nowasys / codeustad

Codeustad, fine-tuned from CodeLlama by NowaSys S, is a smart coding assistant designed to enhance learning. It offers expert guidance, insightful explanations, and practical solutions for all levels of coding challenges, helping you improve your skills

7B

31 Pulls Updated 3 months ago

... /
model
3a43f93b78ec · 3.8GB
    Metadata
  • general.architecture
    llama
  • general.file_type
    Q4_0
  • llama.attention.head_count
    32
  • llama.attention.head_count_kv
    32
  • llama.attention.layer_norm_rms_epsilon
    1e-05
  • llama.block_count
    32
  • llama.context_length
    16384
  • llama.embedding_length
    4096
  • llama.feed_forward_length
    11008
  • llama.rope.dimension_count
    128
  • llama.rope.freq_base
    1e+06
  • tokenizer.ggml.bos_token_id
    1
  • tokenizer.ggml.eos_token_id
    2
  • tokenizer.ggml.model
    llama
  • tokenizer.ggml.scores
    [0 0 0 0 0 ...]
  • tokenizer.ggml.token_type
    [2 3 3 6 6 ...]
  • tokenizer.ggml.tokens
    [<unk> <s> </s> <0x00> <0x01> ...]
  • tokenizer.ggml.unknown_token_id
    0
    • Tensors
  • Name
    Type
    Shape
  • token_embd.weight
    Q4_0
    [4096 32016]
    • blk.0
  • blk.0.attn_norm.weight
    F32
    [4096]
  • blk.0.ffn_down.weight
    Q4_0
    [11008 4096]
  • blk.0.ffn_gate.weight
    Q4_0
    [4096 11008]
  • blk.0.ffn_up.weight
    Q4_0
    [4096 11008]
  • blk.0.ffn_norm.weight
    F32
    [4096]
  • blk.0.attn_k.weight
    Q4_0
    [4096 4096]
  • blk.0.attn_output.weight
    Q4_0
    [4096 4096]
  • blk.0.attn_q.weight
    Q4_0
    [4096 4096]
  • blk.0.attn_v.weight
    Q4_0
    [4096 4096]
    • blk.1
  • blk.1.attn_norm.weight
    F32
    [4096]
  • blk.1.ffn_down.weight
    Q4_0
    [11008 4096]
  • blk.1.ffn_gate.weight
    Q4_0
    [4096 11008]
  • blk.1.ffn_up.weight
    Q4_0
    [4096 11008]
  • blk.1.ffn_norm.weight
    F32
    [4096]
  • blk.1.attn_k.weight
    Q4_0
    [4096 4096]
  • blk.1.attn_output.weight
    Q4_0
    [4096 4096]
  • blk.1.attn_q.weight
    Q4_0
    [4096 4096]
  • blk.1.attn_v.weight
    Q4_0
    [4096 4096]
    • blk.2
  • blk.2.attn_norm.weight
    F32
    [4096]
  • blk.2.ffn_down.weight
    Q4_0
    [11008 4096]
  • blk.2.ffn_gate.weight
    Q4_0
    [4096 11008]
  • blk.2.ffn_up.weight
    Q4_0
    [4096 11008]
  • blk.2.ffn_norm.weight
    F32
    [4096]
  • blk.2.attn_k.weight
    Q4_0
    [4096 4096]
  • blk.2.attn_output.weight
    Q4_0
    [4096 4096]
  • blk.2.attn_q.weight
    Q4_0
    [4096 4096]
  • blk.2.attn_v.weight
    Q4_0
    [4096 4096]
    • blk.3
  • blk.3.attn_norm.weight
    F32
    [4096]
  • blk.3.ffn_down.weight
    Q4_0
    [11008 4096]
  • blk.3.ffn_gate.weight
    Q4_0
    [4096 11008]
  • blk.3.ffn_up.weight
    Q4_0
    [4096 11008]
  • blk.3.ffn_norm.weight
    F32
    [4096]
  • blk.3.attn_k.weight
    Q4_0
    [4096 4096]
  • blk.3.attn_output.weight
    Q4_0
    [4096 4096]
  • blk.3.attn_q.weight
    Q4_0
    [4096 4096]
  • blk.3.attn_v.weight
    Q4_0
    [4096 4096]
    • blk.4
  • blk.4.attn_norm.weight
    F32
    [4096]
  • blk.4.ffn_down.weight
    Q4_0
    [11008 4096]
  • blk.4.ffn_gate.weight
    Q4_0
    [4096 11008]
  • blk.4.ffn_up.weight
    Q4_0
    [4096 11008]
  • blk.4.ffn_norm.weight
    F32
    [4096]
  • blk.4.attn_k.weight
    Q4_0
    [4096 4096]
  • blk.4.attn_output.weight
    Q4_0
    [4096 4096]
  • blk.4.attn_q.weight
    Q4_0
    [4096 4096]
  • blk.4.attn_v.weight
    Q4_0
    [4096 4096]
    • blk.5
  • blk.5.attn_norm.weight
    F32
    [4096]
  • blk.5.ffn_down.weight
    Q4_0
    [11008 4096]
  • blk.5.ffn_gate.weight
    Q4_0
    [4096 11008]
  • blk.5.ffn_up.weight
    Q4_0
    [4096 11008]
  • blk.5.ffn_norm.weight
    F32
    [4096]
  • blk.5.attn_k.weight
    Q4_0
    [4096 4096]
  • blk.5.attn_output.weight
    Q4_0
    [4096 4096]
  • blk.5.attn_q.weight
    Q4_0
    [4096 4096]
  • blk.5.attn_v.weight
    Q4_0
    [4096 4096]
    • blk.6
  • blk.6.attn_norm.weight
    F32
    [4096]
  • blk.6.ffn_down.weight
    Q4_0
    [11008 4096]
  • blk.6.ffn_gate.weight
    Q4_0
    [4096 11008]
  • blk.6.ffn_up.weight
    Q4_0
    [4096 11008]
  • blk.6.ffn_norm.weight
    F32
    [4096]
  • blk.6.attn_k.weight
    Q4_0
    [4096 4096]
  • blk.6.attn_output.weight
    Q4_0
    [4096 4096]
  • blk.6.attn_q.weight
    Q4_0
    [4096 4096]
  • blk.6.attn_v.weight
    Q4_0
    [4096 4096]
    • blk.7
  • blk.7.attn_norm.weight
    F32
    [4096]
  • blk.7.ffn_down.weight
    Q4_0
    [11008 4096]
  • blk.7.ffn_gate.weight
    Q4_0
    [4096 11008]
  • blk.7.ffn_up.weight
    Q4_0
    [4096 11008]
  • blk.7.ffn_norm.weight
    F32
    [4096]
  • blk.7.attn_k.weight
    Q4_0
    [4096 4096]
  • blk.7.attn_output.weight
    Q4_0
    [4096 4096]
  • blk.7.attn_q.weight
    Q4_0
    [4096 4096]
  • blk.7.attn_v.weight
    Q4_0
    [4096 4096]
    • blk.8
  • blk.8.attn_norm.weight
    F32
    [4096]
  • blk.8.ffn_down.weight
    Q4_0
    [11008 4096]
  • blk.8.ffn_gate.weight
    Q4_0
    [4096 11008]
  • blk.8.ffn_up.weight
    Q4_0
    [4096 11008]
  • blk.8.ffn_norm.weight
    F32
    [4096]
  • blk.8.attn_k.weight
    Q4_0
    [4096 4096]
  • blk.8.attn_output.weight
    Q4_0
    [4096 4096]
  • blk.8.attn_q.weight
    Q4_0
    [4096 4096]
  • blk.8.attn_v.weight
    Q4_0
    [4096 4096]
    • blk.9
  • blk.9.attn_norm.weight
    F32
    [4096]
  • blk.9.ffn_down.weight
    Q4_0
    [11008 4096]
  • blk.9.ffn_gate.weight
    Q4_0
    [4096 11008]
  • blk.9.ffn_up.weight
    Q4_0
    [4096 11008]
  • blk.9.ffn_norm.weight
    F32
    [4096]
  • blk.9.attn_k.weight
    Q4_0
    [4096 4096]
  • blk.9.attn_output.weight
    Q4_0
    [4096 4096]
  • blk.9.attn_q.weight
    Q4_0
    [4096 4096]
  • blk.9.attn_v.weight
    Q4_0
    [4096 4096]
    • blk.10
  • blk.10.attn_norm.weight
    F32
    [4096]
  • blk.10.ffn_down.weight
    Q4_0
    [11008 4096]
  • blk.10.ffn_gate.weight
    Q4_0
    [4096 11008]
  • blk.10.ffn_up.weight
    Q4_0
    [4096 11008]
  • blk.10.ffn_norm.weight
    F32
    [4096]
  • blk.10.attn_k.weight
    Q4_0
    [4096 4096]
  • blk.10.attn_output.weight
    Q4_0
    [4096 4096]
  • blk.10.attn_q.weight
    Q4_0
    [4096 4096]
  • blk.10.attn_v.weight
    Q4_0
    [4096 4096]
    • blk.11
  • blk.11.attn_norm.weight
    F32
    [4096]
  • blk.11.ffn_down.weight
    Q4_0
    [11008 4096]
  • blk.11.ffn_gate.weight
    Q4_0
    [4096 11008]
  • blk.11.ffn_up.weight
    Q4_0
    [4096 11008]
  • blk.11.ffn_norm.weight
    F32
    [4096]
  • blk.11.attn_k.weight
    Q4_0
    [4096 4096]
  • blk.11.attn_output.weight
    Q4_0
    [4096 4096]
  • blk.11.attn_q.weight
    Q4_0
    [4096 4096]
  • blk.11.attn_v.weight
    Q4_0
    [4096 4096]
    • blk.12
  • blk.12.attn_norm.weight
    F32
    [4096]
  • blk.12.ffn_down.weight
    Q4_0
    [11008 4096]
  • blk.12.ffn_gate.weight
    Q4_0
    [4096 11008]
  • blk.12.ffn_up.weight
    Q4_0
    [4096 11008]
  • blk.12.ffn_norm.weight
    F32
    [4096]
  • blk.12.attn_k.weight
    Q4_0
    [4096 4096]
  • blk.12.attn_output.weight
    Q4_0
    [4096 4096]
  • blk.12.attn_q.weight
    Q4_0
    [4096 4096]
  • blk.12.attn_v.weight
    Q4_0
    [4096 4096]
    • blk.13
  • blk.13.attn_norm.weight
    F32
    [4096]
  • blk.13.ffn_down.weight
    Q4_0
    [11008 4096]
  • blk.13.ffn_gate.weight
    Q4_0
    [4096 11008]
  • blk.13.ffn_up.weight
    Q4_0
    [4096 11008]
  • blk.13.ffn_norm.weight
    F32
    [4096]
  • blk.13.attn_k.weight
    Q4_0
    [4096 4096]
  • blk.13.attn_output.weight
    Q4_0
    [4096 4096]
  • blk.13.attn_q.weight
    Q4_0
    [4096 4096]
  • blk.13.attn_v.weight
    Q4_0
    [4096 4096]
    • blk.14
  • blk.14.attn_norm.weight
    F32
    [4096]
  • blk.14.ffn_down.weight
    Q4_0
    [11008 4096]
  • blk.14.ffn_gate.weight
    Q4_0
    [4096 11008]
  • blk.14.ffn_up.weight
    Q4_0
    [4096 11008]
  • blk.14.ffn_norm.weight
    F32
    [4096]
  • blk.14.attn_k.weight
    Q4_0
    [4096 4096]
  • blk.14.attn_output.weight
    Q4_0
    [4096 4096]
  • blk.14.attn_q.weight
    Q4_0
    [4096 4096]
  • blk.14.attn_v.weight
    Q4_0
    [4096 4096]
    • blk.15
  • blk.15.attn_norm.weight
    F32
    [4096]
  • blk.15.ffn_down.weight
    Q4_0
    [11008 4096]
  • blk.15.ffn_gate.weight
    Q4_0
    [4096 11008]
  • blk.15.ffn_up.weight
    Q4_0
    [4096 11008]
  • blk.15.ffn_norm.weight
    F32
    [4096]
  • blk.15.attn_k.weight
    Q4_0
    [4096 4096]
  • blk.15.attn_output.weight
    Q4_0
    [4096 4096]
  • blk.15.attn_q.weight
    Q4_0
    [4096 4096]
  • blk.15.attn_v.weight
    Q4_0
    [4096 4096]
    • blk.16
  • blk.16.attn_norm.weight
    F32
    [4096]
  • blk.16.ffn_down.weight
    Q4_0
    [11008 4096]
  • blk.16.ffn_gate.weight
    Q4_0
    [4096 11008]
  • blk.16.ffn_up.weight
    Q4_0
    [4096 11008]
  • blk.16.ffn_norm.weight
    F32
    [4096]
  • blk.16.attn_k.weight
    Q4_0
    [4096 4096]
  • blk.16.attn_output.weight
    Q4_0
    [4096 4096]
  • blk.16.attn_q.weight
    Q4_0
    [4096 4096]
  • blk.16.attn_v.weight
    Q4_0
    [4096 4096]
    • blk.17
  • blk.17.attn_norm.weight
    F32
    [4096]
  • blk.17.ffn_down.weight
    Q4_0
    [11008 4096]
  • blk.17.ffn_gate.weight
    Q4_0
    [4096 11008]
  • blk.17.ffn_up.weight
    Q4_0
    [4096 11008]
  • blk.17.ffn_norm.weight
    F32
    [4096]
  • blk.17.attn_k.weight
    Q4_0
    [4096 4096]
  • blk.17.attn_output.weight
    Q4_0
    [4096 4096]
  • blk.17.attn_q.weight
    Q4_0
    [4096 4096]
  • blk.17.attn_v.weight
    Q4_0
    [4096 4096]
    • blk.18
  • blk.18.attn_norm.weight
    F32
    [4096]
  • blk.18.ffn_down.weight
    Q4_0
    [11008 4096]
  • blk.18.ffn_gate.weight
    Q4_0
    [4096 11008]
  • blk.18.ffn_up.weight
    Q4_0
    [4096 11008]
  • blk.18.ffn_norm.weight
    F32
    [4096]
  • blk.18.attn_k.weight
    Q4_0
    [4096 4096]
  • blk.18.attn_output.weight
    Q4_0
    [4096 4096]
  • blk.18.attn_q.weight
    Q4_0
    [4096 4096]
  • blk.18.attn_v.weight
    Q4_0
    [4096 4096]
    • blk.19
  • blk.19.attn_norm.weight
    F32
    [4096]
  • blk.19.ffn_down.weight
    Q4_0
    [11008 4096]
  • blk.19.ffn_gate.weight
    Q4_0
    [4096 11008]
  • blk.19.ffn_up.weight
    Q4_0
    [4096 11008]
  • blk.19.ffn_norm.weight
    F32
    [4096]
  • blk.19.attn_k.weight
    Q4_0
    [4096 4096]
  • blk.19.attn_output.weight
    Q4_0
    [4096 4096]
  • blk.19.attn_q.weight
    Q4_0
    [4096 4096]
  • blk.19.attn_v.weight
    Q4_0
    [4096 4096]
    • blk.20
  • blk.20.attn_norm.weight
    F32
    [4096]
  • blk.20.ffn_down.weight
    Q4_0
    [11008 4096]
  • blk.20.ffn_gate.weight
    Q4_0
    [4096 11008]
  • blk.20.ffn_up.weight
    Q4_0
    [4096 11008]
  • blk.20.ffn_norm.weight
    F32
    [4096]
  • blk.20.attn_k.weight
    Q4_0
    [4096 4096]
  • blk.20.attn_output.weight
    Q4_0
    [4096 4096]
  • blk.20.attn_q.weight
    Q4_0
    [4096 4096]
  • blk.20.attn_v.weight
    Q4_0
    [4096 4096]
    • blk.21
  • blk.21.attn_norm.weight
    F32
    [4096]
  • blk.21.ffn_down.weight
    Q4_0
    [11008 4096]
  • blk.21.ffn_gate.weight
    Q4_0
    [4096 11008]
  • blk.21.ffn_up.weight
    Q4_0
    [4096 11008]
  • blk.21.ffn_norm.weight
    F32
    [4096]
  • blk.21.attn_k.weight
    Q4_0
    [4096 4096]
  • blk.21.attn_output.weight
    Q4_0
    [4096 4096]
  • blk.21.attn_q.weight
    Q4_0
    [4096 4096]
  • blk.21.attn_v.weight
    Q4_0
    [4096 4096]
    • blk.22
  • blk.22.attn_norm.weight
    F32
    [4096]
  • blk.22.ffn_down.weight
    Q4_0
    [11008 4096]
  • blk.22.ffn_gate.weight
    Q4_0
    [4096 11008]
  • blk.22.ffn_up.weight
    Q4_0
    [4096 11008]
  • blk.22.ffn_norm.weight
    F32
    [4096]
  • blk.22.attn_k.weight
    Q4_0
    [4096 4096]
  • blk.22.attn_output.weight
    Q4_0
    [4096 4096]
  • blk.22.attn_q.weight
    Q4_0
    [4096 4096]
  • blk.22.attn_v.weight
    Q4_0
    [4096 4096]
    • blk.23
  • blk.23.attn_norm.weight
    F32
    [4096]
  • blk.23.ffn_down.weight
    Q4_0
    [11008 4096]
  • blk.23.ffn_gate.weight
    Q4_0
    [4096 11008]
  • blk.23.ffn_up.weight
    Q4_0
    [4096 11008]
  • blk.23.ffn_norm.weight
    F32
    [4096]
  • blk.23.attn_k.weight
    Q4_0
    [4096 4096]
  • blk.23.attn_output.weight
    Q4_0
    [4096 4096]
  • blk.23.attn_q.weight
    Q4_0
    [4096 4096]
  • blk.23.attn_v.weight
    Q4_0
    [4096 4096]
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  • blk.24.attn_norm.weight
    F32
    [4096]
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    Q4_0
    [11008 4096]
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    Q4_0
    [4096 11008]
  • blk.24.ffn_up.weight
    Q4_0
    [4096 11008]
  • blk.24.ffn_norm.weight
    F32
    [4096]
  • blk.24.attn_k.weight
    Q4_0
    [4096 4096]
  • blk.24.attn_output.weight
    Q4_0
    [4096 4096]
  • blk.24.attn_q.weight
    Q4_0
    [4096 4096]
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    Q4_0
    [4096 4096]
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  • blk.25.attn_norm.weight
    F32
    [4096]
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    Q4_0
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    Q4_0
    [4096 11008]
  • blk.25.ffn_up.weight
    Q4_0
    [4096 11008]
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    F32
    [4096]
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    Q4_0
    [4096 4096]
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    Q4_0
    [4096 4096]
  • blk.25.attn_q.weight
    Q4_0
    [4096 4096]
  • blk.25.attn_v.weight
    Q4_0
    [4096 4096]
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  • blk.26.attn_norm.weight
    F32
    [4096]
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    Q4_0
    [11008 4096]
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    Q4_0
    [4096 11008]
  • blk.26.ffn_up.weight
    Q4_0
    [4096 11008]
  • blk.26.ffn_norm.weight
    F32
    [4096]
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    Q4_0
    [4096 4096]
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    Q4_0
    [4096 4096]
  • blk.26.attn_q.weight
    Q4_0
    [4096 4096]
  • blk.26.attn_v.weight
    Q4_0
    [4096 4096]
    • blk.27
  • blk.27.attn_norm.weight
    F32
    [4096]
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    Q4_0
    [11008 4096]
  • blk.27.ffn_gate.weight
    Q4_0
    [4096 11008]
  • blk.27.ffn_up.weight
    Q4_0
    [4096 11008]
  • blk.27.ffn_norm.weight
    F32
    [4096]
  • blk.27.attn_k.weight
    Q4_0
    [4096 4096]
  • blk.27.attn_output.weight
    Q4_0
    [4096 4096]
  • blk.27.attn_q.weight
    Q4_0
    [4096 4096]
  • blk.27.attn_v.weight
    Q4_0
    [4096 4096]
    • blk.28
  • blk.28.attn_norm.weight
    F32
    [4096]
  • blk.28.ffn_down.weight
    Q4_0
    [11008 4096]
  • blk.28.ffn_gate.weight
    Q4_0
    [4096 11008]
  • blk.28.ffn_up.weight
    Q4_0
    [4096 11008]
  • blk.28.ffn_norm.weight
    F32
    [4096]
  • blk.28.attn_k.weight
    Q4_0
    [4096 4096]
  • blk.28.attn_output.weight
    Q4_0
    [4096 4096]
  • blk.28.attn_q.weight
    Q4_0
    [4096 4096]
  • blk.28.attn_v.weight
    Q4_0
    [4096 4096]
    • blk.29
  • blk.29.attn_norm.weight
    F32
    [4096]
  • blk.29.ffn_down.weight
    Q4_0
    [11008 4096]
  • blk.29.ffn_gate.weight
    Q4_0
    [4096 11008]
  • blk.29.ffn_up.weight
    Q4_0
    [4096 11008]
  • blk.29.ffn_norm.weight
    F32
    [4096]
  • blk.29.attn_k.weight
    Q4_0
    [4096 4096]
  • blk.29.attn_output.weight
    Q4_0
    [4096 4096]
  • blk.29.attn_q.weight
    Q4_0
    [4096 4096]
  • blk.29.attn_v.weight
    Q4_0
    [4096 4096]
    • blk.30
  • blk.30.attn_norm.weight
    F32
    [4096]
  • blk.30.ffn_down.weight
    Q4_0
    [11008 4096]
  • blk.30.ffn_gate.weight
    Q4_0
    [4096 11008]
  • blk.30.ffn_up.weight
    Q4_0
    [4096 11008]
  • blk.30.ffn_norm.weight
    F32
    [4096]
  • blk.30.attn_k.weight
    Q4_0
    [4096 4096]
  • blk.30.attn_output.weight
    Q4_0
    [4096 4096]
  • blk.30.attn_q.weight
    Q4_0
    [4096 4096]
  • blk.30.attn_v.weight
    Q4_0
    [4096 4096]
    • blk.31
  • blk.31.attn_norm.weight
    F32
    [4096]
  • blk.31.ffn_down.weight
    Q4_0
    [11008 4096]
  • blk.31.ffn_gate.weight
    Q4_0
    [4096 11008]
  • blk.31.ffn_up.weight
    Q4_0
    [4096 11008]
  • blk.31.ffn_norm.weight
    F32
    [4096]
  • blk.31.attn_k.weight
    Q4_0
    [4096 4096]
  • blk.31.attn_output.weight
    Q4_0
    [4096 4096]
  • blk.31.attn_q.weight
    Q4_0
    [4096 4096]
  • blk.31.attn_v.weight
    Q4_0
    [4096 4096]
  • output.weight
    Q6_K
    [4096 32016]
  • output_norm.weight
    F32
    [4096]