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ggerganov
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hodlen
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llama : fix llm_build_k_shift to use correct n_rot (ggml-org#4889)
* llama : fix llm_build_k_shift to use correct n_rot ggml-ci * llama : always use hparams.n_rot for ggml_rope_custom ggml-ci * convert : fix persimmon conversion to write correct n_rot
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4 files changed

+51
-33
lines changed

4 files changed

+51
-33
lines changed

‎common/common.cpp

+3
Original file line numberDiff line numberDiff line change
@@ -1055,6 +1055,9 @@ struct llama_model_params llama_model_params_from_gpt_params(const gpt_params &
10551055
}
10561056

10571057
static ggml_type kv_cache_type_from_str(const std::string & s) {
1058+
if (s == "f32") {
1059+
return GGML_TYPE_F32;
1060+
}
10581061
if (s == "f16") {
10591062
return GGML_TYPE_F16;
10601063
}

‎convert-hf-to-gguf.py

+8-1
Original file line numberDiff line numberDiff line change
@@ -817,10 +817,17 @@ def set_gguf_parameters(self):
817817
hidden_size = self.hparams["hidden_size"]
818818

819819
self.gguf_writer.add_name('persimmon-8b-chat')
820+
self.gguf_writer.add_context_length(self.hparams["max_position_embeddings"])
820821
self.gguf_writer.add_embedding_length(hidden_size)
821822
self.gguf_writer.add_block_count(block_count)
822823
self.gguf_writer.add_feed_forward_length(self.hparams["intermediate_size"])
823-
self.gguf_writer.add_rope_dimension_count(hidden_size // head_count)
824+
825+
# NOTE: not sure about this change - why does the model not have a rope dimension count when it is smaller
826+
# than the head size?
827+
# ref: https://github.com/ggerganov/llama.cpp/pull/4889
828+
#self.gguf_writer.add_rope_dimension_count(hidden_size // head_count)
829+
self.gguf_writer.add_rope_dimension_count(hidden_size // head_count // 2)
830+
824831
self.gguf_writer.add_head_count(head_count)
825832
self.gguf_writer.add_head_count_kv(head_count_kv)
826833
self.gguf_writer.add_rope_freq_base(self.hparams["rope_theta"])

‎gguf-py/gguf/tensor_mapping.py

+7
Original file line numberDiff line numberDiff line change
@@ -57,6 +57,7 @@ class TensorNameMap:
5757
"transformer.norm_f", # mpt
5858
"ln_f", # refact bloom qwen gpt2
5959
"language_model.encoder.final_layernorm", # persimmon
60+
"model.final_layernorm", # persimmon
6061
"lm_head.ln", # phi2
6162
),
6263

@@ -98,6 +99,7 @@ class TensorNameMap:
9899
"transformer.h.{bid}.self_attention.query_key_value", # falcon
99100
"h.{bid}.self_attention.query_key_value", # bloom
100101
"language_model.encoder.layers.{bid}.self_attention.query_key_value", # persimmon
102+
"model.layers.{bid}.self_attn.query_key_value", # persimmon
101103
"h.{bid}.attn.c_attn", # gpt2
102104
"transformer.h.{bid}.mixer.Wqkv", # phi2
103105
),
@@ -141,6 +143,7 @@ class TensorNameMap:
141143
"encoder.layer.{bid}.attention.output.dense", # bert
142144
"transformer.h.{bid}.attn.out_proj", # gpt-j
143145
"language_model.encoder.layers.{bid}.self_attention.dense", # persimmon
146+
"model.layers.{bid}.self_attn.dense", # persimmon
144147
"h.{bid}.attn.c_proj", # gpt2
145148
"transformer.h.{bid}.mixer.out_proj", # phi2
146149
"model.layers.layers.{bid}.self_attn.o_proj", # plamo
@@ -184,6 +187,7 @@ class TensorNameMap:
184187
"encoder.layer.{bid}.intermediate.dense", # bert
185188
"transformer.h.{bid}.mlp.fc_in", # gpt-j
186189
"language_model.encoder.layers.{bid}.mlp.dense_h_to_4h", # persimmon
190+
"model.layers.{bid}.mlp.dense_h_to_4h", # persimmon
187191
"transformer.h.{bid}.mlp.w1", # qwen
188192
"h.{bid}.mlp.c_fc", # gpt2
189193
"transformer.h.{bid}.mlp.fc1", # phi2
@@ -225,6 +229,7 @@ class TensorNameMap:
225229
"encoder.layer.{bid}.output.dense", # bert
226230
"transformer.h.{bid}.mlp.fc_out", # gpt-j
227231
"language_model.encoder.layers.{bid}.mlp.dense_4h_to_h", # persimmon
232+
"model.layers.{bid}.mlp.dense_4h_to_h", # persimmon
228233
"h.{bid}.mlp.c_proj", # gpt2
229234
"transformer.h.{bid}.mlp.fc2", # phi2
230235
"model.layers.layers.{bid}.mlp.down_proj", # plamo
@@ -237,10 +242,12 @@ class TensorNameMap:
237242

238243
MODEL_TENSOR.ATTN_Q_NORM: (
239244
"language_model.encoder.layers.{bid}.self_attention.q_layernorm",
245+
"model.layers.{bid}.self_attn.q_layernorm", # persimmon
240246
),
241247

242248
MODEL_TENSOR.ATTN_K_NORM: (
243249
"language_model.encoder.layers.{bid}.self_attention.k_layernorm",
250+
"model.layers.{bid}.self_attn.k_layernorm", # persimmon
244251
),
245252

246253
MODEL_TENSOR.ROPE_FREQS: (

‎llama.cpp

+33-32
Original file line numberDiff line numberDiff line change
@@ -4104,22 +4104,20 @@ static void llm_build_k_shift(
41044104
struct ggml_cgraph * graph,
41054105
llm_rope_type type,
41064106
int64_t n_ctx,
4107-
int n_rot,
41084107
float freq_base,
41094108
float freq_scale,
41104109
const llm_build_cb & cb) {
41114110
const int64_t n_layer = hparams.n_layer;
41124111
const int64_t n_head_kv = hparams.n_head_kv;
41134112
const int64_t n_embd_head_k = hparams.n_embd_head_k;
41144113
const int64_t n_embd_k_gqa = hparams.n_embd_k_gqa();
4114+
const int32_t n_rot = hparams.n_rot;
41154115
const int32_t n_orig_ctx = cparams.n_yarn_orig_ctx;
41164116
const float ext_factor = cparams.yarn_ext_factor;
41174117
const float attn_factor = cparams.yarn_attn_factor;
41184118
const float beta_fast = cparams.yarn_beta_fast;
41194119
const float beta_slow = cparams.yarn_beta_slow;
41204120

4121-
GGML_ASSERT(n_embd_head_k % n_rot == 0);
4122-
41234121
struct ggml_tensor * K_shift = ggml_new_tensor_1d(ctx, GGML_TYPE_I32, n_ctx);
41244122
cb(K_shift, "K_shift", -1);
41254123

@@ -4523,7 +4521,7 @@ struct llm_build_context {
45234521

45244522
// shift the entire K-cache if needed
45254523
if (do_rope_shift) {
4526-
llm_build_k_shift(ctx0, hparams, cparams, kv_self, gf, LLM_ROPE, n_ctx, n_embd_head, freq_base, freq_scale, cb);
4524+
llm_build_k_shift(ctx0, hparams, cparams, kv_self, gf, LLM_ROPE, n_ctx, freq_base, freq_scale, cb);
45274525
}
45284526

45294527
for (int il = 0; il < n_layer; ++il) {
@@ -4561,14 +4559,14 @@ struct llm_build_context {
45614559

45624560
Qcur = ggml_rope_custom(
45634561
ctx0, ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head, n_tokens), inp_pos,
4564-
n_embd_head, 0, 0, n_orig_ctx, freq_base, freq_scale,
4562+
hparams.n_rot, 0, 0, n_orig_ctx, freq_base, freq_scale,
45654563
ext_factor, attn_factor, beta_fast, beta_slow
45664564
);
45674565
cb(Qcur, "Qcur", il);
45684566

45694567
Kcur = ggml_rope_custom(
45704568
ctx0, ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens), inp_pos,
4571-
n_embd_head, 0, 0, n_orig_ctx, freq_base, freq_scale,
4569+
hparams.n_rot, 0, 0, n_orig_ctx, freq_base, freq_scale,
45724570
ext_factor, attn_factor, beta_fast, beta_slow
45734571
);
45744572
cb(Kcur, "Kcur", il);
@@ -4691,6 +4689,7 @@ struct llm_build_context {
46914689

46924690
const int64_t n_embd_head = hparams.n_embd_head_v;
46934691
GGML_ASSERT(n_embd_head == hparams.n_embd_head_k);
4692+
GGML_ASSERT(n_embd_head == hparams.n_rot);
46944693

46954694
struct ggml_tensor * cur;
46964695
struct ggml_tensor * inpL;
@@ -4708,7 +4707,7 @@ struct llm_build_context {
47084707

47094708
// shift the entire K-cache if needed
47104709
if (do_rope_shift) {
4711-
llm_build_k_shift(ctx0, hparams, cparams, kv_self, gf, LLM_ROPE, n_ctx, n_embd_head, freq_base, freq_scale, cb);
4710+
llm_build_k_shift(ctx0, hparams, cparams, kv_self, gf, LLM_ROPE, n_ctx, freq_base, freq_scale, cb);
47124711
}
47134712

47144713
for (int il = 0; il < n_layer; ++il) {
@@ -4734,12 +4733,12 @@ struct llm_build_context {
47344733
case MODEL_7B:
47354734
Qcur = ggml_rope_custom(
47364735
ctx0, ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head, n_tokens), inp_pos,
4737-
n_embd_head, 0, 0, n_orig_ctx, freq_base, freq_scale,
4736+
hparams.n_rot, 0, 0, n_orig_ctx, freq_base, freq_scale,
47384737
ext_factor, attn_factor, beta_fast, beta_slow
47394738
);
47404739
Kcur = ggml_rope_custom(
47414740
ctx0, ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens), inp_pos,
4742-
n_embd_head, 0, 0, n_orig_ctx, freq_base, freq_scale,
4741+
hparams.n_rot, 0, 0, n_orig_ctx, freq_base, freq_scale,
47434742
ext_factor, attn_factor, beta_fast, beta_slow
47444743
);
47454744
break;
@@ -4812,6 +4811,7 @@ struct llm_build_context {
48124811
const int64_t n_embd_head = hparams.n_embd_head_v;
48134812
const int64_t n_embd_gqa = hparams.n_embd_v_gqa();
48144813
GGML_ASSERT(n_embd_head == hparams.n_embd_head_k);
4814+
GGML_ASSERT(n_embd_head == hparams.n_rot);
48154815

48164816
struct ggml_tensor * cur;
48174817
struct ggml_tensor * inpL;
@@ -4829,7 +4829,7 @@ struct llm_build_context {
48294829

48304830
// shift the entire K-cache if needed
48314831
if (do_rope_shift) {
4832-
llm_build_k_shift(ctx0, hparams, cparams, kv_self, gf, LLM_ROPE_NEOX, n_ctx, n_embd_head, freq_base, freq_scale, cb);
4832+
llm_build_k_shift(ctx0, hparams, cparams, kv_self, gf, LLM_ROPE_NEOX, n_ctx, freq_base, freq_scale, cb);
48334833
}
48344834

48354835
for (int il = 0; il < n_layer; ++il) {
@@ -4870,13 +4870,13 @@ struct llm_build_context {
48704870

48714871
// using mode = 2 for neox mode
48724872
Qcur = ggml_rope_custom(
4873-
ctx0, Qcur, inp_pos, n_embd_head, 2, 0, n_orig_ctx,
4873+
ctx0, Qcur, inp_pos, hparams.n_rot, 2, 0, n_orig_ctx,
48744874
freq_base, freq_scale, ext_factor, attn_factor, beta_fast, beta_slow
48754875
);
48764876
cb(Qcur, "Qcur", il);
48774877

48784878
Kcur = ggml_rope_custom(
4879-
ctx0, Kcur, inp_pos, n_embd_head, 2, 0, n_orig_ctx,
4879+
ctx0, Kcur, inp_pos, hparams.n_rot, 2, 0, n_orig_ctx,
48804880
freq_base, freq_scale, ext_factor, attn_factor, beta_fast, beta_slow
48814881
);
48824882
cb(Kcur, "Kcur", il);
@@ -5033,9 +5033,8 @@ struct llm_build_context {
50335033
struct ggml_cgraph * gf = ggml_new_graph_custom(ctx0, LLAMA_MAX_NODES, false);
50345034

50355035
const int64_t n_embd_head = hparams.n_embd_head_v;
5036-
GGML_ASSERT(n_embd_head == hparams.n_embd_head_k);
5037-
5038-
const int64_t n_rot = n_embd_head_k / 2;
5036+
GGML_ASSERT(n_embd_head == hparams.n_embd_head_k);
5037+
GGML_ASSERT(n_embd_head/2 == hparams.n_rot);
50395038

50405039
struct ggml_tensor * cur;
50415040
struct ggml_tensor * inpL;
@@ -5052,7 +5051,7 @@ struct llm_build_context {
50525051
cb(KQ_mask, "KQ_mask", -1);
50535052

50545053
if (do_rope_shift) {
5055-
llm_build_k_shift(ctx0, hparams, cparams, kv_self, gf, LLM_ROPE_NEOX, n_ctx, n_embd_head, freq_base, freq_scale, cb);
5054+
llm_build_k_shift(ctx0, hparams, cparams, kv_self, gf, LLM_ROPE_NEOX, n_ctx, freq_base, freq_scale, cb);
50565055
}
50575056

50585057
for (int il = 0; il < n_layer; ++il) {
@@ -5112,15 +5111,15 @@ struct llm_build_context {
51125111

51135112
// RoPE the first n_rot of q/k, pass the other half, and concat.
51145113
struct ggml_tensor * qrot = ggml_view_3d(
5115-
ctx0, tmpq, n_rot, n_head, n_tokens,
5114+
ctx0, tmpq, hparams.n_rot, n_head, n_tokens,
51165115
ggml_element_size(tmpq) * n_embd_head,
51175116
ggml_element_size(tmpq) * n_embd_head * n_head,
51185117
0
51195118
);
51205119
cb(qrot, "qrot", il);
51215120

51225121
struct ggml_tensor * krot = ggml_view_3d(
5123-
ctx0, tmpk, n_rot, n_head, n_tokens,
5122+
ctx0, tmpk, hparams.n_rot, n_head, n_tokens,
51245123
ggml_element_size(tmpk) * n_embd_head,
51255124
ggml_element_size(tmpk) * n_embd_head * n_head,
51265125
0
@@ -5129,29 +5128,29 @@ struct llm_build_context {
51295128

51305129
// get the second half of tmpq, e.g tmpq[n_rot:, :, :]
51315130
struct ggml_tensor * qpass = ggml_view_3d(
5132-
ctx0, tmpq, n_rot, n_head, n_tokens,
5131+
ctx0, tmpq, hparams.n_rot, n_head, n_tokens,
51335132
ggml_element_size(tmpq) * n_embd_head,
51345133
ggml_element_size(tmpq) * n_embd_head * n_head,
5135-
ggml_element_size(tmpq) * n_rot
5134+
ggml_element_size(tmpq) * hparams.n_rot
51365135
);
51375136
cb(qpass, "qpass", il);
51385137

51395138
struct ggml_tensor * kpass = ggml_view_3d(
5140-
ctx0, tmpk, n_rot, n_head, n_tokens,
5139+
ctx0, tmpk, hparams.n_rot, n_head, n_tokens,
51415140
ggml_element_size(tmpk) * n_embd_head,
51425141
ggml_element_size(tmpk) * n_embd_head * n_head,
5143-
ggml_element_size(tmpk) * n_rot
5142+
ggml_element_size(tmpk) * hparams.n_rot
51445143
);
51455144
cb(kpass, "kpass", il);
51465145

51475146
struct ggml_tensor * qrotated = ggml_rope_custom(
5148-
ctx0, qrot, inp_pos, n_rot, 2, 0, n_orig_ctx,
5147+
ctx0, qrot, inp_pos, hparams.n_rot, 2, 0, n_orig_ctx,
51495148
freq_base, freq_scale, ext_factor, attn_factor, beta_fast, beta_slow
51505149
);
51515150
cb(qrotated, "qrotated", il);
51525151

51535152
struct ggml_tensor * krotated = ggml_rope_custom(
5154-
ctx0, krot, inp_pos, n_rot, 2, 0, n_orig_ctx,
5153+
ctx0, krot, inp_pos, hparams.n_rot, 2, 0, n_orig_ctx,
51555154
freq_base, freq_scale, ext_factor, attn_factor, beta_fast, beta_slow
51565155
);
51575156
cb(krotated, "krotated", il);
@@ -5531,6 +5530,7 @@ struct llm_build_context {
55315530

55325531
const int64_t n_embd_head = hparams.n_embd_head_v;
55335532
GGML_ASSERT(n_embd_head == hparams.n_embd_head_k);
5533+
GGML_ASSERT(n_embd_head == hparams.n_rot);
55345534

55355535
struct ggml_tensor * cur;
55365536
struct ggml_tensor * inpL;
@@ -5548,7 +5548,7 @@ struct llm_build_context {
55485548

55495549
// shift the entire K-cache if needed
55505550
if (do_rope_shift) {
5551-
llm_build_k_shift(ctx0, hparams, cparams, kv_self, gf, LLM_ROPE_NEOX, n_ctx, hparams.n_rot, freq_base, freq_scale, cb);
5551+
llm_build_k_shift(ctx0, hparams, cparams, kv_self, gf, LLM_ROPE_NEOX, n_ctx, freq_base, freq_scale, cb);
55525552
}
55535553

55545554
for (int il = 0; il < n_layer; ++il) {
@@ -5661,7 +5661,7 @@ struct llm_build_context {
56615661

56625662
// shift the entire K-cache if needed
56635663
if (do_rope_shift) {
5664-
llm_build_k_shift(ctx0, hparams, cparams, kv_self, gf, LLM_ROPE_NEOX, n_ctx, n_embd_head, freq_base, freq_scale, cb);
5664+
llm_build_k_shift(ctx0, hparams, cparams, kv_self, gf, LLM_ROPE_NEOX, n_ctx, freq_base, freq_scale, cb);
56655665
}
56665666

56675667
for (int il = 0; il < n_layer; ++il) {
@@ -5693,13 +5693,13 @@ struct llm_build_context {
56935693

56945694
// using mode = 2 for neox mode
56955695
Qcur = ggml_rope_custom(
5696-
ctx0, Qcur, inp_pos, n_embd_head, 2, 0, n_orig_ctx,
5696+
ctx0, Qcur, inp_pos, hparams.n_rot, 2, 0, n_orig_ctx,
56975697
freq_base, freq_scale, ext_factor, attn_factor, beta_fast, beta_slow
56985698
);
56995699
cb(Qcur, "Qcur", il);
57005700

57015701
Kcur = ggml_rope_custom(
5702-
ctx0, Kcur, inp_pos, n_embd_head, 2, 0, n_orig_ctx,
5702+
ctx0, Kcur, inp_pos, hparams.n_rot, 2, 0, n_orig_ctx,
57035703
freq_base, freq_scale, ext_factor, attn_factor, beta_fast, beta_slow
57045704
);
57055705
cb(Kcur, "Kcur", il);
@@ -5778,7 +5778,7 @@ struct llm_build_context {
57785778

57795779
// shift the entire K-cache if needed
57805780
if (do_rope_shift) {
5781-
llm_build_k_shift(ctx0, hparams, cparams, kv_self, gf, LLM_ROPE_NEOX, n_ctx, n_embd_head, freq_base, freq_scale, cb);
5781+
llm_build_k_shift(ctx0, hparams, cparams, kv_self, gf, LLM_ROPE_NEOX, n_ctx, freq_base, freq_scale, cb);
57825782
}
57835783

57845784
for (int il = 0; il < n_layer; ++il) {
@@ -5874,6 +5874,7 @@ struct llm_build_context {
58745874

58755875
const int64_t n_embd_head = hparams.n_embd_head_v;
58765876
GGML_ASSERT(n_embd_head == hparams.n_embd_head_k);
5877+
GGML_ASSERT(n_embd_head == hparams.n_rot);
58775878

58785879
struct ggml_tensor * cur;
58795880
struct ggml_tensor * inpL;
@@ -5891,7 +5892,7 @@ struct llm_build_context {
58915892

58925893
// shift the entire K-cache if needed
58935894
if (do_rope_shift) {
5894-
llm_build_k_shift(ctx0, hparams, cparams, kv_self, gf, LLM_ROPE, n_ctx, n_embd_head, freq_base, freq_scale, cb);
5895+
llm_build_k_shift(ctx0, hparams, cparams, kv_self, gf, LLM_ROPE, n_ctx, freq_base, freq_scale, cb);
58955896
}
58965897

58975898
for (int il = 0; il < n_layer; ++il) {
@@ -5917,13 +5918,13 @@ struct llm_build_context {
59175918
cb(Vcur, "Vcur", il);
59185919

59195920
Qcur = ggml_rope_custom(
5920-
ctx0, ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head, n_tokens), inp_pos,
5921+
ctx0, ggml_reshape_3d(ctx0, Qcur, hparams.n_rot, n_head, n_tokens), inp_pos,
59215922
n_embd_head, 2, 0, n_orig_ctx, freq_base, freq_scale,
59225923
ext_factor, attn_factor, beta_fast, beta_slow);
59235924
cb(Qcur, "Qcur", il);
59245925

59255926
Kcur = ggml_rope_custom(
5926-
ctx0, ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens), inp_pos,
5927+
ctx0, ggml_reshape_3d(ctx0, Kcur, hparams.n_rot, n_head_kv, n_tokens), inp_pos,
59275928
n_embd_head, 2, 0, n_orig_ctx, freq_base, freq_scale,
59285929
ext_factor, attn_factor, beta_fast, beta_slow);
59295930
cb(Kcur, "Kcur", il);

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