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llama.cpp
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Update llama-quant.cpp llama_tensor_get_type with DeepSeek friendly modifications

This commit is contained in:
Colin Kealty 2025-03-31 13:21:07 -04:00
parent e072b2052e
commit cb496c4e8a
1 changed files with 65 additions and 3 deletions
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68
src/llama-quant.cpp
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@ -259,9 +259,39 @@ static ggml_type llama_tensor_get_type(quantize_state_impl & qs, ggml_type new_t
else new_type = ftype == LLAMA_FTYPE_MOSTLY_IQ2_S || ftype == LLAMA_FTYPE_MOSTLY_IQ2_M ? GGML_TYPE_IQ3_S : GGML_TYPE_Q2_K; else new_type = ftype == LLAMA_FTYPE_MOSTLY_IQ2_S || ftype == LLAMA_FTYPE_MOSTLY_IQ2_M ? GGML_TYPE_IQ3_S : GGML_TYPE_Q2_K;
++qs.i_attention_wv; ++qs.i_attention_wv;
} }
else if (qs.model.hparams.n_expert == 8 && name.find("attn_k.weight") != std::string::npos) { else if (qs.model.hparams.n_expert >= 8 && name.find("attn_k") != std::string::npos) {
new_type = GGML_TYPE_Q4_K; new_type = GGML_TYPE_Q4_K;
} }
else if (qs.model.hparams.n_expert >= 8 && name.find("attn_q") != std::string::npos) {
new_type = GGML_TYPE_Q4_K;
}
else if (qs.model.hparams.n_expert >= 8 && name.find("ffn_down") != std::string::npos) {
if (qs.i_ffn_down < qs.n_ffn_down/16) {
new_type = GGML_TYPE_Q4_K;
}
else if (qs.i_ffn_down < qs.n_ffn_down/8) {
new_type = ftype == LLAMA_FTYPE_MOSTLY_IQ2_S || ftype == LLAMA_FTYPE_MOSTLY_IQ2_M ? GGML_TYPE_IQ3_S : GGML_TYPE_Q2_K;
}
++qs.i_ffn_down;
}
else if (qs.model.hparams.n_expert >= 8 && name.find("ffn_gate") != std::string::npos) {
if (qs.i_ffn_gate < qs.n_ffn_gate/16) {
new_type = GGML_TYPE_Q4_K;
}
else if (qs.i_ffn_gate < qs.n_ffn_gate/8 || qs.i_ffn_gate >= 7*qs.n_ffn_gate/8) {
new_type = ftype == LLAMA_FTYPE_MOSTLY_IQ2_S || ftype == LLAMA_FTYPE_MOSTLY_IQ2_M ? GGML_TYPE_IQ3_S : GGML_TYPE_Q2_K;
}
++qs.i_ffn_gate;
}
else if (qs.model.hparams.n_expert >= 8 && name.find("ffn_up") != std::string::npos) {
if (qs.i_ffn_up < qs.n_ffn_up/16) {
new_type = GGML_TYPE_Q4_K;
}
else if (qs.i_ffn_up < qs.n_ffn_up/8) {
new_type = ftype == LLAMA_FTYPE_MOSTLY_IQ2_S || ftype == LLAMA_FTYPE_MOSTLY_IQ2_M ? GGML_TYPE_IQ3_S : GGML_TYPE_Q2_K;
}
++qs.i_ffn_up;
}
else if (name.find("ffn_down") != std::string::npos) { else if (name.find("ffn_down") != std::string::npos) {
if (qs.i_ffn_down < qs.n_ffn_down/8) { if (qs.i_ffn_down < qs.n_ffn_down/8) {
new_type = ftype == LLAMA_FTYPE_MOSTLY_IQ2_S || ftype == LLAMA_FTYPE_MOSTLY_IQ2_M ? GGML_TYPE_IQ3_S : GGML_TYPE_Q2_K; new_type = ftype == LLAMA_FTYPE_MOSTLY_IQ2_S || ftype == LLAMA_FTYPE_MOSTLY_IQ2_M ? GGML_TYPE_IQ3_S : GGML_TYPE_Q2_K;
@ -269,7 +299,7 @@ static ggml_type llama_tensor_get_type(quantize_state_impl & qs, ggml_type new_t
++qs.i_ffn_down; ++qs.i_ffn_down;
} }
else if (name.find("attn_output.weight") != std::string::npos) { else if (name.find("attn_output.weight") != std::string::npos) {
if (qs.model.hparams.n_expert == 8) { if (qs.model.hparams.n_expert >= 8) {
new_type = GGML_TYPE_Q5_K; new_type = GGML_TYPE_Q5_K;
} else { } else {
if (ftype == LLAMA_FTYPE_MOSTLY_IQ1_S || ftype == LLAMA_FTYPE_MOSTLY_IQ1_M) new_type = GGML_TYPE_IQ2_XXS; if (ftype == LLAMA_FTYPE_MOSTLY_IQ1_S || ftype == LLAMA_FTYPE_MOSTLY_IQ1_M) new_type = GGML_TYPE_IQ2_XXS;
@ -380,7 +410,7 @@ static ggml_type llama_tensor_get_type(quantize_state_impl & qs, ggml_type new_t
++qs.i_ffn_down; ++qs.i_ffn_down;
} else if (name.find("attn_output.weight") != std::string::npos) { } else if (name.find("attn_output.weight") != std::string::npos) {
if (arch != LLM_ARCH_FALCON) { if (arch != LLM_ARCH_FALCON) {
if (qs.model.hparams.n_expert == 8) { if (qs.model.hparams.n_expert >= 8) {
if (ftype == LLAMA_FTYPE_MOSTLY_Q2_K || ftype == LLAMA_FTYPE_MOSTLY_IQ3_XS || ftype == LLAMA_FTYPE_MOSTLY_IQ3_XXS || if (ftype == LLAMA_FTYPE_MOSTLY_Q2_K || ftype == LLAMA_FTYPE_MOSTLY_IQ3_XS || ftype == LLAMA_FTYPE_MOSTLY_IQ3_XXS ||
ftype == LLAMA_FTYPE_MOSTLY_Q3_K_S || ftype == LLAMA_FTYPE_MOSTLY_Q3_K_M || ftype == LLAMA_FTYPE_MOSTLY_IQ4_NL || ftype == LLAMA_FTYPE_MOSTLY_Q3_K_S || ftype == LLAMA_FTYPE_MOSTLY_Q3_K_M || ftype == LLAMA_FTYPE_MOSTLY_IQ4_NL ||
ftype == LLAMA_FTYPE_MOSTLY_Q4_K_S || ftype == LLAMA_FTYPE_MOSTLY_Q4_K_M || ftype == LLAMA_FTYPE_MOSTLY_IQ3_S || ftype == LLAMA_FTYPE_MOSTLY_Q4_K_S || ftype == LLAMA_FTYPE_MOSTLY_Q4_K_M || ftype == LLAMA_FTYPE_MOSTLY_IQ3_S ||
@ -420,6 +450,38 @@ static ggml_type llama_tensor_get_type(quantize_state_impl & qs, ggml_type new_t
new_type = GGML_TYPE_IQ3_XXS; new_type = GGML_TYPE_IQ3_XXS;
} }
++qs.i_ffn_up; ++qs.i_ffn_up;
} else if (name.find("attn_kv_a_mqa") != std::string::npos) {
if (qs.model.hparams.n_expert >= 8) {
new_type = GGML_TYPE_Q8_0;
}
} else if (name.find("attn_kv_b.weight") != std::string::npos) {
if (qs.model.hparams.n_expert >= 8) {
new_type = GGML_TYPE_Q4_K;
if (qs.i_attention_wv < qs.n_attention_wv/16) {
new_type = GGML_TYPE_Q8_0;
} else if (use_more_bits(qs.i_attention_wv, qs.n_attention_wv)) {
new_type = GGML_TYPE_Q6_K;
}
else if (ftype == LLAMA_FTYPE_MOSTLY_Q4_K_M || ftype == LLAMA_FTYPE_MOSTLY_Q3_K_L || ftype == LLAMA_FTYPE_MOSTLY_IQ4_NL || ftype == LLAMA_FTYPE_MOSTLY_IQ4_XS) new_type = GGML_TYPE_Q5_K;
else if (ftype == LLAMA_FTYPE_MOSTLY_Q5_K_M) new_type = GGML_TYPE_Q6_K;
}
++qs.i_attention_wv;
} else if (name.find("attn_q_b.weight") != std::string::npos) {
if (qs.model.hparams.n_expert >= 8) {
if (ftype == LLAMA_FTYPE_MOSTLY_Q3_K_M || ftype == LLAMA_FTYPE_MOSTLY_Q3_K_L || ftype == LLAMA_FTYPE_MOSTLY_IQ3_M) {
new_type = GGML_TYPE_Q4_K;
}
else if (ftype == LLAMA_FTYPE_MOSTLY_Q4_K_M) new_type = GGML_TYPE_Q5_K;
else if (ftype == LLAMA_FTYPE_MOSTLY_Q5_K_M) new_type = GGML_TYPE_Q6_K;
}
} else if (name.find("attn_q_a.weight") != std::string::npos) {
if (qs.model.hparams.n_expert >= 8) {
if (ftype == LLAMA_FTYPE_MOSTLY_Q3_K_M || ftype == LLAMA_FTYPE_MOSTLY_Q3_K_L || ftype == LLAMA_FTYPE_MOSTLY_IQ3_M) {
new_type = GGML_TYPE_Q4_K;
}
else if (ftype == LLAMA_FTYPE_MOSTLY_Q4_K_M) new_type = GGML_TYPE_Q5_K;
else if (ftype == LLAMA_FTYPE_MOSTLY_Q5_K_M) new_type = GGML_TYPE_Q6_K;
}
} }
// if (ftype == LLAMA_FTYPE_MOSTLY_Q2_K) new_type = GGML_TYPE_Q3_K; // if (ftype == LLAMA_FTYPE_MOSTLY_Q2_K) new_type = GGML_TYPE_Q3_K;