resblocks.8.attn.v_proj", | |
| "vision_model.transformer.resblocks.8.attn.out_proj", | |
| "vision_model.transformer.resblocks.8.mlp.fc1", | |
| "vision_model.transformer.resblocks.8.mlp.fc2", | |
| "vision_model.transformer.resblocks.9.attn.qkv_proj", | |
| "vision_model.transformer.resblocks.9.attn.q_proj", | |
| "vision_model.transformer.resblocks.9.attn.k_proj", | |
| "vision_model.transformer.resblocks.9.attn.v_proj", | |
| "vision_model.transformer.resblocks.9.attn.out_proj", | |
| "vision_model.transformer.resblocks.9.mlp.fc1", | |
| "vision_model.transformer.resblocks.9.mlp.fc2", | |
| "vision_model.transformer.resblocks.10.attn.qkv_proj", | |
| "vision_model.transformer.resblocks.10.attn.q_proj", | |
| "vision_model.transformer.resblocks.10.attn.k_proj", | |
| "vision_model.transformer.resblocks.10.attn.v_proj", | |
| "vision_model.transformer.resblocks.10.attn.out_proj", | |
| "vision_model.transformer.resblocks.10.mlp.fc1", | |
| "vision_model.transformer.resblocks.10.mlp.fc2", | |
| "vision_model.transformer.resblocks.11.attn.qkv_proj", | |
| "vision_model.transformer.resblocks.11.attn.q_proj", | |
| "vision_model.transformer.resblocks.11.attn.k_proj", | |
| "vision_model.transformer.resblocks.11.attn.v_proj", | |
| "vision_model.transformer.resblocks.11.attn.out_proj", | |
| "vision_model.transformer.resblocks.11.mlp.fc1", | |
| "vision_model.transformer.resblocks.11.mlp.fc2", | |
| "vision_model.transformer.resblocks.12.attn.qkv_proj", | |
| "vision_model.transformer.resblocks.12.attn.q_proj", | |
| "vision_model.transformer.resblocks.12.attn.k_proj", | |
| "vision_model.transformer.resblocks.12.attn.v_proj", | |
| "vision_model.transformer.resblocks.12.attn.out_proj", | |
| "vision_model.transformer.resblocks.12.mlp.fc1", | |
| "vision_model.transformer.resblocks.12.mlp.fc2", | |
| "vision_model.transformer.resblocks.13.attn.qkv_proj", | |
| "vision_model.transformer.resblocks.13.attn.q_proj", | |
| "vision_model.transformer.resblocks.13.attn.k_proj", | |
| "vision_model.transformer.resblocks.13.attn.v_proj", | |
| "vision_model.transformer.resblocks.13.attn.out_proj", | |
| "vision_model.transformer.resblocks.13.mlp.fc1", | |
| "vision_model.transformer.resblocks.13.mlp.fc2", | |
| "vision_model.transformer.resblocks.14.attn.qkv_proj", | |
| "vision_model.transformer.resblocks.14.attn.q_proj", | |
| "vision_model.transformer.resblocks.14.attn.k_proj", | |
| "vision_model.transformer.resblocks.14.attn.v_proj", | |
| "vision_model.transformer.resblocks.14.attn.out_proj", | |
| "vision_model.transformer.resblocks.14.mlp.fc1", | |
| "vision_model.transformer.resblocks.14.mlp.fc2", | |
| "vision_model.transformer.resblocks.15.attn.qkv_proj", | |
| "vision_model.transformer.resblocks.15.attn.q_proj", | |
| "vision_model.transformer.resblocks.15.attn.k_proj", | |
| "vision_model.transformer.resblocks.15.attn.v_proj", | |
| "vision_model.transformer.resblocks.15.attn.out_proj", | |
| "vision_model.transformer.resblocks.15.mlp.fc1", | |
| "vision_model.transformer.resblocks.15.mlp.fc2", | |
| "vision_model.transformer.resblocks.16.attn.qkv_proj", | |
| "vision_model.transformer.resblocks.16.attn.q_proj", | |
| "vision_model.transformer.resblocks.16.attn.k_proj", | |
| "vision_model.transformer.resblocks.16.attn.v_proj", | |
| "vision_model.transformer.resblocks.16.attn.out_proj", | |
| "vision_model.transformer.resblocks.16.mlp.fc1", | |
| "vision_model.transformer.resblocks.16.mlp.fc2", | |
| "vision_model.transformer.resblocks.17.attn.qkv_proj", | |
| "vision_model.transformer.resblocks.17.attn.q_proj", | |
| "vision_model.transformer.resblocks.17.attn.k_proj", | |
| "vision_model.transformer.resblocks.17.attn.v_proj", | |
| "vision_model.transformer.resblocks.17.attn.out_proj", | |
| "vision_model.transformer.resblocks.17.mlp.fc1", | |
| "vision_model.transformer.resblocks.17.mlp.fc2", | |
| "vision_model.transformer.resblocks.18.attn.qkv_proj", | |
| "vision_model.transformer.resblocks.18.attn.q_proj", | |
| "vision_model.transformer.resblocks.18.attn.k_proj", | |
| "vision_model.transformer.resblocks.18.attn.v_proj", | |
| "vision_model.transformer.resblocks.18.attn.out_proj", | |
| "vision_model.transformer.resblocks.18.mlp.fc1", | |
| "vision_model.transformer.resblocks.18.mlp.fc2", | |
| "vision_model.transformer.resblocks.19.attn.qkv_proj", | |
| "vision_model.transformer.resblocks.19.attn.q_proj", | |
| "vision_model.transformer.resblocks.19.attn.k_proj", | |
| "vision_model.transformer.resblocks.19.attn.v_proj", | |
| "vision_model.transformer.resblocks.19.attn.out_proj", | |
| "vision_model.transformer.resblocks.19.mlp.fc1", | |
| "vision_model.transformer.resblocks.19.mlp.fc2", | |
| "vision_model.transformer.resblocks.20.attn.qkv_proj", | |
| "vision_model.transformer.resblocks.20.attn.q_proj", | |
| "vision_model.transformer.resblocks.20.attn.k_proj", | |
| "vision_model.transformer.resblocks.20.attn.v_proj", | |
| "vision_model.transformer.resblocks.20.attn.out_proj", | |
| "vision_model.transformer.resblocks.20.mlp.fc1", | |
| "vision_model.transformer.resblocks.20.mlp.fc2", | |
| "vision_model.transformer.resblocks.21.attn.qkv_proj", | |
| "vision_model.transformer.resblocks.21.attn.q_proj", | |
| "vision_model.transformer.resblocks.21.attn.k_proj", | |
| "vision_model.transformer.resblocks.21.attn.v_proj", | |
| "vision_model.transformer.resblocks.21.attn.out_proj", | |
| "vision_model.transformer.resblocks.21.mlp.fc1", | |
| "vision_model.transformer.resblocks.21.mlp.fc2", | |
| "vision_model.transformer.resblocks.22.attn.qkv_proj", | |
| "vision_model.transformer.resblocks.22.attn.q_proj", | |
| "vision_model.transformer.resblocks.22.attn.k_proj", | |
| "vision_model.transformer.resblocks.22.attn.v_proj", | |
| "vision_model.transformer.resblocks.22.attn.out_proj", | |
| "vision_model.transformer.resblocks.22.mlp.fc1", | |
| "vision_model.transformer.resblocks.22.mlp.fc2", | |
| "vision_model.transformer.resblocks.23.attn.qkv_proj", | |
| "vision_model.transformer.resblocks.23.attn.q_proj", | |
| "vision_model.transformer.resblocks.23.attn.k_proj", | |
| "vision_model.transformer.resblocks.23.attn.v_proj", | |
| "vision_model.transformer.resblocks.23.attn.out_proj", | |
| "vision_model.transformer.resblocks.23.mlp.fc1", | |
| "vision_model.transformer.resblocks.23.mlp.fc2", | |
| "vision_model.transformer.resblocks.24.attn.qkv_proj", | |
| "vision_model.transformer.resblocks.24.attn.q_proj", | |
| "vision_model.transformer.resblocks.24.attn.k_proj", | |
| "vision_model.transformer.resblocks.24.attn.v_proj", | |
| "vision_model.transformer.resblocks.24.attn.out_proj", | |
| "vision_model.transformer.resblocks.24.mlp.fc1", | |
| "vision_model.transformer.resblocks.24.mlp.fc2", | |
| "vision_model.transformer.resblocks.25.attn.qkv_proj", | |
| "vision_model.transformer.resblocks.25.attn.q_proj", | |
| "vision_model.transformer.resblocks.25.attn.k_proj", | |
| "vision_model.transformer.resblocks.25.attn.v_proj", | |
| "vision_model.transformer.resblocks.25.attn.out_proj", | |
| "vision_model.transformer.resblocks.25.mlp.fc1", | |
| "vision_model.transformer.resblocks.25.mlp.fc2", | |
| "vision_model.transformer.resblocks.26.attn.qkv_proj", | |
| "vision_model.transformer.resblocks.26.attn.q_proj", | |
| "vision_model.transformer.resblocks.26.attn.k_proj", | |
| "vision_model.transformer.resblocks.26.attn.v_proj", | |
| "vision_model.transformer.resblocks.26.attn.out_proj", | |
| "vision_model.transformer.resblocks.26.mlp.fc1", | |
| "vision_model.transformer.resblocks.26.mlp.fc2", | |
| "vision_model.transformer.resblocks.27.attn.qkv_proj", | |
| "vision_model.transformer.resblocks.27.attn.q_proj", | |
| "vision_model.transformer.resblocks.27.attn.k_proj", | |
| "vision_model.transformer.resblocks.27.attn.v_proj", | |
| "vision_model.transformer.resblocks.27.attn.out_proj", | |
| "vision_model.transformer.resblocks.27.mlp.fc1", | |
| "vision_model.transformer.resblocks.27.mlp.fc2", | |
| "vision_model.transformer.resblocks.28.attn.qkv_proj", | |
| "vision_model.transformer.resblocks.28.attn.q_proj", | |
| "vision_model.transformer.resblocks.28.attn.k_proj", | |
| "vision_model.transformer.resblocks.28.attn.v_proj", | |
| "vision_model.transformer.resblocks.28.attn.out_proj", | |
| "vision_model.transformer.resblocks.28.mlp.fc1", | |
| "vision_model.transformer.resblocks.28.mlp.fc2", | |
| "vision_model.transformer.resblocks.29.attn.qkv_proj", | |
| "vision_model.transformer.resblocks.29.attn.q_proj", | |
| "vision_model.transformer.resblocks.29.attn.k_proj", | |
| "vision_model.transformer.resblocks.29.attn.v_proj", | |
| "vision_model.transformer.resblocks.29.attn.out_proj", | |
| "vision_model.transformer.resblocks.29.mlp.fc1", | |
| "vision_model.transformer.resblocks.29.mlp.fc2", | |
| "vision_model.transformer.resblocks.30.attn.qkv_proj", | |
| "vision_model.transformer.resblocks.30.attn.q_proj", | |
| "vision_model.transformer.resblocks.30.attn.k_proj", | |
| "vision_model.transformer.resblocks.30.attn.v_proj", | |
| "vision_model.transformer.resblocks.30.attn.out_proj", | |
| "vision_model.transformer.resblocks.30.mlp.fc1", | |
| "vision_model.transformer.resblocks.30.mlp.fc2", | |
| "vision_model.transformer.resblocks.31.attn.qkv_proj", | |
| "vision_model.transformer.resblocks.31.attn.q_proj", | |
| "vision_model.transformer.resblocks.31.attn.k_proj", | |
| "vision_model.transformer.resblocks.31.attn.v_proj", | |
| "vision_model.transformer.resblocks.31.attn.out_proj", | |
| "vision_model.transformer.resblocks.31.mlp.fc1", | |
| "vision_model.transformer.resblocks.31.mlp.fc2", | |
| "vision_model.transformer.resblocks.32.attn.qkv_proj", | |
| "vision_model.transformer.resblocks.32.attn.q_proj", | |
| "vision_model.transformer.resblocks.32.attn.k_proj", | |
| "vision_model.transformer.resblocks.32.attn.v_proj", | |
| "vision_model.transformer.resblocks.32.attn.out_proj", | |
| "vision_model.transformer.resblocks.32.mlp.fc1", | |
| "vision_model.transformer.resblocks.32.mlp.fc2", | |
| "vision_model.transformer.resblocks.33.attn.qkv_proj", | |
| "vision_model.transformer.resblocks.33.attn.q_proj", | |
| "vision_model.transformer.resblocks.33.attn.k_proj", | |
| "vision_model.transformer.resblocks.33.attn.v_proj", | |
| "vision_model.transformer.resblocks.33.attn.out_proj", | |
| "vision_model.transformer.resblocks.33.mlp.fc1", | |
| "vision_model.transformer.resblocks.33.mlp.fc2", | |
| "vision_model.transformer.resblocks.34.attn.qkv_proj", | |
| "vision_model.transformer.resblocks.34.attn.q_proj", | |
| "vision_model.transformer.resblocks.34.attn.k_proj", | |
| "vision_model.transformer.resblocks.34.attn.v_proj", | |
| "vision_model.transformer.resblocks.34.attn.out_proj", | |
| "vision_model.transformer.resblocks.34.mlp.fc1", | |
| "vision_model.transformer.resblocks.34.mlp.fc2", | |
| "vision_model.transformer.resblocks.35.attn.qkv_proj", | |
| "vision_model.transformer.resblocks.35.attn.q_proj", | |
| "vision_model.transformer.resblocks.35.attn.k_proj", | |
| "vision_model.transformer.resblocks.35.attn.v_proj", | |
| "vision_model.transformer.resblocks.35.attn.out_proj", | |
| "vision_model.transformer.resblocks.35.mlp.fc1", | |
| "vision_model.transformer.resblocks.35.mlp.fc2", | |
| "vision_model.transformer.resblocks.36.attn.qkv_proj", | |
| "vision_model.transformer.resblocks.36.attn.q_proj", | |
| "vision_model.transformer.resblocks.36.attn.k_proj", | |
| "vision_model.transformer.resblocks.36.attn.v_proj", | |
| "vision_model.transformer.resblocks.36.attn.out_proj", | |
| "vision_model.transformer.resblocks.36.mlp.fc1", | |
| "vision_model.transformer.resblocks.36.mlp.fc2", | |
| "vision_model.transformer.resblocks.37.attn.qkv_proj", | |
| "vision_model.transformer.resblocks.37.attn.q_proj", | |
| "vision_model.transformer.resblocks.37.attn.k_proj", | |
| "vision_model.transformer.resblocks.37.attn.v_proj", | |
| "vision_model.transformer.resblocks.37.attn.out_proj", | |
| "vision_model.transformer.resblocks.37.mlp.fc1", | |
| "vision_model.transformer.resblocks.37.mlp.fc2", | |
| "vision_model.transformer.resblocks.38.attn.qkv_proj", | |
| "vision_model.transformer.resblocks.38.attn.q_proj", | |
| "vision_model.transformer.resblocks.38.attn.k_proj", | |
| "vision_model.transformer.resblocks.38.attn.v_proj", | |
| "vision_model.transformer.resblocks.38.attn.out_proj", | |
| "vision_model.transformer.resblocks.38.mlp.fc1", | |
| "vision_model.transformer.resblocks.38.mlp.fc2", | |
| "vision_model.transformer.resblocks.39.attn.qkv_proj", | |
| "vision_model.transformer.resblocks.39.attn.q_proj", | |
| "vision_model.transformer.resblocks.39.attn.k_proj", | |
| "vision_model.transformer.resblocks.39.attn.v_proj", | |
| "vision_model.transformer.resblocks.39.attn.out_proj", | |
| "vision_model.transformer.resblocks.39.mlp.fc1", | |
| "vision_model.transformer.resblocks.39.mlp.fc2", | |
| "vision_model.transformer.resblocks.40.attn.qkv_proj", | |
| "vision_model.transformer.resblocks.40.attn.q_proj", | |
| "vision_model.transformer.resblocks.40.attn.k_proj", | |
| "vision_model.transformer.resblocks.40.attn.v_proj", | |
| "vision_model.transformer.resblocks.40.attn.out_proj", | |
| "vision_model.transformer.resblocks.40.mlp.fc1", | |
| "vision_model.transformer.resblocks.40.mlp.fc2", | |
| "vision_model.transformer.resblocks.41.attn.qkv_proj", | |
| "vision_model.transformer.resblocks.41.attn.q_proj", | |
| "vision_model.transformer.resblocks.41.attn.k_proj", | |
| "vision_model.transformer.resblocks.41.attn.v_proj", | |
| "vision_model.transformer.resblocks.41.attn.out_proj", | |
| "vision_model.transformer.resblocks.41.mlp.fc1", | |
| "vision_model.transformer.resblocks.41.mlp.fc2", | |
| "vision_model.transformer.resblocks.42.attn.qkv_proj", | |
| "vision_model.transformer.resblocks.42.attn.q_proj", | |
| "vision_model.transformer.resblocks.42.attn.k_proj", | |
| "vision_model.transformer.resblocks.42.attn.v_proj", | |
| "vision_model.transformer.resblocks.42.attn.out_proj", | |
| "vision_model.transformer.resblocks.42.mlp.fc1", | |
| "vision_model.transformer.resblocks.42.mlp.fc2", | |
| "vision_model.transformer.resblocks.43.attn.qkv_proj", | |
| "vision_model.transformer.resblocks.43.attn.q_proj", | |
| "vision_model.transformer.resblocks.43.attn.k_proj", | |
| "vision_model.transformer.resblocks.43.attn.v_proj", | |
| "vision_model.transformer.resblocks.43.attn.out_proj", | |
| "vision_model.transformer.resblocks.43.mlp.fc1", | |
| "vision_model.transformer.resblocks.43.mlp.fc2", | |
| "vision_model.transformer.resblocks.44.attn.qkv_proj", | |
| "vision_model.transformer.resblocks.44.attn.q_proj", | |
| "vision_model.transformer.resblocks.44.attn.k_proj", | |
| "vision_model.transformer.resblocks.44.attn.v_proj", | |
| "vision_model.transformer.resblocks.44.attn.out_proj", | |
| "vision_model.transformer.resblocks.44.mlp.fc1", | |
| "vision_model.transformer.resblocks.44.mlp.fc2", | |
| "vision_model.transformer.resblocks.45.attn.qkv_proj", | |
| "vision_model.transformer.resblocks.45.attn.q_proj", | |
| "vision_model.transformer.resblocks.45.attn.k_proj", | |
| "vision_model.transformer.resblocks.45.attn.v_proj", | |
| "vision_model.transformer.resblocks.45.attn.out_proj", | |
| "vision_model.transformer.resblocks.45.mlp.fc1", | |
| "vision_model.transformer.resblocks.45.mlp.fc2", | |
| "vision_model.transformer.resblocks.46.attn.qkv_proj", | |
| "vision_model.transformer.resblocks.46.attn.q_proj", | |
| "vision_model.transformer.resblocks.46.attn.k_proj", | |
| "vision_model.transformer.resblocks.46.attn.v_proj", | |
| "vision_model.transformer.resblocks.46.attn.out_proj", | |
| "vision_model.transformer.resblocks.46.mlp.fc1", | |
| "vision_model.transformer.resblocks.46.mlp.fc2", | |
| "vit_large_projector" | |
| ] | |
| } | |
| } |