diff --git a/examples/baby-llama/baby-llama.cpp b/examples/baby-llama/baby-llama.cpp
index 4965881ec..f9dc0aaa6 100644
--- a/examples/baby-llama/baby-llama.cpp
+++ b/examples/baby-llama/baby-llama.cpp
@@ -8,6 +8,8 @@
#pragma warning(disable: 4244 4267) // possible loss of data
#endif
+static const float rms_norm_eps = 1e-6f;
+
float frand() {
return (float)rand()/(float)RAND_MAX;
}
@@ -562,7 +564,7 @@ struct ggml_tensor * forward(
// norm
{
// cur shape [n_embd,N,1,1]
- cur = ggml_rms_norm(ctx0, inpL);
+ cur = ggml_rms_norm(ctx0, inpL, rms_norm_eps);
// cur = attention_norm*cur
cur = ggml_mul(ctx0,
@@ -685,7 +687,7 @@ struct ggml_tensor * forward(
// norm
{
// cur shape [n_embd,N,1,1]
- cur = ggml_rms_norm(ctx0, inpFF);
+ cur = ggml_rms_norm(ctx0, inpFF, rms_norm_eps);
// cur = ffn_norm*cur
// cur shape [n_embd,N,1,1]
@@ -729,7 +731,7 @@ struct ggml_tensor * forward(
{
// inpL shape [n_embd,N,1,1]
- inpL = ggml_rms_norm(ctx0, inpL);
+ inpL = ggml_rms_norm(ctx0, inpL, rms_norm_eps);
// inpL = norm*inpL
// inpL shape [n_embd,N,1,1]
@@ -817,7 +819,7 @@ struct ggml_tensor * forward_batch(
// norm
{
// cur shape [n_embd,N*n_batch,1,1]
- cur = ggml_rms_norm(ctx0, inpL);
+ cur = ggml_rms_norm(ctx0, inpL, rms_norm_eps);
assert_shape_2d(cur, n_embd, N*n_batch);
// cur = attention_norm*cur
@@ -981,7 +983,7 @@ struct ggml_tensor * forward_batch(
// norm
{
// cur shape [n_embd,N*n_batch,1,1]
- cur = ggml_rms_norm(ctx0, inpFF);
+ cur = ggml_rms_norm(ctx0, inpFF, rms_norm_eps);
assert_shape_2d(cur, n_embd, N*n_batch);
// cur = ffn_norm*cur
@@ -1034,7 +1036,7 @@ struct ggml_tensor * forward_batch(
{
// inpL shape [n_embd,N*n_batch,1,1]
- inpL = ggml_rms_norm(ctx0, inpL);
+ inpL = ggml_rms_norm(ctx0, inpL, rms_norm_eps);
assert_shape_2d(inpL, n_embd, N*n_batch);
// inpL = norm*inpL
@@ -1104,7 +1106,7 @@ struct ggml_tensor * forward_lora(
// norm
{
// cur shape [n_embd,N,1,1]
- cur = ggml_rms_norm(ctx0, inpL);
+ cur = ggml_rms_norm(ctx0, inpL, rms_norm_eps);
// cur = attention_norm*cur
cur = ggml_mul(ctx0,
@@ -1251,7 +1253,7 @@ struct ggml_tensor * forward_lora(
// norm
{
// cur shape [n_embd,N,1,1]
- cur = ggml_rms_norm(ctx0, inpFF);
+ cur = ggml_rms_norm(ctx0, inpFF, rms_norm_eps);
// cur = ffn_norm*cur
// cur shape [n_embd,N,1,1]
@@ -1295,7 +1297,7 @@ struct ggml_tensor * forward_lora(
{
// inpL shape [n_embd,N,1,1]
- inpL = ggml_rms_norm(ctx0, inpL);
+ inpL = ggml_rms_norm(ctx0, inpL, rms_norm_eps);
// inpL = norm*inpL
// inpL shape [n_embd,N,1,1]
diff --git a/examples/common.cpp b/examples/common.cpp
index 779605f9d..0e88a128a 100644
--- a/examples/common.cpp
+++ b/examples/common.cpp
@@ -177,6 +177,12 @@ bool gpt_params_parse(int argc, char ** argv, gpt_params & params) {
break;
}
params.n_gqa = std::stoi(argv[i]);
+ } else if (arg == "-eps" || arg == "--rms-norm-eps") {
+ if (++i >= argc) {
+ invalid_param = true;
+ break;
+ }
+ params.rms_norm_eps = std::stof(argv[i]);
} else if (arg == "--rope-freq-base") {
if (++i >= argc) {
invalid_param = true;
@@ -519,6 +525,7 @@ void gpt_print_usage(int /*argc*/, char ** argv, const gpt_params & params) {
fprintf(stdout, " -c N, --ctx-size N size of the prompt context (default: %d)\n", params.n_ctx);
fprintf(stdout, " -b N, --batch-size N batch size for prompt processing (default: %d)\n", params.n_batch);
fprintf(stdout, " -gqa N, --gqa N grouped-query attention factor (TEMP!!! use 8 for LLaMAv2 70B) (default: %d)\n", params.n_gqa);
+ fprintf(stdout, " -eps N, --rms-norm-eps N rms norm eps (TEMP!!! use 1e-5 for LLaMAv2) (default: %.1e)\n", params.rms_norm_eps);
fprintf(stdout, " --top-k N top-k sampling (default: %d, 0 = disabled)\n", params.top_k);
fprintf(stdout, " --top-p N top-p sampling (default: %.1f, 1.0 = disabled)\n", (double)params.top_p);
fprintf(stdout, " --tfs N tail free sampling, parameter z (default: %.1f, 1.0 = disabled)\n", (double)params.tfs_z);
@@ -615,6 +622,7 @@ struct llama_context_params llama_context_params_from_gpt_params(const gpt_param
lparams.n_ctx = params.n_ctx;
lparams.n_batch = params.n_batch;
lparams.n_gqa = params.n_gqa;
+ lparams.rms_norm_eps = params.rms_norm_eps;
lparams.n_gpu_layers = params.n_gpu_layers;
lparams.main_gpu = params.main_gpu;
lparams.tensor_split = params.tensor_split;
diff --git a/examples/common.h b/examples/common.h
index 7086606bf..894a0850a 100644
--- a/examples/common.h
+++ b/examples/common.h
@@ -22,18 +22,19 @@
int32_t get_num_physical_cores();
struct gpt_params {
- uint32_t seed = -1; // RNG seed
+ uint32_t seed = -1; // RNG seed
int32_t n_threads = get_num_physical_cores();
- int32_t n_predict = -1; // new tokens to predict
- int32_t n_ctx = 512; // context size
- int32_t n_batch = 512; // batch size for prompt processing (must be >=32 to use BLAS)
- int32_t n_gqa = 1; // grouped-query attention factor (TODO: move to hparams)
- int32_t n_keep = 0; // number of tokens to keep from initial prompt
- int32_t n_chunks = -1; // max number of chunks to process (-1 = unlimited)
- int32_t n_gpu_layers = 0; // number of layers to store in VRAM
- int32_t main_gpu = 0; // the GPU that is used for scratch and small tensors
- float tensor_split[LLAMA_MAX_DEVICES] = {0}; // how split tensors should be distributed across GPUs
- int32_t n_probs = 0; // if greater than 0, output the probabilities of top n_probs tokens.
+ int32_t n_predict = -1; // new tokens to predict
+ int32_t n_ctx = 512; // context size
+ int32_t n_batch = 512; // batch size for prompt processing (must be >=32 to use BLAS)
+ int32_t n_gqa = 1; // grouped-query attention factor (TODO: move to hparams)
+ int32_t n_keep = 0; // number of tokens to keep from initial prompt
+ int32_t n_chunks = -1; // max number of chunks to process (-1 = unlimited)
+ int32_t n_gpu_layers = 0; // number of layers to store in VRAM
+ int32_t main_gpu = 0; // the GPU that is used for scratch and small tensors
+ float tensor_split[LLAMA_MAX_DEVICES] = {0}; // how split tensors should be distributed across GPUs
+ int32_t n_probs = 0; // if greater than 0, output the probabilities of top n_probs tokens.
+ float rms_norm_eps = 1e-6; // rms norm epsilon
float rope_freq_base = 10000.0f; // RoPE base frequency
float rope_freq_scale = 1.0f; // RoPE frequency scaling factor
diff --git a/examples/server/index.html.hpp b/examples/server/index.html.hpp
index 42707fad9..1b21d4d55 100644
--- a/examples/server/index.html.hpp
+++ b/examples/server/index.html.hpp
@@ -111,103 +111,176 @@ unsigned char index_html[] = {
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+ 0x3e, 0x0a
};
-unsigned int index_html_len = 10752;
+unsigned int index_html_len = 13790;
diff --git a/examples/server/public/index.html b/examples/server/public/index.html
index 8ace0b0af..ea93de4aa 100644
--- a/examples/server/public/index.html
+++ b/examples/server/public/index.html
@@ -73,6 +73,37 @@
margin: 0;
}
+ fieldset.two {
+ display: grid;
+ grid-template: "a a";
+ gap: 1em;
+ }
+
+ fieldset.three {
+ display: grid;
+ grid-template: "a a a";
+ gap: 1em;
+ }
+
+ details {
+ border: 1px solid #aaa;
+ border-radius: 4px;
+ padding: 0.5em 0.5em 0;
+ margin-top: 0.5em;
+ }
+
+ summary {
+ font-weight: bold;
+ margin: -0.5em -0.5em 0;
+ padding: 0.5em;
+ cursor: pointer;
+ }
+
+ details[open] {
+ padding: 0.5em;
+ }
+
+
textarea {
padding: 5px;
flex-grow: 1;
@@ -125,10 +156,17 @@
const params = signal({
n_predict: 400,
temperature: 0.7,
- repeat_last_n: 256,
- repeat_penalty: 1.18,
- top_k: 40,
- top_p: 0.5,
+ repeat_last_n: 256, // 0 = disable penalty, -1 = context size
+ repeat_penalty: 1.18, // 1.0 = disabled
+ top_k: 40, // <= 0 to use vocab size
+ top_p: 0.5, // 1.0 = disabled
+ tfs_z: 1.0, // 1.0 = disabled
+ typical_p: 1.0, // 1.0 = disabled
+ presence_penalty: 0.0, // 0.0 = disabled
+ frequency_penalty: 0.0, // 0.0 = disabled
+ mirostat: 0, // 0/1/2
+ mirostat_tau: 5, // target entropy
+ mirostat_eta: 0.1, // learning rate
})
const llamaStats = signal(null)
@@ -264,6 +302,27 @@
const updateSession = (el) => session.value = { ...session.value, [el.target.name]: el.target.value }
const updateParams = (el) => params.value = { ...params.value, [el.target.name]: el.target.value }
const updateParamsFloat = (el) => params.value = { ...params.value, [el.target.name]: parseFloat(el.target.value) }
+ const updateParamsInt = (el) => params.value = { ...params.value, [el.target.name]: Math.floor(parseFloat(el.target.value)) }
+
+ const FloatField = ({label, max, min, name, step, value}) => {
+ return html`
+
+
+
+ ${value}
+
+ `
+ };
+
+ const IntField = ({label, max, min, name, value}) => {
+ return html`
+
+
+
+ ${value}
+
+ `
+ };
return html`