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Ravamp attn_output
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‎src/llama.cpp

Lines changed: 42 additions & 49 deletions
Original file line numberDiff line numberDiff line change
@@ -16714,57 +16714,50 @@ static ggml_type llama_tensor_get_type(quantize_state_internal & qs, ggml_type n
1671416714
}
1671516715
++qs.i_attention_wq;
1671616716
} else if (name.find("attn_output.weight") != std::string::npos) {
16717-
if (arch != LLM_ARCH_FALCON) {
16718-
if (qs.model.hparams.n_expert >= 4) {
16719-
if (ftype == LLAMA_FTYPE_MOSTLY_IQ2_XXS || ftype == LLAMA_FTYPE_MOSTLY_IQ2_XS || ftype == LLAMA_FTYPE_MOSTLY_IQ1_S ||
16720-
ftype == LLAMA_FTYPE_MOSTLY_IQ2_S || ftype == LLAMA_FTYPE_MOSTLY_IQ2_M || ftype == LLAMA_FTYPE_MOSTLY_IQ1_M ||
16721-
ftype == LLAMA_FTYPE_MOSTLY_IQ1_XS || ftype == LLAMA_FTYPE_MOSTLY_IQ1_XL || ftype == LLAMA_FTYPE_MOSTLY_Q2_K_S ||
16722-
ftype == LLAMA_FTYPE_MOSTLY_IQ2_XL) {
16723-
new_type = GGML_TYPE_Q4_K;
16724-
}
16725-
else if (ftype == LLAMA_FTYPE_MOSTLY_Q2_K || ftype == LLAMA_FTYPE_MOSTLY_IQ3_XS || ftype == LLAMA_FTYPE_MOSTLY_IQ3_XXS ||
16726-
ftype == LLAMA_FTYPE_MOSTLY_Q2_K_L || ftype == LLAMA_FTYPE_MOSTLY_IQ2_XL || ftype == LLAMA_FTYPE_MOSTLY_IQ3_XL ||
16727-
ftype == LLAMA_FTYPE_MOSTLY_IQ3_XXL || ftype == LLAMA_FTYPE_MOSTLY_IQ4_XSR ||
16728-
ftype == LLAMA_FTYPE_MOSTLY_Q3_K_S || ftype == LLAMA_FTYPE_MOSTLY_Q3_K_M || ftype == LLAMA_FTYPE_MOSTLY_IQ4_NL ||
16729-
ftype == LLAMA_FTYPE_MOSTLY_Q4_K_S || ftype == LLAMA_FTYPE_MOSTLY_Q4_K_M || ftype == LLAMA_FTYPE_MOSTLY_IQ3_S ||
16730-
ftype == LLAMA_FTYPE_MOSTLY_IQ3_M || ftype == LLAMA_FTYPE_MOSTLY_IQ4_XS) {
16731-
new_type = GGML_TYPE_Q5_K;
16732-
}
16733-
else if (ftype == LLAMA_FTYPE_MOSTLY_Q5_K_S || ftype == LLAMA_FTYPE_MOSTLY_Q5_K_M) new_type = GGML_TYPE_Q5_K;
16734-
else new_type = GGML_TYPE_Q8_0;
16735-
}
16736-
else if (qs.model.hparams.n_gqa() >= 4 || qs.model.hparams.n_expert >= 2) {
16737-
if (ftype == LLAMA_FTYPE_MOSTLY_IQ1_XS || ftype == LLAMA_FTYPE_MOSTLY_IQ1_S ||
16738-
ftype == LLAMA_FTYPE_MOSTLY_IQ1_M) new_type = GGML_TYPE_IQ2_XS;
16739-
else if (ftype == LLAMA_FTYPE_MOSTLY_IQ1_XL || ftype == LLAMA_FTYPE_MOSTLY_IQ2_XXS ||
16740-
ftype == LLAMA_FTYPE_MOSTLY_IQ2_XS || ftype == LLAMA_FTYPE_MOSTLY_IQ2_S) new_type = GGML_TYPE_IQ2_S;
16741-
else if (ftype == LLAMA_FTYPE_MOSTLY_IQ2_M || ftype == LLAMA_FTYPE_MOSTLY_IQ2_XL) new_type = GGML_TYPE_IQ3_XXS;
16742-
}
16743-
else if (qs.model.hparams.n_gqa() >= 2) {
16744-
if (ftype == LLAMA_FTYPE_MOSTLY_IQ1_XS || ftype == LLAMA_FTYPE_MOSTLY_IQ1_S ||
16745-
ftype == LLAMA_FTYPE_MOSTLY_IQ1_M) new_type = GGML_TYPE_IQ2_XXS;
16746-
else if (ftype == LLAMA_FTYPE_MOSTLY_IQ1_XL || ftype == LLAMA_FTYPE_MOSTLY_IQ2_XXS) new_type = GGML_TYPE_IQ2_XS;
16747-
else if (ftype == LLAMA_FTYPE_MOSTLY_IQ2_XS || ftype == LLAMA_FTYPE_MOSTLY_IQ2_S) new_type = GGML_TYPE_IQ2_S;
16748-
else if (ftype == LLAMA_FTYPE_MOSTLY_IQ2_M || ftype == LLAMA_FTYPE_MOSTLY_IQ2_XL) new_type = GGML_TYPE_IQ3_XXS;
16749-
} else {
16750-
if (ftype == LLAMA_FTYPE_MOSTLY_Q2_K || ftype == LLAMA_FTYPE_MOSTLY_Q2_K_L) new_type = GGML_TYPE_Q3_K;
16751-
else if (ftype == LLAMA_FTYPE_MOSTLY_Q3_K_M ) new_type = GGML_TYPE_Q4_K;
16752-
else if (ftype == LLAMA_FTYPE_MOSTLY_Q3_K_L ) new_type = GGML_TYPE_Q5_K;
16753-
else if (ftype == LLAMA_FTYPE_MOSTLY_IQ3_XXS || ftype == LLAMA_FTYPE_MOSTLY_IQ3_XS) {
16754-
new_type = GGML_TYPE_IQ3_S;
16755-
}
16756-
else if (ftype == LLAMA_FTYPE_MOSTLY_IQ3_M || ftype == LLAMA_FTYPE_MOSTLY_IQ3_XL || ftype == LLAMA_FTYPE_MOSTLY_IQ3_XXL)
16757-
new_type = GGML_TYPE_IQ4_XS;
16758-
else if (ftype == LLAMA_FTYPE_MOSTLY_IQ4_XSR) {
16759-
if (qs.model.hparams.n_gqa() >= 2 || qs.model.hparams.n_expert >= 2) {
16760-
new_type = qs.i_attention_wq < qs.n_attention_wq/8 ? GGML_TYPE_Q6_K :
16761-
difquant_first_last_tensors(qs.i_attention_wo, qs.n_attention_wo) ? GGML_TYPE_Q6_K : GGML_TYPE_Q5_K;
16762-
}
16763-
else difquant_three_eights_tensors(qs.i_attention_wo, qs.n_attention_wo) ? GGML_TYPE_Q6_K : GGML_TYPE_Q5_K;
16764-
}
16717+
if (qs.model.hparams.n_expert >= 4) {
16718+
if (ftype == LLAMA_FTYPE_MOSTLY_IQ2_XXS || ftype == LLAMA_FTYPE_MOSTLY_IQ2_XS || ftype == LLAMA_FTYPE_MOSTLY_IQ1_S ||
16719+
ftype == LLAMA_FTYPE_MOSTLY_IQ2_S || ftype == LLAMA_FTYPE_MOSTLY_IQ2_M || ftype == LLAMA_FTYPE_MOSTLY_IQ1_M ||
16720+
ftype == LLAMA_FTYPE_MOSTLY_IQ1_XS || ftype == LLAMA_FTYPE_MOSTLY_IQ1_XL || ftype == LLAMA_FTYPE_MOSTLY_Q2_K_S ||
16721+
ftype == LLAMA_FTYPE_MOSTLY_IQ2_XL) {
16722+
new_type = GGML_TYPE_Q4_K;
1676516723
}
16724+
else if (ftype == LLAMA_FTYPE_MOSTLY_Q2_K || ftype == LLAMA_FTYPE_MOSTLY_IQ3_XS || ftype == LLAMA_FTYPE_MOSTLY_IQ3_XXS ||
16725+
ftype == LLAMA_FTYPE_MOSTLY_Q2_K_L || ftype == LLAMA_FTYPE_MOSTLY_IQ2_XL || ftype == LLAMA_FTYPE_MOSTLY_IQ3_XL ||
16726+
ftype == LLAMA_FTYPE_MOSTLY_IQ3_XXL || ftype == LLAMA_FTYPE_MOSTLY_IQ4_XSR ||
16727+
ftype == LLAMA_FTYPE_MOSTLY_Q3_K_S || ftype == LLAMA_FTYPE_MOSTLY_Q3_K_M || ftype == LLAMA_FTYPE_MOSTLY_IQ4_NL ||
16728+
ftype == LLAMA_FTYPE_MOSTLY_Q4_K_S || ftype == LLAMA_FTYPE_MOSTLY_Q4_K_M || ftype == LLAMA_FTYPE_MOSTLY_IQ3_S ||
16729+
ftype == LLAMA_FTYPE_MOSTLY_IQ3_M || ftype == LLAMA_FTYPE_MOSTLY_IQ4_XS) {
16730+
new_type = GGML_TYPE_Q5_K;
16731+
}
16732+
else if (ftype == LLAMA_FTYPE_MOSTLY_Q5_K_S || ftype == LLAMA_FTYPE_MOSTLY_Q5_K_M) new_type = GGML_TYPE_Q6_K;
16733+
else new_type = GGML_TYPE_Q8_0;
16734+
}
16735+
else if (ftype == LLAMA_FTYPE_MOSTLY_IQ4_XSR) {
16736+
if (qs.model.hparams.n_gqa() >= 2 || qs.model.hparams.n_expert >= 2) {
16737+
new_type = qs.i_attention_wq < qs.n_attention_wq/8 ? GGML_TYPE_Q5_K :
16738+
difquant_first_last_tensors(qs.i_attention_wo, qs.n_attention_wo) ? GGML_TYPE_Q5_K : GGML_TYPE_IQ4_XS;
16739+
}
16740+
else difquant_three_eights_tensors(qs.i_attention_wo, qs.n_attention_wo) ? GGML_TYPE_Q5_K : GGML_TYPE_IQ4_XS;
16741+
}
16742+
else if (qs.model.hparams.n_gqa() >= 4 || qs.model.hparams.n_expert >= 2) {
16743+
if (ftype == LLAMA_FTYPE_MOSTLY_IQ1_XS || ftype == LLAMA_FTYPE_MOSTLY_IQ1_S || ftype == LLAMA_FTYPE_MOSTLY_IQ1_M)
16744+
new_type = GGML_TYPE_IQ2_XS;
16745+
else if (ftype == LLAMA_FTYPE_MOSTLY_IQ1_XL || ftype == LLAMA_FTYPE_MOSTLY_IQ2_XXS ||
16746+
ftype == LLAMA_FTYPE_MOSTLY_IQ2_XS || ftype == LLAMA_FTYPE_MOSTLY_IQ2_S) new_type = GGML_TYPE_IQ2_S;
16747+
else if (ftype == LLAMA_FTYPE_MOSTLY_IQ2_M || ftype == LLAMA_FTYPE_MOSTLY_IQ2_XL) new_type = GGML_TYPE_IQ3_XXS;
16748+
else if (ftype == LLAMA_FTYPE_MOSTLY_IQ3_XXS || ftype == LLAMA_FTYPE_MOSTLY_IQ3_XS) new_type = GGML_TYPE_IQ3_S;
16749+
else if (ftype == LLAMA_FTYPE_MOSTLY_IQ3_M || ftype == LLAMA_FTYPE_MOSTLY_IQ3_XL || ftype == LLAMA_FTYPE_MOSTLY_IQ3_XXL)
16750+
new_type = GGML_TYPE_IQ4_XS;
1676616751
} else {
16767-
if (ftype == LLAMA_FTYPE_MOSTLY_Q3_K_L) new_type = GGML_TYPE_Q4_K;
16752+
if (ftype == LLAMA_FTYPE_MOSTLY_Q2_K || ftype == LLAMA_FTYPE_MOSTLY_Q2_K_L) new_type = GGML_TYPE_Q3_K;
16753+
else if (ftype == LLAMA_FTYPE_MOSTLY_Q3_K_M || ftype == LLAMA_FTYPE_MOSTLY_Q3_K_L) new_type = GGML_TYPE_Q4_K;
16754+
else if (ftype == LLAMA_FTYPE_MOSTLY_IQ1_XS || ftype == LLAMA_FTYPE_MOSTLY_IQ1_S || ftype == LLAMA_FTYPE_MOSTLY_IQ1_M)
16755+
new_type = GGML_TYPE_IQ2_XXS;
16756+
else if (ftype == LLAMA_FTYPE_MOSTLY_IQ1_XL || ftype == LLAMA_FTYPE_MOSTLY_IQ2_XXS) new_type = GGML_TYPE_IQ2_XS;
16757+
else if (ftype == LLAMA_FTYPE_MOSTLY_IQ2_XS || ftype == LLAMA_FTYPE_MOSTLY_IQ2_S) new_type = GGML_TYPE_IQ2_S;
16758+
else if (ftype == LLAMA_FTYPE_MOSTLY_IQ2_M || ftype == LLAMA_FTYPE_MOSTLY_IQ2_XL) new_type = GGML_TYPE_IQ3_XXS;
16759+
else if (ftype == LLAMA_FTYPE_MOSTLY_IQ3_XXS || ftype == LLAMA_FTYPE_MOSTLY_IQ3_XS) new_type = GGML_TYPE_IQ3_S;
16760+
else if (ftype == LLAMA_FTYPE_MOSTLY_IQ3_XL || ftype == LLAMA_FTYPE_MOSTLY_IQ3_XXL) new_type = GGML_TYPE_IQ4_XS;
1676816761
}
1676916762
++qs.i_attention_wo;
1677016763
} else if (name.find("attn_qkv.weight") != std::string::npos) {

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