granite3.1-dense

The IBM Granite 2B and 8B models are text-only dense LLMs trained on over 12 trillion tokens of data, demonstrated significant improvements over their predecessors in performance and speed in IBM’s initial testing.

tools 2b 8b

3,932 4 days ago

33 Tags
... /
model
1f2aa59ffce4 · 1.5GB
    Metadata
  • general.architecture
    granite
  • general.base_model.0.name
    Granite 3.1 2b Base
  • general.base_model.0.organization
    Ibm Granite
  • general.base_model.0.repo_url
    https://huggingface.co/ibm-granite/granite-3.1-2b-base
  • general.base_model.count
    1
  • general.basename
    granite-3.1
  • general.file_type
    2
  • general.finetune
    instruct
  • general.license
    apache-2.0
  • general.name
    Granite 3.1 2b Instruct
  • general.quantization_version
    2
  • general.size_label
    2B
  • general.tags
    [language, granite-3.1, text-generation]
  • general.type
    model
  • granite.attention.head_count
    32
  • granite.attention.head_count_kv
    8
  • granite.attention.layer_norm_rms_epsilon
    1e-05
  • granite.attention.scale
    0.015625
  • granite.block_count
    40
  • granite.context_length
    131072
  • granite.embedding_length
    2048
  • granite.embedding_scale
    12
  • granite.feed_forward_length
    8192
  • granite.logit_scale
    8
  • granite.residual_scale
    0.22
  • granite.rope.dimension_count
    64
  • granite.rope.freq_base
    5e+06
  • granite.vocab_size
    49155
  • tokenizer.ggml.add_bos_token
    false
  • tokenizer.ggml.add_space_prefix
    false
  • tokenizer.ggml.bos_token_id
    0
  • tokenizer.ggml.eos_token_id
    0
  • tokenizer.ggml.merges
    [Ġ Ġ, ĠĠ ĠĠ, ĠĠĠĠ ĠĠĠĠ, ĠĠ Ġ, e r, ...]
  • tokenizer.ggml.model
    gpt2
  • tokenizer.ggml.padding_token_id
    0
  • tokenizer.ggml.pre
    refact
  • tokenizer.ggml.token_type
    [3, 3, 3, 3, 3, ...]
  • tokenizer.ggml.tokens
    [<|end_of_text|>, <fim_prefix>, <fim_middle>, <fim_suffix>, <fim_pad>, ...]
  • tokenizer.ggml.unknown_token_id
    0
    • Tensor
  • Name
    Type
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    Q4_0
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    Q4_0
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    Q4_0
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    Q4_0
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    Q4_0
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    Q4_0
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    Q4_0
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    F32
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    Q4_0
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    Q4_0
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    F32
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    Q4_0
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    Q4_0
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    F32
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    F32
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    Q4_0
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    Q4_0
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  • blk.25.ffn_down.weight
    Q4_0
    [8192, 2048]
  • blk.25.ffn_gate.weight
    Q4_0
    [2048, 8192]
  • blk.25.ffn_norm.weight
    F32
    [2048]
  • blk.25.ffn_up.weight
    Q4_0
    [2048, 8192]
    • blk.26
  • blk.26.attn_k.weight
    Q4_0
    [2048, 512]
  • blk.26.attn_norm.weight
    F32
    [2048]
  • blk.26.attn_output.weight
    Q4_0
    [2048, 2048]
  • blk.26.attn_q.weight
    Q4_0
    [2048, 2048]
  • blk.26.attn_v.weight
    Q4_0
    [2048, 512]
  • blk.26.ffn_down.weight
    Q4_0
    [8192, 2048]
  • blk.26.ffn_gate.weight
    Q4_0
    [2048, 8192]
  • blk.26.ffn_norm.weight
    F32
    [2048]
  • blk.26.ffn_up.weight
    Q4_0
    [2048, 8192]
    • blk.27
  • blk.27.attn_k.weight
    Q4_0
    [2048, 512]
  • blk.27.attn_norm.weight
    F32
    [2048]
  • blk.27.attn_output.weight
    Q4_0
    [2048, 2048]
  • blk.27.attn_q.weight
    Q4_0
    [2048, 2048]
  • blk.27.attn_v.weight
    Q4_0
    [2048, 512]
  • blk.27.ffn_down.weight
    Q4_0
    [8192, 2048]
  • blk.27.ffn_gate.weight
    Q4_0
    [2048, 8192]
  • blk.27.ffn_norm.weight
    F32
    [2048]
  • blk.27.ffn_up.weight
    Q4_0
    [2048, 8192]
    • blk.28
  • blk.28.attn_k.weight
    Q4_0
    [2048, 512]
  • blk.28.attn_norm.weight
    F32
    [2048]
  • blk.28.attn_output.weight
    Q4_0
    [2048, 2048]
  • blk.28.attn_q.weight
    Q4_0
    [2048, 2048]
  • blk.28.attn_v.weight
    Q4_0
    [2048, 512]
  • blk.28.ffn_down.weight
    Q4_0
    [8192, 2048]
  • blk.28.ffn_gate.weight
    Q4_0
    [2048, 8192]
  • blk.28.ffn_norm.weight
    F32
    [2048]
  • blk.28.ffn_up.weight
    Q4_0
    [2048, 8192]
    • blk.29
  • blk.29.attn_k.weight
    Q4_0
    [2048, 512]
  • blk.29.attn_norm.weight
    F32
    [2048]
  • blk.29.attn_output.weight
    Q4_0
    [2048, 2048]
  • blk.29.attn_q.weight
    Q4_0
    [2048, 2048]
  • blk.29.attn_v.weight
    Q4_0
    [2048, 512]
  • blk.29.ffn_down.weight
    Q4_0
    [8192, 2048]
  • blk.29.ffn_gate.weight
    Q4_0
    [2048, 8192]
  • blk.29.ffn_norm.weight
    F32
    [2048]
  • blk.29.ffn_up.weight
    Q4_0
    [2048, 8192]
    • blk.30
  • blk.30.attn_k.weight
    Q4_0
    [2048, 512]
  • blk.30.attn_norm.weight
    F32
    [2048]
  • blk.30.attn_output.weight
    Q4_0
    [2048, 2048]
  • blk.30.attn_q.weight
    Q4_0
    [2048, 2048]
  • blk.30.attn_v.weight
    Q4_0
    [2048, 512]
  • blk.30.ffn_down.weight
    Q4_0
    [8192, 2048]
  • blk.30.ffn_gate.weight
    Q4_0
    [2048, 8192]
  • blk.30.ffn_norm.weight
    F32
    [2048]
  • blk.30.ffn_up.weight
    Q4_0
    [2048, 8192]
    • blk.31
  • blk.31.attn_k.weight
    Q4_0
    [2048, 512]
  • blk.31.attn_norm.weight
    F32
    [2048]
  • blk.31.attn_output.weight
    Q4_0
    [2048, 2048]
  • blk.31.attn_q.weight
    Q4_0
    [2048, 2048]
  • blk.31.attn_v.weight
    Q4_0
    [2048, 512]
  • blk.31.ffn_down.weight
    Q4_0
    [8192, 2048]
  • blk.31.ffn_gate.weight
    Q4_0
    [2048, 8192]
  • blk.31.ffn_norm.weight
    F32
    [2048]
  • blk.31.ffn_up.weight
    Q4_0
    [2048, 8192]
    • blk.32
  • blk.32.attn_k.weight
    Q4_0
    [2048, 512]
  • blk.32.attn_norm.weight
    F32
    [2048]
  • blk.32.attn_output.weight
    Q4_0
    [2048, 2048]
  • blk.32.attn_q.weight
    Q4_0
    [2048, 2048]
  • blk.32.attn_v.weight
    Q4_0
    [2048, 512]
  • blk.32.ffn_down.weight
    Q4_0
    [8192, 2048]
  • blk.32.ffn_gate.weight
    Q4_0
    [2048, 8192]
  • blk.32.ffn_norm.weight
    F32
    [2048]
  • blk.32.ffn_up.weight
    Q4_0
    [2048, 8192]
    • blk.33
  • blk.33.attn_k.weight
    Q4_0
    [2048, 512]
  • blk.33.attn_norm.weight
    F32
    [2048]
  • blk.33.attn_output.weight
    Q4_0
    [2048, 2048]
  • blk.33.attn_q.weight
    Q4_0
    [2048, 2048]
  • blk.33.attn_v.weight
    Q4_0
    [2048, 512]
  • blk.33.ffn_down.weight
    Q4_0
    [8192, 2048]
  • blk.33.ffn_gate.weight
    Q4_0
    [2048, 8192]
  • blk.33.ffn_norm.weight
    F32
    [2048]
  • blk.33.ffn_up.weight
    Q4_0
    [2048, 8192]
    • blk.34
  • blk.34.attn_k.weight
    Q4_0
    [2048, 512]
  • blk.34.attn_norm.weight
    F32
    [2048]
  • blk.34.attn_output.weight
    Q4_0
    [2048, 2048]
  • blk.34.attn_q.weight
    Q4_0
    [2048, 2048]
  • blk.34.attn_v.weight
    Q4_0
    [2048, 512]
  • blk.34.ffn_down.weight
    Q4_0
    [8192, 2048]
  • blk.34.ffn_gate.weight
    Q4_0
    [2048, 8192]
  • blk.34.ffn_norm.weight
    F32
    [2048]
  • blk.34.ffn_up.weight
    Q4_0
    [2048, 8192]
    • blk.35
  • blk.35.attn_k.weight
    Q4_0
    [2048, 512]
  • blk.35.attn_norm.weight
    F32
    [2048]
  • blk.35.attn_output.weight
    Q4_0
    [2048, 2048]
  • blk.35.attn_q.weight
    Q4_0
    [2048, 2048]
  • blk.35.attn_v.weight
    Q4_0
    [2048, 512]
  • blk.35.ffn_down.weight
    Q4_0
    [8192, 2048]
  • blk.35.ffn_gate.weight
    Q4_0
    [2048, 8192]
  • blk.35.ffn_norm.weight
    F32
    [2048]
  • blk.35.ffn_up.weight
    Q4_0
    [2048, 8192]
    • blk.36
  • blk.36.attn_k.weight
    Q4_0
    [2048, 512]
  • blk.36.attn_norm.weight
    F32
    [2048]
  • blk.36.attn_output.weight
    Q4_0
    [2048, 2048]
  • blk.36.attn_q.weight
    Q4_0
    [2048, 2048]
  • blk.36.attn_v.weight
    Q4_0
    [2048, 512]
  • blk.36.ffn_down.weight
    Q4_0
    [8192, 2048]
  • blk.36.ffn_gate.weight
    Q4_0
    [2048, 8192]
  • blk.36.ffn_norm.weight
    F32
    [2048]
  • blk.36.ffn_up.weight
    Q4_0
    [2048, 8192]
    • blk.37
  • blk.37.attn_k.weight
    Q4_0
    [2048, 512]
  • blk.37.attn_norm.weight
    F32
    [2048]
  • blk.37.attn_output.weight
    Q4_0
    [2048, 2048]
  • blk.37.attn_q.weight
    Q4_0
    [2048, 2048]
  • blk.37.attn_v.weight
    Q4_0
    [2048, 512]
  • blk.37.ffn_down.weight
    Q4_0
    [8192, 2048]
  • blk.37.ffn_gate.weight
    Q4_0
    [2048, 8192]
  • blk.37.ffn_norm.weight
    F32
    [2048]
  • blk.37.ffn_up.weight
    Q4_0
    [2048, 8192]
    • blk.38
  • blk.38.attn_k.weight
    Q4_0
    [2048, 512]
  • blk.38.attn_norm.weight
    F32
    [2048]
  • blk.38.attn_output.weight
    Q4_0
    [2048, 2048]
  • blk.38.attn_q.weight
    Q4_0
    [2048, 2048]
  • blk.38.attn_v.weight
    Q4_0
    [2048, 512]
  • blk.38.ffn_down.weight
    Q4_0
    [8192, 2048]
  • blk.38.ffn_gate.weight
    Q4_0
    [2048, 8192]
  • blk.38.ffn_norm.weight
    F32
    [2048]
  • blk.38.ffn_up.weight
    Q4_0
    [2048, 8192]
    • blk.39
  • blk.39.attn_k.weight
    Q4_0
    [2048, 512]
  • blk.39.attn_norm.weight
    F32
    [2048]
  • blk.39.attn_output.weight
    Q4_0
    [2048, 2048]
  • blk.39.attn_q.weight
    Q4_0
    [2048, 2048]
  • blk.39.attn_v.weight
    Q4_0
    [2048, 512]
  • blk.39.ffn_down.weight
    Q4_0
    [8192, 2048]
  • blk.39.ffn_gate.weight
    Q4_0
    [2048, 8192]
  • blk.39.ffn_norm.weight
    F32
    [2048]
  • blk.39.ffn_up.weight
    Q4_0
    [2048, 8192]
  • output_norm.weight
    F32
    [2048]