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chore: import upstream snapshot with attribution
2026-07-13 13:23:58 +08:00

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Python

"""A builtin set of models available in MLC LLM."""
from typing import Any, Dict # noqa: UP035
MODEL_PRESETS: Dict[str, Any] = { # noqa: UP006
"llama2_7b": {
"architectures": ["LlamaForCausalLM"],
"bos_token_id": 1,
"eos_token_id": 2,
"hidden_act": "silu",
"hidden_size": 4096,
"initializer_range": 0.02,
"intermediate_size": 11008,
"max_position_embeddings": 2048,
"model_type": "llama",
"num_attention_heads": 32,
"num_hidden_layers": 32,
"num_key_value_heads": 32,
"pad_token_id": 0,
"pretraining_tp": 1,
"rms_norm_eps": 1e-05,
"rope_scaling": None,
"tie_word_embeddings": False,
"torch_dtype": "float16",
"transformers_version": "4.31.0.dev0",
"use_cache": True,
"vocab_size": 32000,
"context_window_size": 2048,
"prefill_chunk_size": 2048,
},
"llama2_13b": {
"_name_or_path": "meta-llama/Llama-2-13b-hf",
"architectures": ["LlamaForCausalLM"],
"bos_token_id": 1,
"eos_token_id": 2,
"hidden_act": "silu",
"hidden_size": 5120,
"initializer_range": 0.02,
"intermediate_size": 13824,
"max_position_embeddings": 2048,
"model_type": "llama",
"num_attention_heads": 40,
"num_hidden_layers": 40,
"num_key_value_heads": 40,
"pad_token_id": 0,
"pretraining_tp": 2,
"rms_norm_eps": 1e-05,
"rope_scaling": None,
"tie_word_embeddings": False,
"torch_dtype": "float16",
"transformers_version": "4.31.0.dev0",
"use_cache": True,
"vocab_size": 32000,
"context_window_size": 2048,
"prefill_chunk_size": 2048,
},
"llama2_70b": {
"architectures": ["LlamaForCausalLM"],
"bos_token_id": 1,
"eos_token_id": 2,
"hidden_act": "silu",
"hidden_size": 8192,
"initializer_range": 0.02,
"intermediate_size": 28672,
"max_position_embeddings": 2048,
"model_type": "llama",
"num_attention_heads": 64,
"num_hidden_layers": 80,
"num_key_value_heads": 8,
"pad_token_id": 0,
"rms_norm_eps": 1e-05,
"tie_word_embeddings": False,
"torch_dtype": "float16",
"transformers_version": "4.31.0.dev0",
"use_cache": True,
"vocab_size": 32000,
"context_window_size": 2048,
"prefill_chunk_size": 2048,
},
"codellama_7b": {
"_name_or_path": "codellama/CodeLlama-7b-hf",
"architectures": ["LlamaForCausalLM"],
"bos_token_id": 1,
"eos_token_id": 2,
"hidden_act": "silu",
"hidden_size": 4096,
"initializer_range": 0.02,
"intermediate_size": 11008,
"max_position_embeddings": 16384,
"model_type": "llama",
"num_attention_heads": 32,
"num_hidden_layers": 32,
"num_key_value_heads": 32,
"pretraining_tp": 1,
"rms_norm_eps": 1e-05,
"rope_scaling": None,
"rope_theta": 1000000,
"tie_word_embeddings": False,
"torch_dtype": "bfloat16",
"transformers_version": "4.33.0.dev0",
"use_cache": True,
"vocab_size": 32016,
"context_window_size": 2048,
"prefill_chunk_size": 2048,
},
"codellama_13b": {
"architectures": ["LlamaForCausalLM"],
"bos_token_id": 1,
"eos_token_id": 2,
"hidden_act": "silu",
"hidden_size": 5120,
"initializer_range": 0.02,
"intermediate_size": 13824,
"max_position_embeddings": 16384,
"model_type": "llama",
"num_attention_heads": 40,
"num_hidden_layers": 40,
"num_key_value_heads": 40,
"pretraining_tp": 1,
"rms_norm_eps": 1e-05,
"rope_scaling": None,
"rope_theta": 1000000,
"tie_word_embeddings": False,
"torch_dtype": "bfloat16",
"transformers_version": "4.32.0.dev0",
"use_cache": True,
"vocab_size": 32016,
"context_window_size": 2048,
"prefill_chunk_size": 2048,
},
"codellama_34b": {
"architectures": ["LlamaForCausalLM"],
"bos_token_id": 1,
"eos_token_id": 2,
"hidden_act": "silu",
"hidden_size": 8192,
"initializer_range": 0.02,
"intermediate_size": 22016,
"max_position_embeddings": 16384,
"model_type": "llama",
"num_attention_heads": 64,
"num_hidden_layers": 48,
"num_key_value_heads": 8,
"pretraining_tp": 1,
"rms_norm_eps": 1e-05,
"rope_scaling": None,
"rope_theta": 1000000,
"tie_word_embeddings": False,
"torch_dtype": "bfloat16",
"transformers_version": "4.32.0.dev0",
"use_cache": True,
"vocab_size": 32016,
"context_window_size": 2048,
"prefill_chunk_size": 2048,
},
"tinyllama_1b_chat_v0.4": {
"_name_or_path": "/data/tianduo/tinyllama-ft/checkpoint-3890",
"architectures": ["LlamaForCausalLM"],
"bos_token_id": 1,
"eos_token_id": 2,
"hidden_act": "silu",
"hidden_size": 2048,
"initializer_range": 0.02,
"intermediate_size": 5632,
"max_position_embeddings": 2048,
"model_type": "llama",
"num_attention_heads": 32,
"num_hidden_layers": 22,
"num_key_value_heads": 4,
"pretraining_tp": 1,
"rms_norm_eps": 1e-05,
"rope_scaling": None,
"rope_theta": 10000.0,
"tie_word_embeddings": False,
"torch_dtype": "float32",
"transformers_version": "4.33.1",
"use_cache": False,
"vocab_size": 32003,
},
"tinyllama_1b_chat_v1.0": {
"architectures": ["LlamaForCausalLM"],
"attention_bias": False,
"bos_token_id": 1,
"eos_token_id": 2,
"hidden_act": "silu",
"hidden_size": 2048,
"initializer_range": 0.02,
"intermediate_size": 5632,
"max_position_embeddings": 2048,
"model_type": "llama",
"num_attention_heads": 32,
"num_hidden_layers": 22,
"num_key_value_heads": 4,
"pretraining_tp": 1,
"rms_norm_eps": 1e-05,
"rope_scaling": None,
"rope_theta": 10000.0,
"tie_word_embeddings": False,
"torch_dtype": "bfloat16",
"transformers_version": "4.35.0",
"use_cache": True,
"vocab_size": 32000,
},
"mistral_7b": {
"architectures": ["MistralForCausalLM"],
"bos_token_id": 1,
"eos_token_id": 2,
"hidden_act": "silu",
"hidden_size": 4096,
"initializer_range": 0.02,
"intermediate_size": 14336,
"max_position_embeddings": 32768,
"model_type": "mistral",
"num_attention_heads": 32,
"num_hidden_layers": 32,
"num_key_value_heads": 8,
"rms_norm_eps": 1e-05,
"rope_theta": 10000.0,
"tie_word_embeddings": False,
"torch_dtype": "bfloat16",
"transformers_version": "4.34.0.dev0",
"use_cache": True,
"vocab_size": 32000,
"sliding_window_size": 4096,
"prefill_chunk_size": 128,
"attention_sink_size": 4,
},
"mistral_7b_v03": {
"architectures": ["MistralForCausalLM"],
"attention_dropout": 0.0,
"bos_token_id": 1,
"eos_token_id": 2,
"hidden_act": "silu",
"hidden_size": 4096,
"initializer_range": 0.02,
"intermediate_size": 14336,
"max_position_embeddings": 32768,
"model_type": "mistral",
"num_attention_heads": 32,
"num_hidden_layers": 32,
"num_key_value_heads": 8,
"rms_norm_eps": 1e-05,
"rope_theta": 1000000.0,
"sliding_window": None,
"tie_word_embeddings": False,
"torch_dtype": "bfloat16",
"transformers_version": "4.42.0.dev0",
"use_cache": True,
"vocab_size": 32768,
},
"ministral3_3b_2512": {
"architectures": ["Mistral3ForConditionalGeneration"],
"dtype": "bfloat16",
"image_token_index": 10,
"model_type": "ministral3",
"multimodal_projector_bias": False,
"projector_hidden_act": "gelu",
"spatial_merge_size": 2,
"text_config": {
"attention_dropout": 0.0,
"head_dim": 128,
"hidden_act": "silu",
"hidden_size": 3072,
"initializer_range": 0.02,
"intermediate_size": 9216,
"max_position_embeddings": 262144,
"model_type": "ministral3",
"num_attention_heads": 32,
"num_hidden_layers": 26,
"num_key_value_heads": 8,
"rms_norm_eps": 1e-05,
"rope_parameters": {
"beta_fast": 32.0,
"beta_slow": 1.0,
"factor": 16.0,
"llama_4_scaling_beta": 0.1,
"mscale": 1.0,
"mscale_all_dim": 1.0,
"original_max_position_embeddings": 16384,
"rope_theta": 1000000.0,
"rope_type": "yarn",
"type": "yarn",
},
"sliding_window": None,
"tie_word_embeddings": True,
"use_cache": True,
"vocab_size": 131072,
},
"transformers_version": "5.0.0.dev0",
"vision_config": {
"attention_dropout": 0.0,
"head_dim": 64,
"hidden_act": "silu",
"hidden_size": 1024,
"image_size": 1540,
"initializer_range": 0.02,
"intermediate_size": 4096,
"model_type": "pixtral",
"num_attention_heads": 16,
"num_channels": 3,
"num_hidden_layers": 24,
"patch_size": 14,
"rope_parameters": {"rope_theta": 10000.0, "rope_type": "default"},
"rope_theta": 10000.0,
},
"vision_feature_layer": -1,
},
"gpt2": {
"activation_function": "gelu_new",
"architectures": ["GPT2LMHeadModel"],
"attn_pdrop": 0.1,
"bos_token_id": 50256,
"embd_pdrop": 0.1,
"eos_token_id": 50256,
"initializer_range": 0.02,
"layer_norm_epsilon": 1e-05,
"model_type": "gpt2",
"n_ctx": 1024,
"n_embd": 768,
"n_head": 12,
"n_layer": 12,
"n_positions": 1024,
"resid_pdrop": 0.1,
"summary_activation": None,
"summary_first_dropout": 0.1,
"summary_proj_to_labels": True,
"summary_type": "cls_index",
"summary_use_proj": True,
"task_specific_params": {"text-generation": {"do_sample": True, "max_length": 50}},
"vocab_size": 50257,
},
"gpt2_medium": {
"activation_function": "gelu_new",
"architectures": ["GPT2LMHeadModel"],
"attn_pdrop": 0.1,
"bos_token_id": 50256,
"embd_pdrop": 0.1,
"eos_token_id": 50256,
"initializer_range": 0.02,
"layer_norm_epsilon": 1e-05,
"model_type": "gpt2",
"n_ctx": 1024,
"n_embd": 1024,
"n_head": 16,
"n_layer": 24,
"n_positions": 1024,
"n_special": 0,
"predict_special_tokens": True,
"resid_pdrop": 0.1,
"summary_activation": None,
"summary_first_dropout": 0.1,
"summary_proj_to_labels": True,
"summary_type": "cls_index",
"summary_use_proj": True,
"task_specific_params": {"text-generation": {"do_sample": True, "max_length": 50}},
"vocab_size": 50257,
},
"gpt_bigcode": {
"activation_function": "gelu_pytorch_tanh",
"architectures": ["GPTBigCodeForCausalLM"],
"attention_softmax_in_fp32": True,
"multi_query": True,
"attn_pdrop": 0.1,
"bos_token_id": 49152,
"embd_pdrop": 0.1,
"eos_token_id": 49152,
"initializer_range": 0.02,
"layer_norm_epsilon": 1e-05,
"model_type": "gpt_bigcode",
"n_embd": 2048,
"n_head": 16,
"n_inner": 8192,
"n_layer": 24,
"n_positions": 2048,
"resid_pdrop": 0.1,
"runner_max_sequence_length": None,
"scale_attention_softmax_in_fp32": True,
"scale_attn_weights": True,
"summary_activation": None,
"summary_first_dropout": 0.1,
"summary_proj_to_labels": True,
"summary_type": "cls_index",
"summary_use_proj": True,
"transformers_version": "4.28.0.dev0",
"use_cache": True,
"vocab_size": 49280,
},
"Mixtral-8x7B-v0.1": {
"architectures": ["MixtralForCausalLM"],
"attention_dropout": 0.0,
"bos_token_id": 1,
"eos_token_id": 2,
"hidden_act": "silu",
"hidden_size": 4096,
"initializer_range": 0.02,
"intermediate_size": 14336,
"max_position_embeddings": 32768,
"model_type": "mixtral",
"num_attention_heads": 32,
"num_experts_per_tok": 2,
"num_hidden_layers": 32,
"num_key_value_heads": 8,
"num_local_experts": 8,
"output_router_logits": False,
"rms_norm_eps": 1e-05,
"rope_theta": 1000000.0,
"router_aux_loss_coef": 0.02,
"sliding_window": None,
"tie_word_embeddings": False,
"torch_dtype": "bfloat16",
"transformers_version": "4.36.0.dev0",
"use_cache": True,
"vocab_size": 32000,
},
"redpajama_3b_v1": {
"_name_or_path": "/root/fm/models/rp_3b_800b_real_fp16",
"architectures": ["GPTNeoXForCausalLM"],
"bos_token_id": 0,
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"hidden_act": "gelu",
"hidden_size": 2560,
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"model_type": "gpt_neox",
"num_attention_heads": 32,
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"rotary_emb_base": 10000,
"rotary_pct": 1.0,
"tie_word_embeddings": False,
"torch_dtype": "float16",
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"use_cache": True,
"use_parallel_residual": False,
"vocab_size": 50432,
},
"phi-1_5": {
"_name_or_path": "microsoft/phi-1_5",
"activation_function": "gelu_new",
"architectures": ["PhiForCausalLM"],
"attn_pdrop": 0.0,
"auto_map": {
"AutoConfig": "configuration_phi.PhiConfig",
"AutoModelForCausalLM": "modeling_phi.PhiForCausalLM",
},
"embd_pdrop": 0.0,
"flash_attn": False,
"flash_rotary": False,
"fused_dense": False,
"initializer_range": 0.02,
"layer_norm_epsilon": 1e-05,
"model_type": "phi-msft",
"n_embd": 2048,
"n_head": 32,
"n_head_kv": None,
"n_inner": None,
"n_layer": 24,
"n_positions": 2048,
"resid_pdrop": 0.0,
"rotary_dim": 32,
"tie_word_embeddings": False,
"torch_dtype": "float16",
"transformers_version": "4.34.1",
"vocab_size": 51200,
},
"phi-2": {
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"activation_function": "gelu_new",
"architectures": ["PhiForCausalLM"],
"attn_pdrop": 0.0,
"auto_map": {
"AutoConfig": "configuration_phi.PhiConfig",
"AutoModelForCausalLM": "modeling_phi.PhiForCausalLM",
},
"embd_pdrop": 0.0,
"flash_attn": False,
"flash_rotary": False,
"fused_dense": False,
"img_processor": None,
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"model_type": "phi-msft",
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"n_head_kv": None,
"n_inner": None,
"n_layer": 32,
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},
"phi-3_5": {
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"architectures": ["Phi3ForCausalLM"],
"attention_dropout": 0.0,
"auto_map": {
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"AutoModelForCausalLM": "modeling_phi3.Phi3ForCausalLM",
},
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"phi-3_5-vision": {
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"architectures": ["Phi3VForCausalLM"],
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"rms_norm_eps": 1e-05,
"rope_scaling": {
"factor": 8.0,
"low_freq_factor": 1.0,
"high_freq_factor": 4.0,
"original_max_position_embeddings": 8192,
"rope_type": "llama3",
},
"rope_theta": 500000.0,
"tie_word_embeddings": False,
"torch_dtype": "bfloat16",
"transformers_version": "4.42.3",
"use_cache": True,
"vocab_size": 128256,
},
"llama3_1_70b": {
"architectures": ["LlamaForCausalLM"],
"attention_bias": False,
"attention_dropout": 0.0,
"bos_token_id": 128000,
"eos_token_id": [128001, 128008, 128009],
"hidden_act": "silu",
"hidden_size": 8192,
"initializer_range": 0.02,
"intermediate_size": 28672,
"max_position_embeddings": 131072,
"mlp_bias": False,
"model_type": "llama",
"num_attention_heads": 64,
"num_hidden_layers": 80,
"num_key_value_heads": 8,
"pretraining_tp": 1,
"rms_norm_eps": 1e-05,
"rope_scaling": {
"factor": 8.0,
"low_freq_factor": 1.0,
"high_freq_factor": 4.0,
"original_max_position_embeddings": 8192,
"rope_type": "llama3",
},
"rope_theta": 500000.0,
"tie_word_embeddings": False,
"torch_dtype": "bfloat16",
"transformers_version": "4.42.3",
"use_cache": True,
"vocab_size": 128256,
},
"llama3_2_1b": {
"architectures": ["LlamaForCausalLM"],
"attention_bias": False,
"attention_dropout": 0.0,
"bos_token_id": 128000,
"eos_token_id": [128001, 128008, 128009],
"head_dim": 64,
"hidden_act": "silu",
"hidden_size": 2048,
"initializer_range": 0.02,
"intermediate_size": 8192,
"max_position_embeddings": 131072,
"mlp_bias": False,
"model_type": "llama",
"num_attention_heads": 32,
"num_hidden_layers": 16,
"num_key_value_heads": 8,
"pretraining_tp": 1,
"rms_norm_eps": 1e-05,
"rope_scaling": {
"factor": 32.0,
"high_freq_factor": 4.0,
"low_freq_factor": 1.0,
"original_max_position_embeddings": 8192,
"rope_type": "llama3",
},
"rope_theta": 500000.0,
"tie_word_embeddings": True,
"torch_dtype": "bfloat16",
"transformers_version": "4.45.0.dev0",
"use_cache": True,
"vocab_size": 128256,
},
"llama3_2_3b": {
"architectures": ["LlamaForCausalLM"],
"attention_bias": False,
"attention_dropout": 0.0,
"bos_token_id": 128000,
"eos_token_id": [128001, 128008, 128009],
"head_dim": 128,
"hidden_act": "silu",
"hidden_size": 3072,
"initializer_range": 0.02,
"intermediate_size": 8192,
"max_position_embeddings": 131072,
"mlp_bias": False,
"model_type": "llama",
"num_attention_heads": 24,
"num_hidden_layers": 28,
"num_key_value_heads": 8,
"pretraining_tp": 1,
"rms_norm_eps": 1e-05,
"rope_scaling": {
"factor": 32.0,
"high_freq_factor": 4.0,
"low_freq_factor": 1.0,
"original_max_position_embeddings": 8192,
"rope_type": "llama3",
},
"rope_theta": 500000.0,
"tie_word_embeddings": True,
"torch_dtype": "bfloat16",
"transformers_version": "4.45.0.dev0",
"use_cache": True,
"vocab_size": 128256,
},
"snowflake-arctic-embed-m": {
"architectures": ["BertModel"],
"attention_probs_dropout_prob": 0.1,
"classifier_dropout": None,
"gradient_checkpointing": False,
"hidden_act": "gelu",
"hidden_dropout_prob": 0.1,
"hidden_size": 768,
"initializer_range": 0.02,
"intermediate_size": 3072,
"layer_norm_eps": 1e-12,
"max_position_embeddings": 512,
"model_type": "bert",
"num_attention_heads": 12,
"num_hidden_layers": 12,
"pad_token_id": 0,
"position_embedding_type": "absolute",
"torch_dtype": "float32",
"transformers_version": "4.36.1",
"type_vocab_size": 2,
"use_cache": True,
"vocab_size": 30522,
},
# "snowflake-arctic-embed-s": {
# "architectures": ["BertModel"],
# "attention_probs_dropout_prob": 0.1,
# "classifier_dropout": None,
# "hidden_act": "gelu",
# "hidden_dropout_prob": 0.1,
# "hidden_size": 384,
# "initializer_range": 0.02,
# "intermediate_size": 1536,
# "layer_norm_eps": 1e-12,
# "max_position_embeddings": 512,
# "model_type": "bert",
# "num_attention_heads": 12,
# "num_hidden_layers": 12,
# "pad_token_id": 0,
# "position_embedding_type": "absolute",
# "torch_dtype": "float32",
# "transformers_version": "4.36.1",
# "type_vocab_size": 2,
# "use_cache": True,
# "vocab_size": 30522,
# },
"stablelm-2-zephyr-1_6b": {
"architectures": ["StableLmForCausalLM"],
"bos_token_id": 100257,
"eos_token_id": 100257,
"hidden_act": "silu",
"hidden_size": 2048,
"initializer_range": 0.02,
"intermediate_size": 5632,
"max_position_embeddings": 4096,
"model_type": "stablelm",
"layer_norm_eps": 1e-05,
"num_attention_heads": 32,
"num_hidden_layers": 24,
"num_key_value_heads": 32,
"partial_rotary_factor": 0.25,
"rope_theta": 10000,
"tie_word_embeddings": False,
"torch_dtype": "float16",
"transformers_version": "4.38.0",
"use_cache": True,
"use_qkv_bias": True,
"vocab_size": 100352,
},
"qwen2_0_5b": {
"architectures": ["Qwen2ForCausalLM"],
"attention_dropout": 0.0,
"bos_token_id": 151643,
"eos_token_id": 151645,
"hidden_act": "silu",
"hidden_size": 896,
"initializer_range": 0.02,
"intermediate_size": 4864,
"max_position_embeddings": 32768,
"max_window_layers": 24,
"model_type": "qwen2",
"num_attention_heads": 14,
"num_hidden_layers": 24,
"num_key_value_heads": 2,
"rms_norm_eps": 1e-06,
"rope_theta": 1000000.0,
"sliding_window": 32768,
"tie_word_embeddings": True,
"torch_dtype": "bfloat16",
"transformers_version": "4.40.1",
"use_cache": True,
"use_sliding_window": False,
"vocab_size": 151936,
},
"qwen2_1_5b": {
"architectures": ["Qwen2ForCausalLM"],
"attention_dropout": 0.0,
"bos_token_id": 151643,
"eos_token_id": 151645,
"hidden_act": "silu",
"hidden_size": 1536,
"initializer_range": 0.02,
"intermediate_size": 8960,
"max_position_embeddings": 32768,
"max_window_layers": 28,
"model_type": "qwen2",
"num_attention_heads": 12,
"num_hidden_layers": 28,
"num_key_value_heads": 2,
"rms_norm_eps": 1e-06,
"rope_theta": 1000000.0,
"sliding_window": 32768,
"tie_word_embeddings": True,
"torch_dtype": "bfloat16",
"transformers_version": "4.40.1",
"use_cache": True,
"use_sliding_window": False,
"vocab_size": 151936,
},
"qwen2.5_3b": {
"architectures": ["Qwen2ForCausalLM"],
"attention_dropout": 0.0,
"bos_token_id": 151643,
"eos_token_id": 151645,
"hidden_act": "silu",
"hidden_size": 2048,
"initializer_range": 0.02,
"intermediate_size": 11008,
"max_position_embeddings": 32768,
"max_window_layers": 70,
"model_type": "qwen2",
"num_attention_heads": 16,
"num_hidden_layers": 36,
"num_key_value_heads": 2,
"rms_norm_eps": 1e-06,
"rope_theta": 1000000.0,
"sliding_window": 32768,
"tie_word_embeddings": True,
"torch_dtype": "bfloat16",
"transformers_version": "4.43.1",
"use_cache": True,
"use_sliding_window": False,
"vocab_size": 151936,
},
"qwen2_7b": {
"architectures": ["Qwen2ForCausalLM"],
"attention_dropout": 0.0,
"bos_token_id": 151643,
"eos_token_id": 151645,
"hidden_act": "silu",
"hidden_size": 3584,
"initializer_range": 0.02,
"intermediate_size": 18944,
"max_position_embeddings": 32768,
"max_window_layers": 28,
"model_type": "qwen2",
"num_attention_heads": 28,
"num_hidden_layers": 28,
"num_key_value_heads": 4,
"rms_norm_eps": 1e-06,
"rope_theta": 1000000.0,
"sliding_window": 131072,
"tie_word_embeddings": False,
"torch_dtype": "bfloat16",
"transformers_version": "4.41.2",
"use_cache": True,
"use_sliding_window": False,
"vocab_size": 152064,
},
"qwen3_0.6b": {
"architectures": ["Qwen3ForCausalLM"],
"attention_bias": False,
"attention_dropout": 0.0,
"bos_token_id": 151643,
"eos_token_id": 151645,
"head_dim": 128,
"hidden_act": "silu",
"hidden_size": 1024,
"initializer_range": 0.02,
"intermediate_size": 3072,
"max_position_embeddings": 40960,
"max_window_layers": 28,
"model_type": "qwen3",
"num_attention_heads": 16,
"num_hidden_layers": 28,
"num_key_value_heads": 8,
"rms_norm_eps": 1e-06,
"rope_scaling": None,
"rope_theta": 1000000,
"sliding_window": None,
"tie_word_embeddings": True,
"torch_dtype": "bfloat16",
"transformers_version": "4.51.0",
"use_cache": True,
"use_sliding_window": False,
"vocab_size": 151936,
},
"qwen3_1.7b": {
"architectures": ["Qwen3ForCausalLM"],
"attention_bias": False,
"attention_dropout": 0.0,
"bos_token_id": 151643,
"eos_token_id": 151645,
"head_dim": 128,
"hidden_act": "silu",
"hidden_size": 2048,
"initializer_range": 0.02,
"intermediate_size": 6144,
"max_position_embeddings": 40960,
"max_window_layers": 28,
"model_type": "qwen3",
"num_attention_heads": 16,
"num_hidden_layers": 28,
"num_key_value_heads": 8,
"rms_norm_eps": 1e-06,
"rope_scaling": None,
"rope_theta": 1000000,
"sliding_window": None,
"tie_word_embeddings": True,
"torch_dtype": "bfloat16",
"transformers_version": "4.51.0",
"use_cache": True,
"use_sliding_window": False,
"vocab_size": 151936,
},
"internlm2": {
"architectures": ["InternLM2ForCausalLM"],
"attn_implementation": "eager",
"bias": False,
"bos_token_id": 1,
"eos_token_id": 2,
"hidden_act": "silu",
"hidden_size": 4096,
"initializer_range": 0.02,
"intermediate_size": 14336,
"max_position_embeddings": 32768,
"model_type": "internlm2",
"num_attention_heads": 32,
"num_hidden_layers": 32,
"num_key_value_heads": 8,
"pad_token_id": 2,
"rms_norm_eps": 1e-05,
"rope_scaling": None,
"rope_theta": 1000000,
"tie_word_embeddings": False,
"torch_dtype": "bfloat16",
"transformers_version": "4.37.1",
"use_cache": True,
"vocab_size": 92544,
},
"internlm2_5_7b": {
"architectures": ["InternLM2ForCausalLM"],
"attn_implementation": "eager",
"bias": False,
"bos_token_id": 1,
"eos_token_id": 2,
"hidden_act": "silu",
"hidden_size": 4096,
"initializer_range": 0.02,
"intermediate_size": 14336,
"max_position_embeddings": 32768,
"model_type": "internlm2",
"num_attention_heads": 32,
"num_hidden_layers": 32,
"num_key_value_heads": 8,
"pad_token_id": 2,
"rms_norm_eps": 1e-05,
"rope_scaling": {"type": "dynamic", "factor": 2.0},
"rope_theta": 1000000,
"tie_word_embeddings": False,
"torch_dtype": "bfloat16",
"transformers_version": "4.41.0",
"use_cache": True,
"vocab_size": 92544,
"pretraining_tp": 1,
},
"starcoder2": {
"activation_function": "gelu",
"architectures": ["Starcoder2ForCausalLM"],
"attention_dropout": 0.1,
"residual_dropout": 0.1,
"embedding_dropout": 0.1,
"attention_softmax_in_fp32": True,
"bos_token_id": 0,
"eos_token_id": 0,
"hidden_act": "gelu_pytorch_tanh",
"hidden_size": 4608,
"initializer_range": 0.018042,
"intermediate_size": 18432,
"layer_norm_epsilon": 1e-05,
"max_position_embeddings": 16384,
"mlp_type": "default",
"model_type": "starcoder2",
"norm_epsilon": 1e-05,
"norm_type": "layer_norm",
"num_attention_heads": 36,
"num_hidden_layers": 32,
"num_key_value_heads": 4,
"rope_theta": 1000000,
"scale_attention_softmax_in_fp32": True,
"scale_attn_weights": True,
"sliding_window": 4096,
"torch_dtype": "bfloat16",
"transformers_version": "4.37.0.dev0",
"use_bias": True,
"use_cache": True,
"vocab_size": 49152,
},
"smollm_1_7b": {
"_name_or_path": "HuggingFaceTB/cosmo2-1.7B-webinst-sc2",
"architectures": ["LlamaForCausalLM"],
"attention_bias": False,
"attention_dropout": 0.0,
"bos_token_id": 1,
"eos_token_id": 2,
"hidden_act": "silu",
"hidden_size": 2048,
"initializer_range": 0.02,
"intermediate_size": 8192,
"max_position_embeddings": 2048,
"mlp_bias": False,
"model_type": "llama",
"num_attention_heads": 32,
"num_hidden_layers": 24,
"num_key_value_heads": 32,
"pad_token_id": 2,
"pretraining_tp": 1,
"rms_norm_eps": 1e-05,
"rope_scaling": None,
"rope_theta": 10000.0,
"tie_word_embeddings": True,
"torch_dtype": "bfloat16",
"transformers_version": "4.42.3",
"use_cache": True,
"vocab_size": 49152,
},
"smollm_360m": {
"_name_or_path": "HuggingFaceTB/cosmo2-350M-webinst-sc2",
"architectures": ["LlamaForCausalLM"],
"attention_bias": False,
"attention_dropout": 0.0,
"bos_token_id": 1,
"eos_token_id": 2,
"hidden_act": "silu",
"hidden_size": 960,
"initializer_range": 0.02,
"intermediate_size": 2560,
"max_position_embeddings": 2048,
"mlp_bias": False,
"model_type": "llama",
"num_attention_heads": 15,
"num_hidden_layers": 32,
"num_key_value_heads": 5,
"pad_token_id": 2,
"pretraining_tp": 1,
"rms_norm_eps": 1e-05,
"rope_scaling": None,
"rope_theta": 10000.0,
"tie_word_embeddings": True,
"torch_dtype": "bfloat16",
"transformers_version": "4.42.3",
"use_cache": True,
"vocab_size": 49152,
},
"smollm_135m": {
"_name_or_path": "HuggingFaceTB/cosmo2-135M-webinst-sc2",
"architectures": ["LlamaForCausalLM"],
"attention_bias": False,
"attention_dropout": 0.0,
"bos_token_id": 1,
"eos_token_id": 2,
"hidden_act": "silu",
"hidden_size": 576,
"initializer_range": 0.02,
"intermediate_size": 1536,
"max_position_embeddings": 2048,
"mlp_bias": False,
"model_type": "llama",
"num_attention_heads": 9,
"num_hidden_layers": 30,
"num_key_value_heads": 3,
"pad_token_id": 2,
"pretraining_tp": 1,
"rms_norm_eps": 1e-05,
"rope_scaling": None,
"rope_theta": 10000.0,
"tie_word_embeddings": True,
"torch_dtype": "bfloat16",
"transformers_version": "4.42.3",
"use_cache": True,
"vocab_size": 49152,
},
"smollm2_135m": {
"architectures": ["LlamaForCausalLM"],
"attention_bias": False,
"attention_dropout": 0.0,
"bos_token_id": 1,
"eos_token_id": 2,
"hidden_act": "silu",
"hidden_size": 576,
"initializer_range": 0.041666666666666664,
"intermediate_size": 1536,
"is_llama_config": True,
"max_position_embeddings": 8192,
"mlp_bias": False,
"model_type": "llama",
"num_attention_heads": 9,
"num_hidden_layers": 30,
"num_key_value_heads": 3,
"pad_token_id": 2,
"pretraining_tp": 1,
"rms_norm_eps": 1e-05,
"rope_interleaved": False,
"rope_scaling": None,
"rope_theta": 100000,
"tie_word_embeddings": True,
"torch_dtype": "bfloat16",
"transformers_version": "4.42.3",
"transformers.js_config": {
"kv_cache_dtype": {
"q4f16": "float16",
"fp16": "float16",
}
},
"use_cache": True,
"vocab_size": 49152,
},
# "smollm2_1_7b": {
# "architectures": ["LlamaForCausalLM"],
# "attention_bias": False,
# "attention_dropout": 0.0,
# "bos_token_id": 1,
# "eos_token_id": 2,
# "hidden_act": "silu",
# "hidden_size": 2048,
# "initializer_range": 0.02,
# "intermediate_size": 8192,
# "max_position_embeddings": 8192,
# "mlp_bias": False,
# "model_type": "llama",
# "num_attention_heads": 32,
# "num_hidden_layers": 24,
# "num_key_value_heads": 32,
# "pad_token_id": 2,
# "pretraining_tp": 1,
# "rms_norm_eps": 1e-05,
# "rope_scaling": None,
# "rope_theta": 130000,
# "tie_word_embeddings": True,
# "torch_dtype": "bfloat16",
# "transformers_version": "4.42.3",
# "transformers.js_config": {
# "dtype": "q4",
# "kv_cache_dtype": {
# "q4f16": "float16",
# "fp16": "float16",
# },
# "use_external_data_format": {
# "model.onnx": True,
# "model_fp16.onnx": True,
# },
# },
# "use_cache": True,
# "vocab_size": 49152,
# },
"smollm2_360m": {
"architectures": ["LlamaForCausalLM"],
"attention_bias": False,
"attention_dropout": 0.0,
"bos_token_id": 1,
"eos_token_id": 2,
"hidden_act": "silu",
"hidden_size": 960,
"initializer_range": 0.02,
"intermediate_size": 2560,
"is_llama_config": True,
"max_position_embeddings": 8192,
"mlp_bias": False,
"model_type": "llama",
"num_attention_heads": 15,
"num_hidden_layers": 32,
"num_key_value_heads": 5,
"pad_token_id": 2,
"pretraining_tp": 1,
"rms_norm_eps": 1e-05,
"rope_interleaved": False,
"rope_scaling": None,
"rope_theta": 100000,
"tie_word_embeddings": True,
"torch_dtype": "bfloat16",
"transformers_version": "4.42.3",
"transformers.js_config": {
"kv_cache_dtype": {
"q4f16": "float16",
"fp16": "float16",
}
},
"use_cache": True,
"vocab_size": 49152,
},
"aya-23": {
"architectures": ["CohereForCausalLM"],
"attention_bias": False,
"attention_dropout": 0.0,
"bos_token_id": 5,
"eos_token_id": 255001,
"hidden_act": "silu",
"hidden_size": 4096,
"initializer_range": 0.02,
"intermediate_size": 14336,
"layer_norm_eps": 1e-05,
"logit_scale": 0.0625,
"max_position_embeddings": 8192,
"model_type": "cohere",
"num_attention_heads": 32,
"num_hidden_layers": 32,
"num_key_value_heads": 8,
"pad_token_id": 0,
"rope_theta": 10000,
"torch_dtype": "float16",
"transformers_version": "4.40.0.dev0",
"use_cache": True,
"use_qk_norm": False,
"vocab_size": 256000,
},
"minicpm_2b": {
"architectures": ["MiniCPMForCausalLM"],
"bos_token_id": 1,
"eos_token_id": 2,
"hidden_act": "silu",
"hidden_size": 2304,
"initializer_range": 0.1,
"intermediate_size": 5760,
"max_position_embeddings": 65536,
"max_length": 131072,
"model_type": "minicpm",
"num_attention_heads": 36,
"num_hidden_layers": 40,
"num_key_value_heads": 36,
"rms_norm_eps": 1e-05,
"rope_scaling": {"type": "dynamic", "factor": 4.0},
"torch_dtype": "bfloat16",
"transformers_version": "4.36.0",
"use_cache": True,
"vocab_size": 122760,
"scale_emb": 12,
"dim_model_base": 256,
"scale_depth": 1.4,
"tie_word_embeddings": False,
"rope_theta": 1000000.0,
},
"minicpm_2b_sft_bf16": {
"architectures": ["MiniCPMForCausalLM"],
"bos_token_id": 1,
"eos_token_id": 2,
"hidden_act": "silu",
"hidden_size": 2304,
"initializer_range": 0.1,
"intermediate_size": 5760,
"max_position_embeddings": 4096,
"model_type": "minicpm",
"num_attention_heads": 36,
"num_hidden_layers": 40,
"num_key_value_heads": 36,
"rms_norm_eps": 1e-05,
"torch_dtype": "bfloat16",
"tie_word_embeddings": True,
"transformers_version": "4.36.0",
"use_cache": True,
"vocab_size": 122753,
"scale_emb": 12,
"dim_model_base": 256,
"scale_depth": 1.4,
},
"minicpm-moe-8x2b": {
"architectures": ["MiniCPMForCausalLM"],
"bos_token_id": 1,
"eos_token_id": 2,
"hidden_act": "silu",
"hidden_size": 2304,
"initializer_range": 0.1,
"intermediate_size": 5760,
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