Qwen2 Math is a series of specialized math language models built upon the Qwen2 LLMs, which significantly outperforms the mathematical capabilities of open-source models and even closed-source models (e.g., GPT4o).
1.5b
7b
72b
105.1K Pulls Updated 3 months ago
53b1f4d0f5c4 · 30GB
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general.architectureqwen2
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general.basenameQwen2-Math
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general.file_type10
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general.finetuneInstruct
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general.languages[en]
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general.licenseother
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general.license.linkhttps://huggingface.co/Qwen/Qwen2-Math-72B-Instruct/blob/main/LICENSE
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general.license.nametongyi-qianwen
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general.nameQwen2 Math 72B Instruct
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general.quantization_version2
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general.size_label72B
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general.tags[chat, text-generation]
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general.typemodel
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qwen2.attention.head_count64
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qwen2.attention.head_count_kv8
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qwen2.attention.layer_norm_rms_epsilon1e-06
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qwen2.block_count80
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qwen2.context_length4096
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qwen2.embedding_length8192
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qwen2.feed_forward_length29568
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qwen2.rope.freq_base10000
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tokenizer.ggml.bos_token_id151643
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tokenizer.ggml.eos_token_id151645
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tokenizer.ggml.merges[Ġ Ġ, ĠĠ ĠĠ, i n, Ġ t, ĠĠĠĠ ĠĠĠĠ, ...]
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tokenizer.ggml.modelgpt2
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tokenizer.ggml.padding_token_id151643
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tokenizer.ggml.preqwen2
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tokenizer.ggml.token_type[1, 1, 1, 1, 1, ...]
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tokenizer.ggml.tokens[!, ", #, $, %, ...]
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NameTypeShape
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token_embd.weightQ2_K[8192, 152064]
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blk.55.attn_q.biasF32[8192]
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blk.55.attn_q.weightQ2_K[8192, 8192]
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blk.55.ffn_gate.weightQ2_K[8192, 29568]
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blk.55.ffn_norm.weightF32[8192]
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blk.55.ffn_up.weightQ2_K[8192, 29568]
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blk.56.attn_k.biasF32[1024]
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blk.56.attn_k.weightQ2_K[8192, 1024]
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blk.56.attn_norm.weightF32[8192]
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blk.56.attn_output.weightQ3_K[8192, 8192]
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blk.56.attn_q.biasF32[8192]
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blk.56.attn_q.weightQ2_K[8192, 8192]
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blk.56.attn_v.biasF32[1024]
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blk.56.attn_v.weightQ5_K[8192, 1024]
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blk.56.ffn_down.weight(!unknown_type 20!)[29568, 8192]
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blk.56.ffn_gate.weightQ2_K[8192, 29568]
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blk.56.ffn_norm.weightF32[8192]
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blk.56.ffn_up.weightQ2_K[8192, 29568]
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blk.57.attn_k.biasF32[1024]
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blk.57.attn_k.weightQ2_K[8192, 1024]
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blk.57.attn_norm.weightF32[8192]
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blk.57.attn_output.weightQ3_K[8192, 8192]
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blk.57.attn_q.biasF32[8192]
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blk.57.attn_q.weightQ2_K[8192, 8192]
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blk.57.attn_v.biasF32[1024]
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blk.57.attn_v.weightQ5_K[8192, 1024]
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blk.57.ffn_down.weight(!unknown_type 20!)[29568, 8192]
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blk.57.ffn_gate.weightQ2_K[8192, 29568]
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blk.57.ffn_norm.weightF32[8192]
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blk.57.ffn_up.weightQ2_K[8192, 29568]
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blk.58.attn_k.biasF32[1024]
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blk.58.attn_k.weightQ2_K[8192, 1024]
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blk.58.attn_norm.weightF32[8192]
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blk.58.attn_output.weightQ3_K[8192, 8192]
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blk.58.attn_q.biasF32[8192]
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blk.58.attn_q.weightQ2_K[8192, 8192]
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blk.58.attn_v.biasF32[1024]
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blk.58.attn_v.weightQ5_K[8192, 1024]
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blk.58.ffn_down.weight(!unknown_type 20!)[29568, 8192]
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blk.58.ffn_gate.weightQ2_K[8192, 29568]
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blk.58.ffn_norm.weightF32[8192]
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blk.58.ffn_up.weightQ2_K[8192, 29568]
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blk.59.attn_k.biasF32[1024]
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blk.59.attn_k.weightQ2_K[8192, 1024]
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blk.59.attn_norm.weightF32[8192]
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blk.59.attn_output.weightQ3_K[8192, 8192]
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blk.59.attn_q.biasF32[8192]
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blk.59.attn_q.weightQ2_K[8192, 8192]
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blk.59.attn_v.biasF32[1024]
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blk.60.attn_q.biasF32[8192]
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blk.60.attn_v.biasF32[1024]
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blk.60.ffn_up.weightQ2_K[8192, 29568]
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blk.61.attn_k.biasF32[1024]
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blk.61.attn_k.weightQ2_K[8192, 1024]
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blk.61.attn_norm.weightF32[8192]
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blk.61.attn_output.weightQ3_K[8192, 8192]
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blk.61.attn_q.biasF32[8192]
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blk.61.attn_q.weightQ2_K[8192, 8192]
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blk.61.attn_v.biasF32[1024]
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blk.61.attn_v.weightQ5_K[8192, 1024]
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blk.61.ffn_gate.weightQ2_K[8192, 29568]
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blk.61.ffn_norm.weightF32[8192]
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blk.61.ffn_up.weightQ2_K[8192, 29568]
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blk.62.attn_k.biasF32[1024]
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blk.62.attn_k.weightQ2_K[8192, 1024]
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blk.62.attn_norm.weightF32[8192]
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blk.62.attn_output.weightQ3_K[8192, 8192]
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blk.62.attn_q.biasF32[8192]
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blk.62.attn_q.weightQ2_K[8192, 8192]
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blk.62.attn_v.biasF32[1024]
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blk.62.attn_v.weightQ5_K[8192, 1024]
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blk.62.ffn_gate.weightQ2_K[8192, 29568]
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blk.62.ffn_norm.weightF32[8192]
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blk.62.ffn_up.weightQ2_K[8192, 29568]
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blk.63.attn_k.biasF32[1024]
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blk.63.attn_k.weightQ2_K[8192, 1024]
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blk.63.attn_norm.weightF32[8192]
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blk.63.attn_output.weightQ3_K[8192, 8192]
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blk.63.attn_q.biasF32[8192]
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blk.63.attn_q.weightQ2_K[8192, 8192]
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blk.63.attn_v.biasF32[1024]
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blk.63.attn_v.weightQ5_K[8192, 1024]
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blk.63.ffn_down.weight(!unknown_type 20!)[29568, 8192]
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blk.63.ffn_gate.weightQ2_K[8192, 29568]
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blk.63.ffn_norm.weightF32[8192]
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blk.63.ffn_up.weightQ2_K[8192, 29568]
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blk.64.attn_k.biasF32[1024]
-
blk.64.attn_k.weightQ2_K[8192, 1024]
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blk.64.attn_norm.weightF32[8192]
-
blk.64.attn_output.weightQ3_K[8192, 8192]
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blk.64.attn_q.biasF32[8192]
-
blk.64.attn_q.weightQ2_K[8192, 8192]
-
blk.64.attn_v.biasF32[1024]
-
blk.64.attn_v.weightQ5_K[8192, 1024]
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blk.64.ffn_down.weight(!unknown_type 20!)[29568, 8192]
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blk.64.ffn_gate.weightQ2_K[8192, 29568]
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blk.64.ffn_norm.weightF32[8192]
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blk.64.ffn_up.weightQ2_K[8192, 29568]
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blk.65.attn_k.biasF32[1024]
-
blk.65.attn_k.weightQ2_K[8192, 1024]
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blk.65.attn_norm.weightF32[8192]
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blk.65.attn_output.weightQ3_K[8192, 8192]
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blk.65.attn_q.biasF32[8192]
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blk.65.attn_q.weightQ2_K[8192, 8192]
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blk.65.attn_v.biasF32[1024]
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blk.65.attn_v.weightQ5_K[8192, 1024]
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blk.65.ffn_down.weight(!unknown_type 20!)[29568, 8192]
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blk.65.ffn_gate.weightQ2_K[8192, 29568]
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blk.65.ffn_norm.weightF32[8192]
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blk.65.ffn_up.weightQ2_K[8192, 29568]
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blk.66.attn_k.biasF32[1024]
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blk.66.attn_k.weightQ2_K[8192, 1024]
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blk.66.attn_norm.weightF32[8192]
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blk.66.attn_output.weightQ3_K[8192, 8192]
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blk.66.attn_q.biasF32[8192]
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blk.66.attn_q.weightQ2_K[8192, 8192]
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blk.66.attn_v.biasF32[1024]
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blk.66.attn_v.weightQ5_K[8192, 1024]
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blk.66.ffn_down.weight(!unknown_type 20!)[29568, 8192]
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blk.66.ffn_gate.weightQ2_K[8192, 29568]
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blk.66.ffn_norm.weightF32[8192]
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blk.66.ffn_up.weightQ2_K[8192, 29568]
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blk.67.attn_k.biasF32[1024]
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blk.67.attn_k.weightQ2_K[8192, 1024]
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blk.67.attn_norm.weightF32[8192]
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blk.67.attn_output.weightQ3_K[8192, 8192]
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blk.67.attn_q.biasF32[8192]
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blk.67.attn_q.weightQ2_K[8192, 8192]
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blk.67.attn_v.biasF32[1024]
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blk.67.attn_v.weightQ5_K[8192, 1024]
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blk.67.ffn_down.weight(!unknown_type 20!)[29568, 8192]
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blk.67.ffn_gate.weightQ2_K[8192, 29568]
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blk.67.ffn_norm.weightF32[8192]
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blk.67.ffn_up.weightQ2_K[8192, 29568]
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blk.68.attn_k.biasF32[1024]
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blk.68.attn_k.weightQ2_K[8192, 1024]
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blk.68.attn_norm.weightF32[8192]
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blk.68.attn_output.weightQ3_K[8192, 8192]
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blk.68.attn_q.biasF32[8192]
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blk.68.attn_q.weightQ2_K[8192, 8192]
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blk.68.attn_v.biasF32[1024]
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blk.68.attn_v.weightQ5_K[8192, 1024]
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blk.68.ffn_down.weight(!unknown_type 20!)[29568, 8192]
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blk.68.ffn_gate.weightQ2_K[8192, 29568]
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blk.68.ffn_norm.weightF32[8192]
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blk.68.ffn_up.weightQ2_K[8192, 29568]
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blk.69.attn_k.biasF32[1024]
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blk.69.attn_k.weightQ2_K[8192, 1024]
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blk.69.attn_norm.weightF32[8192]
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blk.69.attn_output.weightQ3_K[8192, 8192]
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blk.69.attn_q.biasF32[8192]
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blk.69.attn_q.weightQ2_K[8192, 8192]
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blk.69.attn_v.biasF32[1024]
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blk.69.attn_v.weightQ5_K[8192, 1024]
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blk.69.ffn_down.weight(!unknown_type 20!)[29568, 8192]
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blk.69.ffn_gate.weightQ2_K[8192, 29568]
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blk.69.ffn_norm.weightF32[8192]
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blk.69.ffn_up.weightQ2_K[8192, 29568]
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blk.70.attn_k.biasF32[1024]
-
blk.70.attn_k.weightQ2_K[8192, 1024]
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blk.70.attn_norm.weightF32[8192]
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blk.70.attn_output.weightQ3_K[8192, 8192]
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blk.70.attn_q.biasF32[8192]
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blk.70.attn_q.weightQ2_K[8192, 8192]
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blk.70.attn_v.biasF32[1024]
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blk.70.attn_v.weightQ5_K[8192, 1024]
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blk.70.ffn_down.weight(!unknown_type 20!)[29568, 8192]
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blk.70.ffn_gate.weightQ2_K[8192, 29568]
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blk.70.ffn_norm.weightF32[8192]
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blk.70.ffn_up.weightQ2_K[8192, 29568]
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blk.71.attn_k.biasF32[1024]
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blk.71.attn_k.weightQ2_K[8192, 1024]
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blk.71.attn_norm.weightF32[8192]
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blk.71.attn_output.weightQ3_K[8192, 8192]
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blk.71.attn_q.biasF32[8192]
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blk.71.attn_q.weightQ2_K[8192, 8192]
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blk.71.attn_v.biasF32[1024]
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blk.71.attn_v.weightQ5_K[8192, 1024]
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blk.71.ffn_down.weight(!unknown_type 20!)[29568, 8192]
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blk.71.ffn_gate.weightQ2_K[8192, 29568]
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blk.71.ffn_norm.weightF32[8192]
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blk.71.ffn_up.weightQ2_K[8192, 29568]
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blk.72.attn_k.biasF32[1024]
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blk.72.attn_k.weightQ2_K[8192, 1024]
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blk.72.attn_norm.weightF32[8192]
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blk.72.attn_output.weightQ3_K[8192, 8192]
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blk.72.attn_q.biasF32[8192]
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blk.72.attn_q.weightQ2_K[8192, 8192]
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blk.72.attn_v.biasF32[1024]
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blk.72.attn_v.weightQ5_K[8192, 1024]
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blk.72.ffn_down.weight(!unknown_type 20!)[29568, 8192]
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blk.72.ffn_gate.weightQ2_K[8192, 29568]
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blk.72.ffn_norm.weightF32[8192]
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blk.72.ffn_up.weightQ2_K[8192, 29568]
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blk.73.attn_k.biasF32[1024]
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blk.73.attn_k.weightQ2_K[8192, 1024]
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blk.73.attn_norm.weightF32[8192]
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blk.73.attn_output.weightQ3_K[8192, 8192]
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blk.73.attn_q.biasF32[8192]
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blk.73.attn_q.weightQ2_K[8192, 8192]
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blk.73.attn_v.biasF32[1024]
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blk.73.attn_v.weightQ5_K[8192, 1024]
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blk.73.ffn_down.weight(!unknown_type 20!)[29568, 8192]
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blk.73.ffn_gate.weightQ2_K[8192, 29568]
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blk.73.ffn_norm.weightF32[8192]
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blk.73.ffn_up.weightQ2_K[8192, 29568]
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blk.74.attn_k.biasF32[1024]
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blk.74.attn_k.weightQ2_K[8192, 1024]
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blk.74.attn_norm.weightF32[8192]
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blk.74.attn_output.weightQ3_K[8192, 8192]
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blk.74.attn_q.biasF32[8192]
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blk.74.attn_q.weightQ2_K[8192, 8192]
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blk.74.attn_v.biasF32[1024]
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blk.74.attn_v.weightQ5_K[8192, 1024]
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blk.74.ffn_down.weight(!unknown_type 20!)[29568, 8192]
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blk.74.ffn_gate.weightQ2_K[8192, 29568]
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blk.74.ffn_norm.weightF32[8192]
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blk.74.ffn_up.weightQ2_K[8192, 29568]
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blk.75.attn_k.biasF32[1024]
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blk.75.attn_k.weightQ2_K[8192, 1024]
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blk.75.attn_norm.weightF32[8192]
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blk.75.attn_output.weightQ3_K[8192, 8192]
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blk.75.attn_q.biasF32[8192]
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blk.75.attn_q.weightQ2_K[8192, 8192]
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blk.75.attn_v.biasF32[1024]
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blk.75.attn_v.weightQ5_K[8192, 1024]
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blk.75.ffn_down.weight(!unknown_type 20!)[29568, 8192]
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blk.75.ffn_gate.weightQ2_K[8192, 29568]
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blk.75.ffn_norm.weightF32[8192]
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blk.75.ffn_up.weightQ2_K[8192, 29568]
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blk.76.attn_k.biasF32[1024]
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blk.76.attn_k.weightQ2_K[8192, 1024]
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blk.76.attn_norm.weightF32[8192]
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blk.76.attn_q.weightQ2_K[8192, 8192]
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blk.76.attn_v.biasF32[1024]
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blk.77.attn_norm.weightF32[8192]
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blk.77.ffn_gate.weightQ2_K[8192, 29568]
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blk.77.ffn_norm.weightF32[8192]
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blk.77.ffn_up.weightQ2_K[8192, 29568]
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blk.78.attn_k.biasF32[1024]
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blk.78.attn_k.weightQ2_K[8192, 1024]
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blk.78.attn_norm.weightF32[8192]
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blk.78.attn_q.biasF32[8192]
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blk.78.attn_q.weightQ2_K[8192, 8192]
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blk.78.attn_v.biasF32[1024]
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blk.78.ffn_down.weight(!unknown_type 20!)[29568, 8192]
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blk.78.ffn_gate.weightQ2_K[8192, 29568]
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blk.78.ffn_norm.weightF32[8192]
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blk.78.ffn_up.weightQ2_K[8192, 29568]
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blk.79.attn_k.biasF32[1024]
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blk.79.attn_k.weightQ2_K[8192, 1024]
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blk.79.attn_norm.weightF32[8192]
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blk.79.attn_output.weightQ3_K[8192, 8192]
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blk.79.attn_q.biasF32[8192]
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blk.79.attn_q.weightQ2_K[8192, 8192]
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blk.79.attn_v.biasF32[1024]
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blk.79.attn_v.weightQ5_K[8192, 1024]
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blk.79.ffn_down.weight(!unknown_type 20!)[29568, 8192]
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blk.79.ffn_gate.weightQ2_K[8192, 29568]
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blk.79.ffn_norm.weightF32[8192]
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blk.79.ffn_up.weightQ2_K[8192, 29568]
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output.weightQ6_K[8192, 152064]
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output_norm.weightF32[8192]
Metadata
Tensor
blk.0
blk.1
blk.2
blk.3
blk.4
blk.5
blk.6
blk.7
blk.8
blk.9
blk.10
blk.11
blk.12
blk.13
blk.14
blk.15
blk.16
blk.17
blk.18
blk.19
blk.20
blk.21
blk.22
blk.23
blk.24
blk.25
blk.26
blk.27
blk.28
blk.29
blk.30
blk.31
blk.32
blk.33
blk.34
blk.35
blk.36
blk.37
blk.38
blk.39
blk.40
blk.41
blk.42
blk.43
blk.44
blk.45
blk.46
blk.47
blk.48
blk.49
blk.50
blk.51
blk.52
blk.53
blk.54
blk.55
blk.56
blk.57
blk.58
blk.59
blk.60
blk.61
blk.62
blk.63
blk.64
blk.65
blk.66
blk.67
blk.68
blk.69
blk.70
blk.71
blk.72
blk.73
blk.74
blk.75
blk.76
blk.77
blk.78
blk.79