diff --git a/examples/server/index.html.hpp b/examples/server/index.html.hpp
index 5bca2a8ab..2a6b585ae 100644
--- a/examples/server/index.html.hpp
+++ b/examples/server/index.html.hpp
@@ -23,10 +23,32 @@ unsigned char index_html[] = {
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};
-unsigned int index_html_len = 13791;
+unsigned int index_html_len = 17647;
diff --git a/examples/server/public/index.html b/examples/server/public/index.html
index 1db69a6ba..394346e1a 100644
--- a/examples/server/public/index.html
+++ b/examples/server/public/index.html
@@ -10,6 +10,11 @@
body {
font-family: system-ui;
font-size: 90%;
+ max-width: 600px;
+ min-width: 300px;
+ line-height: 1.2;
+ margin: 0 auto;
+ padding: 0 0.5em;
}
#container {
@@ -35,12 +40,37 @@
padding: 0.5em;
}
- body {
- max-width: 600px;
- min-width: 300px;
- line-height: 1.2;
- margin: 0 auto;
- padding: 0 0.5em;
+ #chat {
+ display: flex;
+ flex-direction: column;
+ }
+
+ .bubble {
+ border: 1px solid;
+ border-radius: 1.0em;
+ padding: 0.5em;
+ max-width: 75%;
+ margin-top: 0;
+ }
+
+ .user {
+ background-color: #161616;
+ color: #d6d6d6;
+ border-bottom-right-radius: 0;
+ place-self: flex-end;
+ }
+
+ .asst {
+ background-color: #d6d6d6;
+ color: #161616;
+ border-bottom-left-radius: 0;
+ place-self: flex-start;
+ }
+
+ .typing {
+ color: #888;
+ text-align: left;
+ font-size: 120%;
}
p {
@@ -102,7 +132,6 @@
padding: 0.5em;
}
-
textarea {
padding: 5px;
flex-grow: 1;
@@ -138,34 +167,35 @@
diff --git a/examples/server/server.cpp b/examples/server/server.cpp
index c0725088f..c7ef4d272 100644
--- a/examples/server/server.cpp
+++ b/examples/server/server.cpp
@@ -21,9 +21,9 @@
using namespace httplib;
using json = nlohmann::json;
+using ordered_json = nlohmann::ordered_json;
-struct server_params
-{
+struct server_params {
std::string hostname = "127.0.0.1";
std::string public_path = "examples/server/public";
int32_t port = 8080;
@@ -32,10 +32,8 @@ struct server_params
};
// completion token output with probabilities
-struct completion_token_output
-{
- struct token_prob
- {
+struct completion_token_output {
+ struct token_prob {
llama_token tok;
float prob;
};
@@ -44,40 +42,30 @@ struct completion_token_output
llama_token tok;
};
-static size_t common_part(const std::vector &a, const std::vector &b)
-{
+static size_t common_part(const std::vector & a, const std::vector & b) {
size_t i;
- for (i = 0; i < a.size() && i < b.size() && a[i] == b[i]; i++)
- {
- }
+ for (i = 0; i < a.size() && i < b.size() && a[i] == b[i]; i++) {}
return i;
}
-enum stop_type
-{
+enum stop_type {
STOP_FULL,
STOP_PARTIAL,
};
-static bool ends_with(const std::string &str, const std::string &suffix)
-{
+static bool ends_with(const std::string & str, const std::string & suffix) {
return str.size() >= suffix.size() &&
- 0 == str.compare(str.size() - suffix.size(), suffix.size(), suffix);
+ 0 == str.compare(str.size() - suffix.size(), suffix.size(), suffix);
}
-static size_t find_partial_stop_string(const std::string &stop,
- const std::string &text)
-{
- if (!text.empty() && !stop.empty())
- {
+static size_t find_partial_stop_string(const std::string & stop,
+ const std::string & text) {
+ if (!text.empty() && !stop.empty()) {
const char text_last_char = text.back();
- for (int64_t char_index = stop.size() - 1; char_index >= 0; char_index--)
- {
- if (stop[char_index] == text_last_char)
- {
+ for (int64_t char_index = stop.size() - 1; char_index >= 0; char_index--) {
+ if (stop[char_index] == text_last_char) {
const std::string current_partial = stop.substr(0, char_index + 1);
- if (ends_with(text, current_partial))
- {
+ if (ends_with(text, current_partial)) {
return text.size() - char_index - 1;
}
}
@@ -86,45 +74,51 @@ static size_t find_partial_stop_string(const std::string &stop,
return std::string::npos;
}
-template
-static std::string tokens_to_str(llama_context *ctx, Iter begin, Iter end)
-{
+template
+static std::string tokens_to_str(llama_context * ctx, Iter begin, Iter end) {
std::string ret;
- for (; begin != end; ++begin)
- {
+ for (; begin != end; ++begin) {
ret += llama_token_to_str(ctx, *begin);
}
return ret;
}
-static void server_log(const char *level, const char *function, int line,
- const char *message, const nlohmann::ordered_json &extra)
-{
- nlohmann::ordered_json log{
- {"timestamp", time(nullptr)},
- {"level", level},
- {"function", function},
- {"line", line},
- {"message", message},
+#define SERVER_LOG_PRETTY 0
+
+static void server_log(const char * level, const char * function, int line,
+ const char * message, const ordered_json & extra) {
+
+ #if SERVER_LOG_PRETTY == 1
+ fprintf(stdout, ANSI_COLOR_MAGENTA ANSI_BOLD "[%s] " ANSI_COLOR_RESET " %s@%d: %s\n", level, function, line, message);
+ for (auto & it : extra.items()) {
+ fprintf(stdout, "%s=" ANSI_COLOR_YELLOW ANSI_BOLD "%s " ANSI_COLOR_RESET, it.key().c_str(), it.value().dump().c_str());
+ }
+ fprintf(stdout, "\n\n");
+ #else
+ ordered_json log {
+ { "timestamp", time(nullptr) },
+ { "level", level },
+ { "function", function },
+ { "line", line },
+ { "message", message },
};
- if (!extra.empty())
- {
+ if (!extra.empty()) {
log.merge_patch(extra);
}
const std::string str = log.dump(-1, ' ', false, json::error_handler_t::replace);
fprintf(stdout, "%.*s\n", (int)str.size(), str.data());
+ #endif
+
fflush(stdout);
}
// format incomplete utf-8 multibyte character for output
-static std::string tokens_to_output_formatted_string(const llama_context *ctx, const llama_token token)
-{
+static std::string tokens_to_output_formatted_string(const llama_context * ctx, const llama_token token) {
std::string out = token == -1 ? "" : llama_token_to_str(ctx, token);
// if first bit is 1, meaning it's a partial character
- if (out.size() > 0 && (out[0] & 0x80) == 0x80)
- {
+ if (out.size() > 0 && (out[0] & 0x80) == 0x80) {
std::stringstream ss;
ss << std::hex << (out[0] & 0xff);
std::string res(ss.str());
@@ -134,24 +128,21 @@ static std::string tokens_to_output_formatted_string(const llama_context *ctx, c
}
// convert a vector of completion_token_output to json
-static json probs_vector_to_json(const llama_context *ctx, const std::vector probs)
-{
+static json probs_vector_to_json(const llama_context * ctx, const std::vector probs) {
json out = json::array();
- for (const auto &prob : probs)
- {
+ for (const auto & prob : probs) {
json probs_for_token = json::array();
- for (const auto &p : prob.probs)
- {
+ for (const auto & p : prob.probs) {
std::string tok_str = tokens_to_output_formatted_string(ctx, p.tok);
- probs_for_token.push_back(json{
- {"tok_str", tok_str},
- {"prob", p.prob},
+ probs_for_token.push_back(json {
+ { "tok_str", tok_str },
+ { "prob", p.prob },
});
}
std::string tok_str = tokens_to_output_formatted_string(ctx, prob.tok);
- out.push_back(json{
- {"content", tok_str},
- {"probs", probs_for_token},
+ out.push_back(json {
+ { "content", tok_str },
+ { "probs", probs_for_token },
});
}
return out;
@@ -160,13 +151,11 @@ static json probs_vector_to_json(const llama_context *ctx, const std::vector embd;
+ std::vector last_n_tokens;
+ size_t num_prompt_tokens = 0;
+ size_t repeat_last_n = 0;
+ size_t n_past = 0;
+ size_t n_keep = 0;
+ bool truncated = false;
+
+ void set_context(llama_context * ctx) {
+ this->ctx = ctx;
+ this->n_ctx = llama_n_ctx(ctx);
+ }
+
+ ~prompt_evaluator() {
+ if (ctx) {
+ llama_free(ctx);
+ ctx = nullptr;
+ }
+ }
+
+ void rewind() {
+ num_prompt_tokens = 0;
+ //num_tokens_predicted = 0;
+ truncated = false;
+ //n_remain = 0;
+ n_past = 0;
+ }
+
+ void load_prompt(std::string &prompt, int keep, size_t n_last) {
+ prompt.insert(0, 1, ' '); // always add a first space
+ std::vector prompt_tokens = ::llama_tokenize(ctx, prompt, true);
+ num_prompt_tokens = prompt_tokens.size();
+
+ if (keep < 0) {
+ keep = (int)num_prompt_tokens;
+ }
+ n_keep = std::min(n_ctx - 4, (size_t)keep);
+
+ // if input prompt is too big, truncate like normal
+ if (num_prompt_tokens >= n_ctx) {
+ const size_t n_left = (n_ctx - n_keep) / 2;
+ std::vector new_tokens(prompt_tokens.begin(), prompt_tokens.begin() + n_keep);
+ const size_t erased_blocks = (num_prompt_tokens - n_keep - n_left - 1) / n_left;
+ new_tokens.insert(new_tokens.end(), prompt_tokens.begin() + n_keep + erased_blocks * n_left, prompt_tokens.end());
+
+ LOG_VERBOSE("input truncated", {
+ { "n_ctx", n_ctx },
+ { "n_keep", n_keep },
+ { "n_left", n_left },
+ { "new_tokens", tokens_to_str(ctx, new_tokens.cbegin(), new_tokens.cend()) },
+ });
+
+ truncated = true;
+ prompt_tokens = new_tokens;
+ }
+
+ // fill the last n tokens from the input even if context is truncated
+ repeat_last_n = n_last;
+ last_n_tokens.clear();
+ if (n_last > 0) {
+ last_n_tokens.insert(last_n_tokens.begin(),
+ std::max(prompt_tokens.begin(), prompt_tokens.end() - n_last), prompt_tokens.end());
+ }
+
+ // compare the evaluated prompt with the new prompt
+ n_past = common_part(embd, prompt_tokens);
+ embd = prompt_tokens;
+ if (n_past == num_prompt_tokens) {
+ // we have to evaluate at least 1 token to generate logits.
+ n_past--;
+ }
+
+ LOG_VERBOSE("prompt ingested", {
+ { "n_past", n_past },
+ { "cached", tokens_to_str(ctx, embd.cbegin(), embd.cbegin() + n_past) },
+ { "to_eval", tokens_to_str(ctx, embd.cbegin() + n_past, embd.cend()) },
+ });
+ }
+
+ bool evaluate(size_t n_threads, size_t n_batch) {
+ if (embd.size() >= n_ctx) {
+ // Reset context
+ const size_t n_left = (n_ctx - n_keep) / 2;
+
+ std::vector new_tokens(embd.begin(), embd.begin() + n_keep);
+ new_tokens.insert(new_tokens.end(), embd.end() - n_left, embd.end());
+ embd = new_tokens;
+ n_past = n_keep;
+ truncated = true;
+ LOG_VERBOSE("input truncated", {
+ { "n_ctx", n_ctx },
+ { "n_keep", n_keep },
+ { "n_left", n_left },
+ { "new_tokens", tokens_to_str(ctx, new_tokens.cbegin(), new_tokens.cend()) },
+ });
+ }
+
+ while (n_past < embd.size()) {
+ size_t n_eval = embd.size() - n_past;
+ if (n_eval > n_batch) {
+ n_eval = n_batch;
+ }
+
+ //LOG_VERBOSE("eval", {
+ // { "n_eval", n_eval },
+ // { "n_past", n_past },
+ // { "n_threads", n_threads },
+ // { "embd", tokens_to_str(ctx, embd.cbegin() + n_past, embd.cend()) },
+ //});
+
+ if (llama_eval(ctx, &embd[n_past], n_eval, n_past, n_threads)) {
+ LOG_ERROR("failed to eval", {
+ { "n_eval", n_eval },
+ { "n_past", n_past },
+ { "n_threads", n_threads },
+ { "embd", tokens_to_str(ctx, embd.cbegin() + n_past, embd.cend()) },
+ });
+ return false;
+ }
+ n_past += n_eval;
+ }
+
+ return true;
+ }
+
+ void append_token(llama_token id) {
+ if (repeat_last_n > 0) {
+ if (last_n_tokens.size() >= repeat_last_n) {
+ last_n_tokens.erase(last_n_tokens.begin());
+ }
+ last_n_tokens.push_back(id);
+ }
+ embd.push_back(id);
+ }
+};
+
+struct llama_server_context {
bool stream = false;
bool has_next_token = false;
std::string generated_text;
std::vector generated_token_probs;
- size_t num_prompt_tokens = 0;
size_t num_tokens_predicted = 0;
- size_t n_past = 0;
+ int n_keep_guidance = 0;
size_t n_remain = 0;
+ bool cfg_enabled = false;
- std::vector embd;
- std::vector last_n_tokens;
-
- llama_model *model = nullptr;
- llama_context *ctx = nullptr;
+ llama_model * model = nullptr;
+ llama_context * ctx = nullptr;
gpt_params params;
- bool truncated = false;
+ prompt_evaluator evaluator;
+ prompt_evaluator evaluator_guidance;
+
bool stopped_eos = false;
bool stopped_word = false;
bool stopped_limit = false;
@@ -204,34 +331,23 @@ struct llama_server_context
std::mutex mutex;
- std::unique_lock lock()
- {
+ std::unique_lock lock() {
return std::unique_lock(mutex);
}
- ~llama_server_context()
- {
- if (ctx)
- {
- llama_free(ctx);
- ctx = nullptr;
- }
- if (model)
- {
+ ~llama_server_context() {
+ if (model) {
llama_free_model(model);
model = nullptr;
}
}
- void rewind()
- {
+ void rewind() {
params.antiprompt.clear();
- num_prompt_tokens = 0;
num_tokens_predicted = 0;
generated_text = "";
generated_text.reserve(params.n_ctx);
generated_token_probs.clear();
- truncated = false;
stopped_eos = false;
stopped_word = false;
stopped_limit = false;
@@ -239,135 +355,54 @@ struct llama_server_context
multibyte_pending = 0;
n_remain = 0;
- n_past = 0;
+ cfg_enabled = false;
+ evaluator.rewind();
+ evaluator_guidance.rewind();
}
- bool loadModel(const gpt_params ¶ms_)
- {
+ bool loadModel(const gpt_params & params_) {
params = params_;
std::tie(model, ctx) = llama_init_from_gpt_params(params);
- if (model == nullptr)
- {
- LOG_ERROR("unable to load model", {{"model", params_.model}});
+ if (model == nullptr) {
+ LOG_ERROR("unable to load model", {{ "model", params_.model }});
return false;
}
+ evaluator.set_context(ctx);
+
+ struct llama_context_params lparams = llama_context_params_from_gpt_params(params);
+ llama_context * ctx_guidance = llama_new_context_with_model(model, lparams);
+ evaluator_guidance.set_context(ctx_guidance);
- last_n_tokens.resize(params.n_ctx);
- std::fill(last_n_tokens.begin(), last_n_tokens.end(), 0);
return true;
}
- void loadPrompt()
- {
- params.prompt.insert(0, 1, ' '); // always add a first space
- std::vector prompt_tokens = ::llama_tokenize(ctx, params.prompt, true);
- num_prompt_tokens = prompt_tokens.size();
-
- if (params.n_keep < 0)
- {
- params.n_keep = (int)num_prompt_tokens;
- }
- params.n_keep = std::min(params.n_ctx - 4, params.n_keep);
-
- // if input prompt is too big, truncate like normal
- if (num_prompt_tokens >= (size_t)params.n_ctx)
- {
- const int n_left = (params.n_ctx - params.n_keep) / 2;
- std::vector new_tokens(prompt_tokens.begin(), prompt_tokens.begin() + params.n_keep);
- const int erased_blocks = (num_prompt_tokens - params.n_keep - n_left - 1) / n_left;
- new_tokens.insert(new_tokens.end(), prompt_tokens.begin() + params.n_keep + erased_blocks * n_left, prompt_tokens.end());
- std::copy(prompt_tokens.end() - params.n_ctx, prompt_tokens.end(), last_n_tokens.begin());
-
- LOG_VERBOSE("input truncated", {
- {"n_ctx", params.n_ctx},
- {"n_keep", params.n_keep},
- {"n_left", n_left},
- {"new_tokens", tokens_to_str(ctx, new_tokens.cbegin(), new_tokens.cend())},
- });
-
- truncated = true;
- prompt_tokens = new_tokens;
- }
- else
- {
- const size_t ps = num_prompt_tokens;
- std::fill(last_n_tokens.begin(), last_n_tokens.end() - ps, 0);
- std::copy(prompt_tokens.begin(), prompt_tokens.end(), last_n_tokens.end() - ps);
- }
-
- // compare the evaluated prompt with the new prompt
- n_past = common_part(embd, prompt_tokens);
- embd = prompt_tokens;
- if (n_past == num_prompt_tokens)
- {
- // we have to evaluate at least 1 token to generate logits.
- n_past--;
- }
-
- LOG_VERBOSE("prompt ingested", {
- {"n_past", n_past},
- {"cached", tokens_to_str(ctx, embd.cbegin(), embd.cbegin() + n_past)},
- {"to_eval", tokens_to_str(ctx, embd.cbegin() + n_past, embd.cend())},
- });
-
+ void loadPrompt() {
+ evaluator.load_prompt(params.prompt, params.n_keep, params.repeat_last_n);
has_next_token = true;
}
- void beginCompletion()
- {
+ void loadGuidancePrompt() {
+ evaluator_guidance.load_prompt(params.cfg_negative_prompt, n_keep_guidance, 0);
+ }
+
+ void beginCompletion() {
// number of tokens to keep when resetting context
n_remain = params.n_predict;
llama_set_rng_seed(ctx, params.seed);
}
- completion_token_output nextToken()
- {
+ completion_token_output nextToken() {
completion_token_output result;
result.tok = -1;
- if (embd.size() >= (size_t)params.n_ctx)
- {
- // Reset context
- const int n_left = (params.n_ctx - params.n_keep) / 2;
+ evaluator.evaluate(params.n_threads, params.n_batch);
- std::vector new_tokens(embd.begin(), embd.begin() + params.n_keep);
- new_tokens.insert(new_tokens.end(), embd.end() - n_left, embd.end());
- embd = new_tokens;
- n_past = params.n_keep;
- truncated = true;
- LOG_VERBOSE("input truncated", {
- {"n_ctx", params.n_ctx},
- {"n_keep", params.n_keep},
- {"n_left", n_left},
- {"new_tokens", tokens_to_str(ctx, new_tokens.cbegin(), new_tokens.cend())},
- });
+ if (cfg_enabled) {
+ evaluator_guidance.evaluate(params.n_threads, params.n_batch);
}
- while (n_past < embd.size())
- {
- int n_eval = (int)embd.size() - n_past;
- if (n_eval > params.n_batch)
- {
- n_eval = params.n_batch;
- }
- if (llama_eval(ctx, &embd[n_past], n_eval, n_past, params.n_threads))
- {
- LOG_ERROR("failed to eval", {
- {"n_eval", n_eval},
- {"n_past", n_past},
- {"n_threads", params.n_threads},
- {"embd", tokens_to_str(ctx, embd.cbegin() + n_past, embd.cend())},
- });
- has_next_token = false;
- return result;
- }
- n_past += n_eval;
- }
-
- if (params.n_predict == 0)
- {
+ if (params.n_predict == 0) {
has_next_token = false;
- result.tok = llama_token_eos();
return result;
}
@@ -377,7 +412,6 @@ struct llama_server_context
const float top_p = params.top_p;
const float tfs_z = params.tfs_z;
const float typical_p = params.typical_p;
- const int32_t repeat_last_n = params.repeat_last_n < 0 ? params.n_ctx : params.repeat_last_n;
const float repeat_penalty = params.repeat_penalty;
const float alpha_presence = params.presence_penalty;
const float alpha_frequency = params.frequency_penalty;
@@ -388,64 +422,56 @@ struct llama_server_context
const int32_t n_probs = params.n_probs;
{
- auto *logits = llama_get_logits(ctx);
+ auto logits = llama_get_logits(ctx);
auto n_vocab = llama_n_vocab(ctx);
// Apply params.logit_bias map
- for (const auto &it : params.logit_bias)
- {
+ for (const auto & it : params.logit_bias) {
logits[it.first] += it.second;
}
std::vector candidates;
candidates.reserve(n_vocab);
- for (llama_token token_id = 0; token_id < n_vocab; token_id++)
- {
- candidates.emplace_back(llama_token_data{token_id, logits[token_id], 0.0f});
+ for (llama_token token_id = 0; token_id < n_vocab; token_id++) {
+ candidates.emplace_back(llama_token_data{ token_id, logits[token_id], 0.0f });
}
- llama_token_data_array candidates_p = {candidates.data(), candidates.size(), false};
+ llama_token_data_array candidates_p = { candidates.data(), candidates.size(), false };
+
+ if (cfg_enabled) {
+ llama_sample_classifier_free_guidance(
+ ctx, &candidates_p, evaluator_guidance.ctx, params.cfg_scale);
+ }
// Apply penalties
float nl_logit = logits[llama_token_nl()];
- auto last_n_repeat = std::min(std::min((int)last_n_tokens.size(), repeat_last_n), params.n_ctx);
llama_sample_repetition_penalty(ctx, &candidates_p,
- last_n_tokens.data() + last_n_tokens.size() - last_n_repeat,
- last_n_repeat, repeat_penalty);
+ evaluator.last_n_tokens.data(), evaluator.last_n_tokens.size(),
+ repeat_penalty);
llama_sample_frequency_and_presence_penalties(ctx, &candidates_p,
- last_n_tokens.data() + last_n_tokens.size() - last_n_repeat,
- last_n_repeat, alpha_frequency, alpha_presence);
- if (!penalize_nl)
- {
+ evaluator.last_n_tokens.data(), evaluator.last_n_tokens.size(),
+ alpha_frequency, alpha_presence);
+ if (!penalize_nl) {
logits[llama_token_nl()] = nl_logit;
}
- if (temp <= 0)
- {
+ if (temp <= 0) {
// Greedy sampling
result.tok = llama_sample_token_greedy(ctx, &candidates_p);
- if (n_probs > 0)
- {
+ if (n_probs > 0) {
llama_sample_softmax(ctx, &candidates_p);
}
- }
- else
- {
- if (mirostat == 1)
- {
+ } else {
+ if (mirostat == 1) {
static float mirostat_mu = 2.0f * mirostat_tau;
const int mirostat_m = 100;
llama_sample_temperature(ctx, &candidates_p, temp);
result.tok = llama_sample_token_mirostat(ctx, &candidates_p, mirostat_tau, mirostat_eta, mirostat_m, &mirostat_mu);
- }
- else if (mirostat == 2)
- {
+ } else if (mirostat == 2) {
static float mirostat_mu = 2.0f * mirostat_tau;
llama_sample_temperature(ctx, &candidates_p, temp);
result.tok = llama_sample_token_mirostat_v2(ctx, &candidates_p, mirostat_tau, mirostat_eta, &mirostat_mu);
- }
- else
- {
+ } else {
// Temperature sampling
size_t min_keep = std::max(1, n_probs);
llama_sample_top_k(ctx, &candidates_p, top_k, min_keep);
@@ -457,23 +483,22 @@ struct llama_server_context
}
}
- for (size_t i = 0; i < std::min(candidates_p.size, (size_t)n_probs); ++i)
- {
+ for (size_t i = 0; i < std::min(candidates_p.size, (size_t) n_probs); ++i) {
result.probs.push_back({candidates_p.data[i].id, candidates_p.data[i].p});
}
- last_n_tokens.erase(last_n_tokens.begin());
- last_n_tokens.push_back(result.tok);
num_tokens_predicted++;
}
// add it to the context
- embd.push_back(result.tok);
+ evaluator.append_token(result.tok);
+ if (cfg_enabled) {
+ evaluator_guidance.append_token(result.tok);
+ }
// decrement remaining sampling budget
--n_remain;
- if (!embd.empty() && embd.back() == llama_token_eos())
- {
- // stopping_word = llama_token_to_str(ctx, embd.back());
+ if (result.tok == llama_token_eos()) {
+ stopping_word = "";
has_next_token = false;
stopped_eos = true;
LOG_VERBOSE("eos token found", {});
@@ -484,28 +509,22 @@ struct llama_server_context
return result;
}
- size_t findStoppingStrings(const std::string &text, const size_t last_token_size,
- const stop_type type)
- {
+ size_t findStoppingStrings(const std::string & text, const size_t last_token_size,
+ const stop_type type) {
size_t stop_pos = std::string::npos;
- for (const std::string &word : params.antiprompt)
- {
+ for (const std::string & word : params.antiprompt) {
size_t pos;
- if (type == STOP_FULL)
- {
+ if (type == STOP_FULL) {
const size_t tmp = word.size() + last_token_size;
const size_t from_pos = text.size() > tmp ? text.size() - tmp : 0;
pos = text.find(word, from_pos);
}
- else
- {
+ else {
pos = find_partial_stop_string(word, text);
}
if (pos != std::string::npos &&
- (stop_pos == std::string::npos || pos < stop_pos))
- {
- if (type == STOP_FULL)
- {
+ (stop_pos == std::string::npos || pos < stop_pos)) {
+ if (type == STOP_FULL) {
stopping_word = word;
stopped_word = true;
has_next_token = false;
@@ -516,83 +535,68 @@ struct llama_server_context
return stop_pos;
}
- completion_token_output doCompletion()
- {
+ completion_token_output doCompletion() {
const completion_token_output token_with_probs = nextToken();
const std::string token_text = token_with_probs.tok == -1 ? "" : llama_token_to_str(ctx, token_with_probs.tok);
generated_text += token_text;
- if (params.n_probs > 0)
- {
+ if (params.n_probs > 0) {
generated_token_probs.push_back(token_with_probs);
}
- if (multibyte_pending > 0)
- {
+ if (multibyte_pending > 0) {
multibyte_pending -= token_text.size();
- }
- else if (token_text.size() == 1)
- {
+ } else if (token_text.size() == 1) {
const char c = token_text[0];
// 2-byte characters: 110xxxxx 10xxxxxx
- if ((c & 0xE0) == 0xC0)
- {
+ if ((c & 0xE0) == 0xC0) {
multibyte_pending = 1;
- // 3-byte characters: 1110xxxx 10xxxxxx 10xxxxxx
- }
- else if ((c & 0xF0) == 0xE0)
- {
+ // 3-byte characters: 1110xxxx 10xxxxxx 10xxxxxx
+ } else if ((c & 0xF0) == 0xE0) {
multibyte_pending = 2;
- // 4-byte characters: 11110xxx 10xxxxxx 10xxxxxx 10xxxxxx
- }
- else if ((c & 0xF8) == 0xF0)
- {
+ // 4-byte characters: 11110xxx 10xxxxxx 10xxxxxx 10xxxxxx
+ } else if ((c & 0xF8) == 0xF0) {
multibyte_pending = 3;
- }
- else
- {
+ } else {
multibyte_pending = 0;
}
}
- if (multibyte_pending > 0 && !has_next_token)
- {
+ if (multibyte_pending > 0 && !has_next_token) {
has_next_token = true;
n_remain++;
}
- if (!has_next_token && n_remain == 0)
- {
+ if (!has_next_token && n_remain == 0) {
stopped_limit = true;
}
LOG_VERBOSE("next token", {
- {"token", token_with_probs.tok},
- {"token_text", tokens_to_output_formatted_string(ctx, token_with_probs.tok)},
- {"has_next_token", has_next_token},
- {"n_remain", n_remain},
- {"num_tokens_predicted", num_tokens_predicted},
- {"stopped_eos", stopped_eos},
- {"stopped_word", stopped_word},
- {"stopped_limit", stopped_limit},
- {"stopping_word", stopping_word},
- });
+ { "token", token_with_probs.tok },
+ { "token_text", tokens_to_output_formatted_string(ctx, token_with_probs.tok) },
+ { "n_past", evaluator.n_past },
+ { "has_next_token", has_next_token },
+ { "n_remain", n_remain },
+ { "num_tokens_predicted", num_tokens_predicted },
+ { "stopped_eos", stopped_eos },
+ { "stopped_word", stopped_word },
+ { "stopped_limit", stopped_limit },
+ { "stopping_word", stopping_word },
+ });
return token_with_probs;
}
- std::vector getEmbedding()
- {
+ std::vector getEmbedding() {
static const int n_embd = llama_n_embd(ctx);
- if (!params.embedding)
- {
+ if (!params.embedding) {
LOG_WARNING("embedding disabled", {
- {"params.embedding", params.embedding},
- });
+ { "params.embedding", params.embedding },
+ });
return std::vector(n_embd, 0.0f);
}
- const float *data = llama_get_embeddings(ctx);
+ const float * data = llama_get_embeddings(ctx);
std::vector embedding(data, data + n_embd);
return embedding;
}
@@ -615,12 +619,10 @@ static void server_print_usage(const char *argv0, const gpt_params ¶ms,
fprintf(stdout, " -b N, --batch-size N batch size for prompt processing (default: %d)\n", params.n_batch);
fprintf(stdout, " --memory-f32 use f32 instead of f16 for memory key+value (default: disabled)\n");
fprintf(stdout, " not recommended: doubles context memory required and no measurable increase in quality\n");
- if (llama_mlock_supported())
- {
+ if (llama_mlock_supported()) {
fprintf(stdout, " --mlock force system to keep model in RAM rather than swapping or compressing\n");
}
- if (llama_mmap_supported())
- {
+ if (llama_mmap_supported()) {
fprintf(stdout, " --no-mmap do not memory-map model (slower load but may reduce pageouts if not using mlock)\n");
}
#ifdef LLAMA_SUPPORTS_GPU_OFFLOAD
@@ -649,148 +651,102 @@ static void server_print_usage(const char *argv0, const gpt_params ¶ms,
fprintf(stdout, "\n");
}
-static void server_params_parse(int argc, char **argv, server_params &sparams,
- gpt_params ¶ms)
-{
+static void server_params_parse(int argc, char ** argv, server_params & sparams,
+ gpt_params & params) {
gpt_params default_params;
server_params default_sparams;
std::string arg;
bool invalid_param = false;
- for (int i = 1; i < argc; i++)
- {
+ for (int i = 1; i < argc; i++) {
arg = argv[i];
- if (arg == "--port")
- {
- if (++i >= argc)
- {
+ if (arg == "--port") {
+ if (++i >= argc) {
invalid_param = true;
break;
}
sparams.port = std::stoi(argv[i]);
- }
- else if (arg == "--host")
- {
- if (++i >= argc)
- {
+ } else if (arg == "--host") {
+ if (++i >= argc) {
invalid_param = true;
break;
}
sparams.hostname = argv[i];
- }
- else if (arg == "--path")
- {
- if (++i >= argc)
- {
+ } else if (arg == "--path") {
+ if (++i >= argc) {
invalid_param = true;
break;
}
sparams.public_path = argv[i];
- }
- else if (arg == "--timeout" || arg == "-to")
- {
- if (++i >= argc)
- {
+ } else if (arg == "--timeout" || arg == "-to") {
+ if (++i >= argc) {
invalid_param = true;
break;
}
sparams.read_timeout = std::stoi(argv[i]);
sparams.write_timeout = std::stoi(argv[i]);
- }
- else if (arg == "-m" || arg == "--model")
- {
- if (++i >= argc)
- {
+ } else if (arg == "-m" || arg == "--model") {
+ if (++i >= argc) {
invalid_param = true;
break;
}
params.model = argv[i];
- }
- else if (arg == "-a" || arg == "--alias")
- {
- if (++i >= argc)
- {
+ } else if (arg == "-a" || arg == "--alias") {
+ if (++i >= argc) {
invalid_param = true;
break;
}
params.model_alias = argv[i];
- }
- else if (arg == "-h" || arg == "--help")
- {
+ } else if (arg == "-h" || arg == "--help") {
server_print_usage(argv[0], default_params, default_sparams);
exit(0);
- }
- else if (arg == "-c" || arg == "--ctx-size" || arg == "--ctx_size")
- {
- if (++i >= argc)
- {
+ } else if (arg == "-c" || arg == "--ctx-size" || arg == "--ctx_size") {
+ if (++i >= argc) {
invalid_param = true;
break;
}
params.n_ctx = std::stoi(argv[i]);
- }
- else if (arg == "-gqa" || arg == "--gqa")
- {
- if (++i >= argc)
- {
+ } else if (arg == "-gqa" || arg == "--gqa") {
+ if (++i >= argc) {
invalid_param = true;
break;
}
params.n_gqa = std::stoi(argv[i]);
- }
- else if (arg == "-eps" || arg == "--rms-norm-eps") {
- if (++i >= argc)
- {
+ } 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)
- {
+ } else if (arg == "--rope-freq-base") {
+ if (++i >= argc) {
invalid_param = true;
break;
}
params.rope_freq_base = std::stof(argv[i]);
- }
- else if (arg == "--rope-freq-scale")
- {
- if (++i >= argc)
- {
+ } else if (arg == "--rope-freq-scale") {
+ if (++i >= argc) {
invalid_param = true;
break;
}
params.rope_freq_scale = std::stof(argv[i]);
- }
- else if (arg == "--memory-f32" || arg == "--memory_f32")
- {
+ } else if (arg == "--memory-f32" || arg == "--memory_f32") {
params.memory_f16 = false;
- }
- else if (arg == "--threads" || arg == "-t")
- {
- if (++i >= argc)
- {
+ } else if (arg == "--threads" || arg == "-t") {
+ if (++i >= argc) {
invalid_param = true;
break;
}
params.n_threads = std::stoi(argv[i]);
- }
- else if (arg == "-b" || arg == "--batch-size")
- {
- if (++i >= argc)
- {
+ } else if (arg == "-b" || arg == "--batch-size") {
+ if (++i >= argc) {
invalid_param = true;
break;
}
params.n_batch = std::stoi(argv[i]);
params.n_batch = std::min(512, params.n_batch);
- }
- else if (arg == "--gpu-layers" || arg == "-ngl" || arg == "--n-gpu-layers")
- {
- if (++i >= argc)
- {
+ } else if (arg == "--gpu-layers" || arg == "-ngl" || arg == "--n-gpu-layers") {
+ if (++i >= argc) {
invalid_param = true;
break;
}
@@ -799,13 +755,10 @@ static void server_params_parse(int argc, char **argv, server_params &sparams,
#else
LOG_WARNING("Not compiled with GPU offload support, --n-gpu-layers option will be ignored. "
"See main README.md for information on enabling GPU BLAS support",
- {{"n_gpu_layers", params.n_gpu_layers}});
+ {{ "n_gpu_layers", params.n_gpu_layers }});
#endif
- }
- else if (arg == "--tensor-split" || arg == "-ts")
- {
- if (++i >= argc)
- {
+ } else if (arg == "--tensor-split" || arg == "-ts") {
+ if (++i >= argc) {
invalid_param = true;
break;
}
@@ -813,46 +766,35 @@ static void server_params_parse(int argc, char **argv, server_params &sparams,
std::string arg_next = argv[i];
// split string by , and /
- const std::regex regex{R"([,/]+)"};
- std::sregex_token_iterator it{arg_next.begin(), arg_next.end(), regex, -1};
- std::vector split_arg{it, {}};
+ const std::regex regex{ R"([,/]+)" };
+ std::sregex_token_iterator it{ arg_next.begin(), arg_next.end(), regex, -1 };
+ std::vector split_arg{ it, {} };
GGML_ASSERT(split_arg.size() <= LLAMA_MAX_DEVICES);
- for (size_t i_device = 0; i_device < LLAMA_MAX_DEVICES; ++i_device)
- {
- if (i_device < split_arg.size())
- {
+ for (size_t i_device = 0; i_device < LLAMA_MAX_DEVICES; ++i_device) {
+ if (i_device < split_arg.size()) {
params.tensor_split[i_device] = std::stof(split_arg[i_device]);
- }
- else
- {
+ } else {
params.tensor_split[i_device] = 0.0f;
}
}
#else
LOG_WARNING("llama.cpp was compiled without cuBLAS. It is not possible to set a tensor split.\n", {});
#endif // GGML_USE_CUBLAS
- }
- else if (arg == "--low-vram" || arg == "-lv")
- {
+ } else if (arg == "--low-vram" || arg == "-lv") {
#ifdef GGML_USE_CUBLAS
params.low_vram = true;
#else
LOG_WARNING("warning: llama.cpp was compiled without cuBLAS. It is not possible to set lower vram usage.\n", {});
#endif // GGML_USE_CUBLAS
- }
- else if (arg == "--mul-mat-q" || arg == "-mmq")
- {
+ } else if (arg == "--mul-mat-q" || arg == "-mmq") {
#ifdef GGML_USE_CUBLAS
params.mul_mat_q = true;
#else
LOG_WARNING("warning: llama.cpp was compiled without cuBLAS. It is not possible to use mul_mat_q kernels.\n", {});
#endif // GGML_USE_CUBLAS
- }
- else if (arg == "--main-gpu" || arg == "-mg")
- {
- if (++i >= argc)
- {
+ } else if (arg == "--main-gpu" || arg == "-mg") {
+ if (++i >= argc) {
invalid_param = true;
break;
}
@@ -861,173 +803,148 @@ static void server_params_parse(int argc, char **argv, server_params &sparams,
#else
LOG_WARNING("llama.cpp was compiled without cuBLAS. It is not possible to set a main GPU.", {});
#endif
- }
- else if (arg == "--lora")
- {
- if (++i >= argc)
- {
+ } else if (arg == "--lora") {
+ if (++i >= argc) {
invalid_param = true;
break;
}
params.lora_adapter = argv[i];
params.use_mmap = false;
- }
- else if (arg == "--lora-base")
- {
- if (++i >= argc)
- {
+ } else if (arg == "--lora-base") {
+ if (++i >= argc) {
invalid_param = true;
break;
}
params.lora_base = argv[i];
- }
- else if (arg == "-v" || arg == "--verbose")
- {
+ } else if (arg == "-v" || arg == "--verbose") {
#if SERVER_VERBOSE != 1
LOG_WARNING("server.cpp is not built with verbose logging.", {});
#else
server_verbose = true;
#endif
- }
- else if (arg == "--mlock")
- {
+ } else if (arg == "--mlock") {
params.use_mlock = true;
- }
- else if (arg == "--no-mmap")
- {
+ } else if (arg == "--no-mmap") {
params.use_mmap = false;
- }
- else if (arg == "--embedding")
- {
+ } else if (arg == "--embedding") {
params.embedding = true;
- }
- else
- {
+ } else {
fprintf(stderr, "error: unknown argument: %s\n", arg.c_str());
server_print_usage(argv[0], default_params, default_sparams);
exit(1);
}
}
- if (invalid_param)
- {
+ if (invalid_param) {
fprintf(stderr, "error: invalid parameter for argument: %s\n", arg.c_str());
server_print_usage(argv[0], default_params, default_sparams);
exit(1);
}
}
-static json format_generation_settings(llama_server_context &llama)
-{
+static json format_generation_settings(llama_server_context & llama) {
const auto eos_bias = llama.params.logit_bias.find(llama_token_eos());
const bool ignore_eos = eos_bias != llama.params.logit_bias.end() &&
- eos_bias->second < 0.0f && std::isinf(eos_bias->second);
+ eos_bias->second < 0.0f && std::isinf(eos_bias->second);
- return json{
- {"n_ctx", llama.params.n_ctx},
- {"model", llama.params.model_alias},
- {"seed", llama.params.seed},
- {"temp", llama.params.temp},
- {"top_k", llama.params.top_k},
- {"top_p", llama.params.top_p},
- {"tfs_z", llama.params.tfs_z},
- {"typical_p", llama.params.typical_p},
- {"repeat_last_n", llama.params.repeat_last_n},
- {"repeat_penalty", llama.params.repeat_penalty},
- {"presence_penalty", llama.params.presence_penalty},
- {"frequency_penalty", llama.params.frequency_penalty},
- {"mirostat", llama.params.mirostat},
- {"mirostat_tau", llama.params.mirostat_tau},
- {"mirostat_eta", llama.params.mirostat_eta},
- {"penalize_nl", llama.params.penalize_nl},
- {"stop", llama.params.antiprompt},
- {"n_predict", llama.params.n_predict},
- {"n_keep", llama.params.n_keep},
- {"ignore_eos", ignore_eos},
- {"stream", llama.stream},
- {"logit_bias", llama.params.logit_bias},
- {"n_probs", llama.params.n_probs},
+ return json {
+ { "seed", llama.params.seed },
+ { "temp", llama.params.temp },
+ { "top_k", llama.params.top_k },
+ { "top_p", llama.params.top_p },
+ { "tfs_z", llama.params.tfs_z },
+ { "typical_p", llama.params.typical_p },
+ { "repeat_last_n", llama.params.repeat_last_n },
+ { "repeat_penalty", llama.params.repeat_penalty },
+ { "presence_penalty", llama.params.presence_penalty },
+ { "frequency_penalty", llama.params.frequency_penalty },
+ { "mirostat", llama.params.mirostat },
+ { "mirostat_tau", llama.params.mirostat_tau },
+ { "mirostat_eta", llama.params.mirostat_eta },
+ { "penalize_nl", llama.params.penalize_nl },
+ { "stop", llama.params.antiprompt },
+ { "n_predict", llama.params.n_predict },
+ { "n_keep", llama.params.n_keep },
+ { "ignore_eos", ignore_eos },
+ { "stream", llama.stream },
+ { "logit_bias", llama.params.logit_bias },
+ { "n_probs", llama.params.n_probs },
+ { "cfg_scale", llama.params.cfg_scale },
+ { "cfg_n_keep", llama.n_keep_guidance },
};
}
-static json format_embedding_response(llama_server_context &llama)
-{
- return json{
- {"embedding", llama.getEmbedding()},
+static json format_embedding_response(llama_server_context & llama) {
+ return json {
+ { "embedding", llama.getEmbedding() },
};
}
-static json format_timings(llama_server_context &llama)
-{
+static json format_timings(llama_server_context & llama) {
const auto timings = llama_get_timings(llama.ctx);
- assert(timings.n_eval == llama.num_tokens_predicted);
+ //assert(timings.n_eval == llama.num_tokens_predicted);
- return json{
- {"prompt_n", timings.n_eval},
- {"prompt_ms", timings.t_p_eval_ms},
- {"prompt_per_token_ms", timings.t_p_eval_ms / timings.n_p_eval},
- {"prompt_per_second", 1e3 / timings.t_p_eval_ms * timings.n_p_eval},
+ return json {
+ { "prompt_n", timings.n_eval },
+ { "prompt_ms", timings.t_p_eval_ms },
+ { "prompt_per_token_ms", timings.t_p_eval_ms / timings.n_p_eval },
+ { "prompt_per_second", 1e3 / timings.t_p_eval_ms * timings.n_p_eval },
- {"predicted_n", timings.n_eval},
- {"predicted_ms", timings.t_eval_ms},
- {"predicted_per_token_ms", timings.t_eval_ms / timings.n_eval},
- {"predicted_per_second", 1e3 / timings.t_eval_ms * timings.n_eval},
+ { "predicted_n", timings.n_eval },
+ { "predicted_ms", timings.t_eval_ms },
+ { "predicted_per_token_ms", timings.t_eval_ms / timings.n_eval },
+ { "predicted_per_second", 1e3 / timings.t_eval_ms * timings.n_eval },
};
}
-static json format_final_response(llama_server_context &llama, const std::string &content, const std::vector &probs)
-{
+static json format_final_response(llama_server_context & llama, const std::string & content, const std::vector & probs) {
- json res = json{
- {"content", content},
- {"stop", true},
- {"model", llama.params.model_alias},
- {"tokens_predicted", llama.num_tokens_predicted},
- {"tokens_evaluated", llama.num_prompt_tokens},
- {"generation_settings", format_generation_settings(llama)},
- {"prompt", llama.params.prompt},
- {"truncated", llama.truncated},
- {"stopped_eos", llama.stopped_eos},
- {"stopped_word", llama.stopped_word},
- {"stopped_limit", llama.stopped_limit},
- {"stopping_word", llama.stopping_word},
- {"tokens_cached", llama.n_past},
- {"tokens_predicted", llama.num_tokens_predicted},
- {"timings", format_timings(llama)},
+ json res = json {
+ { "content", content },
+ { "stop", true },
+ { "model", llama.params.model_alias },
+ { "tokens_predicted", llama.num_tokens_predicted },
+ { "tokens_evaluated", llama.evaluator.num_prompt_tokens },
+ { "generation_settings", format_generation_settings(llama) },
+ { "prompt", llama.params.prompt },
+ { "cfg_negative_prompt", llama.params.cfg_negative_prompt },
+ { "truncated", llama.evaluator.truncated },
+ { "stopped_eos", llama.stopped_eos },
+ { "stopped_word", llama.stopped_word },
+ { "stopped_limit", llama.stopped_limit },
+ { "stopping_word", llama.stopping_word },
+ { "tokens_cached", llama.evaluator.n_past },
+ { "timings", format_timings(llama) },
};
- if (llama.params.n_probs > 0)
- {
+ if (llama.params.n_probs > 0) {
res["completion_probabilities"] = probs_vector_to_json(llama.ctx, probs);
}
return res;
}
-static json format_partial_response(llama_server_context &llama, const std::string &content, const std::vector &probs)
-{
- json res = json{
- {"content", content},
- {"stop", false},
+static json format_partial_response(llama_server_context & llama, const std::string & content, const std::vector & probs) {
+ json res = json {
+ { "content", content },
+ { "stop", false },
};
- if (llama.params.n_probs > 0)
- {
+ if (llama.params.n_probs > 0) {
res["completion_probabilities"] = probs_vector_to_json(llama.ctx, probs);
}
return res;
}
-static json format_tokenizer_response(const std::vector &tokens)
-{
- return json{
- {"tokens", tokens}};
+static json format_tokenizer_response(const std::vector & tokens) {
+ return json {
+ { "tokens", tokens }
+ };
}
-static void parse_options_completion(const json &body, llama_server_context &llama)
-{
+static void parse_options_completion(const json & body, llama_server_context & llama) {
gpt_params default_params;
llama.stream = body.value("stream", false);
@@ -1048,31 +965,26 @@ static void parse_options_completion(const json &body, llama_server_context &lla
llama.params.n_keep = body.value("n_keep", default_params.n_keep);
llama.params.seed = body.value("seed", default_params.seed);
llama.params.prompt = body.value("prompt", default_params.prompt);
+ llama.params.cfg_negative_prompt = body.value("cfg_negative_prompt", default_params.cfg_negative_prompt);
+ llama.params.cfg_scale = body.value("cfg_scale", default_params.cfg_scale);
+ llama.n_keep_guidance = body.value("cfg_n_keep", 0);
llama.params.n_probs = body.value("n_probs", default_params.n_probs);
llama.params.logit_bias.clear();
- if (body.value("ignore_eos", false))
- {
+ if (body.value("ignore_eos", false)) {
llama.params.logit_bias[llama_token_eos()] = -INFINITY;
}
- const auto &logit_bias = body.find("logit_bias");
- if (logit_bias != body.end() && logit_bias->is_array())
- {
+ const auto & logit_bias = body.find("logit_bias");
+ if (logit_bias != body.end() && logit_bias->is_array()) {
const int n_vocab = llama_n_vocab(llama.ctx);
- for (const auto &el : *logit_bias)
- {
- if (el.is_array() && el.size() == 2 && el[0].is_number_integer())
- {
+ for (const auto & el : *logit_bias) {
+ if (el.is_array() && el.size() == 2 && el[0].is_number_integer()) {
llama_token tok = el[0].get();
- if (tok >= 0 && tok < n_vocab)
- {
- if (el[1].is_number())
- {
+ if (tok >= 0 && tok < n_vocab) {
+ if (el[1].is_number()) {
llama.params.logit_bias[tok] = el[1].get();
- }
- else if (el[1].is_boolean() && !el[1].get())
- {
+ } else if (el[1].is_boolean() && !el[1].get()) {
llama.params.logit_bias[tok] = -INFINITY;
}
}
@@ -1081,13 +993,10 @@ static void parse_options_completion(const json &body, llama_server_context &lla
}
llama.params.antiprompt.clear();
- const auto &stop = body.find("stop");
- if (stop != body.end() && stop->is_array())
- {
- for (const auto &word : *stop)
- {
- if (!word.empty())
- {
+ const auto & stop = body.find("stop");
+ if (stop != body.end() && stop->is_array()) {
+ for (const auto & word : *stop) {
+ if (!word.empty()) {
llama.params.antiprompt.push_back(word);
}
}
@@ -1096,25 +1005,23 @@ static void parse_options_completion(const json &body, llama_server_context &lla
LOG_VERBOSE("completion parameters parsed", format_generation_settings(llama));
}
-static void log_server_request(const Request &req, const Response &res)
-{
+static void log_server_request(const Request & req, const Response & res) {
LOG_INFO("request", {
- {"remote_addr", req.remote_addr},
- {"remote_port", req.remote_port},
- {"status", res.status},
- {"method", req.method},
- {"path", req.path},
- {"params", req.params},
- });
+ { "remote_addr", req.remote_addr },
+ { "remote_port", req.remote_port },
+ { "status", res.status },
+ { "method", req.method },
+ { "path", req.path },
+ { "params", req.params },
+ });
LOG_VERBOSE("request", {
- {"request", req.body},
- {"response", res.body},
- });
+ { "request", req.body },
+ { "response", res.body },
+ });
}
-int main(int argc, char **argv)
-{
+int main(int argc, char ** argv) {
// own arguments required by this example
gpt_params params;
server_params sparams;
@@ -1124,53 +1031,54 @@ int main(int argc, char **argv)
server_params_parse(argc, argv, sparams, params);
- if (params.model_alias == "unknown")
- {
+ if (params.model_alias == "unknown") {
params.model_alias = params.model;
}
llama_backend_init(params.numa);
- LOG_INFO("build info", {{"build", BUILD_NUMBER},
- {"commit", BUILD_COMMIT}});
+ LOG_INFO("build info", {
+ { "build", BUILD_NUMBER },
+ { "commit", BUILD_COMMIT },
+ });
LOG_INFO("system info", {
- {"n_threads", params.n_threads},
- {"total_threads", std::thread::hardware_concurrency()},
- {"system_info", llama_print_system_info()},
- });
+ { "n_threads", params.n_threads },
+ { "total_threads", std::thread::hardware_concurrency() },
+ { "system_info", llama_print_system_info() },
+ });
// load the model
- if (!llama.loadModel(params))
- {
+ if (!llama.loadModel(params)) {
return 1;
}
Server svr;
- svr.set_default_headers({{"Server", "llama.cpp"},
- {"Access-Control-Allow-Origin", "*"},
- {"Access-Control-Allow-Headers", "content-type"}});
+ svr.set_default_headers({
+ { "Server", "llama.cpp" },
+ { "Access-Control-Allow-Origin", "*" },
+ { "Access-Control-Allow-Headers", "content-type" },
+ });
// this is only called if no index.html is found in the public --path
- svr.Get("/", [](const Request &, Response &res)
- {
- res.set_content(reinterpret_cast(&index_html), index_html_len, "text/html");
- return false; });
+ svr.Get("/", [](const Request &, Response & res) {
+ res.set_content(reinterpret_cast(&index_html), index_html_len, "text/html");
+ return false;
+ });
// this is only called if no index.js is found in the public --path
- svr.Get("/index.js", [](const Request &, Response &res)
- {
+ svr.Get("/index.js", [](const Request &, Response & res) {
res.set_content(reinterpret_cast(&index_js), index_js_len, "text/javascript");
- return false; });
+ return false;
+ });
// this is only called if no index.html is found in the public --path
- svr.Get("/completion.js", [](const Request &, Response &res)
- {
- res.set_content(reinterpret_cast(&completion_js), completion_js_len, "application/javascript");
- return false; });
+ svr.Get("/completion.js", [](const Request &, Response & res) {
+ res.set_content(reinterpret_cast(&completion_js), completion_js_len, "application/javascript");
+ return false;
+ });
- svr.Post("/completion", [&llama](const Request &req, Response &res)
- {
+ svr.Post("/completion", [&llama](const Request & req, Response & res) {
auto lock = llama.lock();
llama.rewind();
@@ -1182,6 +1090,11 @@ int main(int argc, char **argv)
llama.loadPrompt();
llama.beginCompletion();
+ if (llama.params.cfg_scale > 1.0f && llama.params.cfg_negative_prompt.size() > 0) {
+ llama.cfg_enabled = true;
+ llama.loadGuidancePrompt();
+ }
+
if (!llama.stream) {
size_t stop_pos = std::string::npos;
@@ -1275,28 +1188,29 @@ int main(int argc, char **argv)
return true;
};
res.set_chunked_content_provider("text/event-stream", chunked_content_provider);
- } });
+ }
+ });
- svr.Get("/model.json", [&llama](const Request &, Response &res)
- {
+ svr.Get("/model.json", [&llama](const Request &, Response & res) {
const json data = format_generation_settings(llama);
- return res.set_content(data.dump(), "application/json"); });
+ return res.set_content(data.dump(), "application/json");
+ });
- svr.Options(R"(/.*)", [](const Request &, Response &res)
- { return res.set_content("", "application/json"); });
+ svr.Options(R"(/.*)", [](const Request &, Response & res) {
+ return res.set_content("", "application/json");
+ });
- svr.Post("/tokenize", [&llama](const Request &req, Response &res)
- {
+ svr.Post("/tokenize", [&llama](const Request & req, Response & res) {
auto lock = llama.lock();
const json body = json::parse(req.body);
const std::string content = body.value("content", "");
const std::vector tokens = llama_tokenize(llama.ctx, content, false);
const json data = format_tokenizer_response(tokens);
- return res.set_content(data.dump(), "application/json"); });
+ return res.set_content(data.dump(), "application/json");
+ });
- svr.Post("/embedding", [&llama](const Request &req, Response &res)
- {
+ svr.Post("/embedding", [&llama](const Request & req, Response & res) {
auto lock = llama.lock();
const json body = json::parse(req.body);
@@ -1310,12 +1224,12 @@ int main(int argc, char **argv)
llama.doCompletion();
const json data = format_embedding_response(llama);
- return res.set_content(data.dump(), "application/json"); });
+ return res.set_content(data.dump(), "application/json");
+ });
svr.set_logger(log_server_request);
- svr.set_exception_handler([](const Request &, Response &res, std::exception_ptr ep)
- {
+ svr.set_exception_handler([](const Request &, Response & res, std::exception_ptr ep) {
const auto * fmt = "500 Internal Server Error\n%s";
char buf[BUFSIZ];
try {
@@ -1326,19 +1240,20 @@ int main(int argc, char **argv)
snprintf(buf, sizeof(buf), fmt, "Unknown Exception");
}
res.set_content(buf, "text/plain");
- res.status = 500; });
+ res.status = 500;
+ });
- svr.set_error_handler([](const Request &, Response &res)
- {
+ svr.set_error_handler([](const Request &, Response & res) {
res.set_content("File Not Found", "text/plain");
- res.status = 404; });
+ res.status = 404;
+ });
+
// set timeouts and change hostname and port
svr.set_read_timeout(sparams.read_timeout);
svr.set_write_timeout(sparams.write_timeout);
- if (!svr.bind_to_port(sparams.hostname, sparams.port))
- {
+ if (!svr.bind_to_port(sparams.hostname, sparams.port)) {
fprintf(stderr, "\ncouldn't bind to server socket: hostname=%s port=%d\n\n", sparams.hostname.c_str(), sparams.port);
return 1;
}
@@ -1350,12 +1265,11 @@ int main(int argc, char **argv)
fprintf(stdout, "\nllama server listening at http://%s:%d\n\n", sparams.hostname.c_str(), sparams.port);
LOG_INFO("HTTP server listening", {
- {"hostname", sparams.hostname},
- {"port", sparams.port},
- });
+ { "hostname", sparams.hostname },
+ { "port", sparams.port },
+ });
- if (!svr.listen_after_bind())
- {
+ if (!svr.listen_after_bind()) {
return 1;
}