diff options
Diffstat (limited to 'examples/server')
| -rw-r--r-- | examples/server/CMakeLists.txt | 4 | ||||
| -rw-r--r-- | examples/server/README.md | 7 | ||||
| -rw-r--r-- | examples/server/chat-llama2.sh | 109 | ||||
| -rw-r--r-- | examples/server/chat.sh | 2 | ||||
| -rw-r--r-- | examples/server/completion.js.hpp | 613 | ||||
| -rw-r--r-- | examples/server/index.html.hpp | 1911 | ||||
| -rw-r--r-- | examples/server/public/completion.js | 55 | ||||
| -rw-r--r-- | examples/server/public/index.html | 133 | ||||
| -rw-r--r-- | examples/server/server.cpp | 183 |
9 files changed, 1820 insertions, 1197 deletions
diff --git a/examples/server/CMakeLists.txt b/examples/server/CMakeLists.txt index 07ba76a..3782f9b 100644 --- a/examples/server/CMakeLists.txt +++ b/examples/server/CMakeLists.txt @@ -2,10 +2,14 @@ set(TARGET server) option(LLAMA_SERVER_VERBOSE "Build verbose logging option for Server" ON) include_directories(${CMAKE_CURRENT_SOURCE_DIR}) add_executable(${TARGET} server.cpp json.hpp httplib.h) +install(TARGETS ${TARGET} RUNTIME) target_compile_definitions(${TARGET} PRIVATE SERVER_VERBOSE=$<BOOL:${LLAMA_SERVER_VERBOSE}> ) target_link_libraries(${TARGET} PRIVATE common llama ${CMAKE_THREAD_LIBS_INIT}) +if (WIN32) + TARGET_LINK_LIBRARIES(${TARGET} PRIVATE ws2_32) +endif() target_compile_features(${TARGET} PRIVATE cxx_std_11) if(TARGET BUILD_INFO) add_dependencies(${TARGET} BUILD_INFO) diff --git a/examples/server/README.md b/examples/server/README.md index 3691abd..e56ca06 100644 --- a/examples/server/README.md +++ b/examples/server/README.md @@ -16,7 +16,7 @@ Command line options: - `--memory-f32`: Use 32-bit floats instead of 16-bit floats for memory key+value. Not recommended. - `--mlock`: Lock the model in memory, preventing it from being swapped out when memory-mapped. - `--no-mmap`: Do not memory-map the model. By default, models are mapped into memory, which allows the system to load only the necessary parts of the model as needed. -- `--lora FNAME`: Apply a LoRA (Low-Rank Adaptation) adapter to the model. This allows you to adapt the pretrained model to specific tasks or domains. +- `--lora FNAME`: Apply a LoRA (Low-Rank Adaptation) adapter to the model (implies --no-mmap). This allows you to adapt the pretrained model to specific tasks or domains. - `--lora-base FNAME`: Optional model to use as a base for the layers modified by the LoRA adapter. This flag is used in conjunction with the `--lora` flag, and specifies the base model for the adaptation. - `-to N`, `--timeout N`: Server read/write timeout in seconds. Default `600`. - `--host`: Set the hostname or ip address to listen. Default `127.0.0.1`. @@ -66,6 +66,7 @@ Using [curl](https://curl.se/). On Windows `curl.exe` should be available in the ```sh curl --request POST \ --url http://localhost:8080/completion \ + --header "Content-Type: application/json" \ --data '{"prompt": "Building a website can be done in 10 simple steps:","n_predict": 128}' ``` @@ -150,6 +151,8 @@ node . `mirostat_eta`: Set the Mirostat learning rate, parameter eta (default: 0.1). + `grammar`: Set grammar for grammar-based sampling (default: no grammar) + `seed`: Set the random number generator (RNG) seed (default: -1, -1 = random seed). `ignore_eos`: Ignore end of stream token and continue generating (default: false). @@ -162,7 +165,7 @@ node . `content`: Set the text to tokenize. - Note that the special `BOS` token is not added in fron of the text and also a space character is not inserted automatically as it is for `/completion`. + Note that the special `BOS` token is not added in front of the text and also a space character is not inserted automatically as it is for `/completion`. - **POST** `/embedding`: Generate embedding of a given text just as [the embedding example](../embedding) does. diff --git a/examples/server/chat-llama2.sh b/examples/server/chat-llama2.sh new file mode 100644 index 0000000..1fc79b7 --- /dev/null +++ b/examples/server/chat-llama2.sh @@ -0,0 +1,109 @@ +#!/bin/bash + +API_URL="${API_URL:-http://127.0.0.1:8080}" + +CHAT=( + "Hello, Assistant." + "Hello. How may I help you today?" +) + +INSTRUCTION="A chat between a curious human and an artificial intelligence assistant. The assistant gives helpful, detailed, and polite answers to the human's questions." + +trim() { + shopt -s extglob + set -- "${1##+([[:space:]])}" + printf "%s" "${1%%+([[:space:]])}" +} + +trim_trailing() { + shopt -s extglob + printf "%s" "${1%%+([[:space:]])}" +} + +format_prompt() { + if [[ "${#CHAT[@]}" -eq 0 ]]; then + echo -n "[INST] <<SYS>>\n${INSTRUCTION}\n<</SYS>>" + else + LAST_INDEX=$(( ${#CHAT[@]} - 1 )) + echo -n "${CHAT[$LAST_INDEX]}\n[INST] $1 [/INST]" + fi +} + +tokenize() { + curl \ + --silent \ + --request POST \ + --url "${API_URL}/tokenize" \ + --header "Content-Type: application/json" \ + --data-raw "$(jq -ns --arg content "$1" '{content:$content}')" \ + | jq '.tokens[]' +} + +N_KEEP=$(tokenize "[INST] <<SYS>>\n${INSTRUCTION}\n<</SYS>>" | wc -l) + +chat_completion() { + PROMPT="$(trim_trailing "$(format_prompt "$1")")" + DATA="$(echo -n "$PROMPT" | jq -Rs --argjson n_keep $N_KEEP '{ + prompt: ., + temperature: 0.2, + top_k: 40, + top_p: 0.9, + n_keep: $n_keep, + n_predict: 1024, + stop: ["[INST]"], + stream: true + }')" + + # Create a temporary file to hold the Python output + TEMPFILE=$(mktemp) + + exec 3< <(curl \ + --silent \ + --no-buffer \ + --request POST \ + --url "${API_URL}/completion" \ + --header "Content-Type: application/json" \ + --data-raw "${DATA}") + + python -c " +import json +import sys + +answer = '' +while True: + line = sys.stdin.readline() + if not line: + break + if line.startswith('data: '): + json_content = line[6:].strip() + content = json.loads(json_content)['content'] + sys.stdout.write(content) + sys.stdout.flush() + answer += content + +answer = answer.rstrip('\n') + +# Write the answer to the temporary file +with open('$TEMPFILE', 'w') as f: + f.write(answer) + " <&3 + + exec 3<&- + + # Read the answer from the temporary file + ANSWER=$(cat $TEMPFILE) + + # Clean up the temporary file + rm $TEMPFILE + + printf "\n" + + CHAT+=("$1" "$(trim "$ANSWER")") +} + +while true; do + echo -en "\033[0;32m" # Green color + read -r -e -p "> " QUESTION + echo -en "\033[0m" # Reset color + chat_completion "${QUESTION}" +done diff --git a/examples/server/chat.sh b/examples/server/chat.sh index a89f8e9..0143601 100644 --- a/examples/server/chat.sh +++ b/examples/server/chat.sh @@ -32,6 +32,7 @@ tokenize() { --silent \ --request POST \ --url "${API_URL}/tokenize" \ + --header "Content-Type: application/json" \ --data-raw "$(jq -ns --arg content "$1" '{content:$content}')" \ | jq '.tokens[]' } @@ -64,6 +65,7 @@ chat_completion() { --no-buffer \ --request POST \ --url "${API_URL}/completion" \ + --header "Content-Type: application/json" \ --data-raw "${DATA}") printf "\n" diff --git a/examples/server/completion.js.hpp b/examples/server/completion.js.hpp index f399fb1..f0a071a 100644 --- a/examples/server/completion.js.hpp +++ b/examples/server/completion.js.hpp @@ -87,289 +87,342 @@ unsigned char completion_js[] = { 0x20, 0x54, 0x65, 0x78, 0x74, 0x44, 0x65, 0x63, 0x6f, 0x64, 0x65, 0x72, 0x28, 0x29, 0x3b, 0x0a, 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b/examples/server/public/completion.js @@ -43,6 +43,7 @@ export async function* llama(prompt, params = {}, config = {}) { const decoder = new TextDecoder(); let content = ""; + let leftover = ""; // Buffer for partially read lines try { let cont = true; @@ -53,29 +54,47 @@ export async function* llama(prompt, params = {}, config = {}) { break; } - // sse answers in the form multiple lines of: value\n with data always present as a key. in our case we - // mainly care about the data: key here, which we expect as json - const text = decoder.decode(result.value); + // Add any leftover data to the current chunk of data + const text = leftover + decoder.decode(result.value); - // parse all sse events and add them to result - const regex = /^(\S+):\s(.*)$/gm; - for (const match of text.matchAll(regex)) { - result[match[1]] = match[2] - } + // Check if the last character is a line break + const endsWithLineBreak = text.endsWith('\n'); - // since we know this is llama.cpp, let's just decode the json in data - result.data = JSON.parse(result.data); - content += result.data.content; + // Split the text into lines + let lines = text.split('\n'); - // yield - yield result; + // If the text doesn't end with a line break, then the last line is incomplete + // Store it in leftover to be added to the next chunk of data + if (!endsWithLineBreak) { + leftover = lines.pop(); + } else { + leftover = ""; // Reset leftover if we have a line break at the end + } - // if we got a stop token from server, we will break here - if (result.data.stop) { - if (result.data.generation_settings) { - generation_settings = result.data.generation_settings; + // Parse all sse events and add them to result + const regex = /^(\S+):\s(.*)$/gm; + for (const line of lines) { + const match = regex.exec(line); + if (match) { + result[match[1]] = match[2] + // since we know this is llama.cpp, let's just decode the json in data + if (result.data) { + result.data = JSON.parse(result.data); + content += result.data.content; + + // yield + yield result; + + // if we got a stop token from server, we will break here + if (result.data.stop) { + if (result.data.generation_settings) { + generation_settings = result.data.generation_settings; + } + cont = false; + break; + } + } } - break; } } } catch (e) { diff --git a/examples/server/public/index.html b/examples/server/public/index.html index 8ace0b0..de41da1 100644 --- a/examples/server/public/index.html +++ b/examples/server/public/index.html @@ -3,12 +3,11 @@ <head> <meta charset="UTF-8"> <meta name="viewport" content="width=device-width, initial-scale=1, maximum-scale=1" /> + <meta name="color-scheme" content="light dark"> <title>llama.cpp - chat</title> <style> body { - background-color: #fff; - color: #000; font-family: system-ui; font-size: 90%; } @@ -73,6 +72,37 @@ 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 +155,17 @@ 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) @@ -245,8 +282,9 @@ useEffect(() => { // scroll to bottom (if needed) - if (container.current && container.current.scrollHeight <= container.current.scrollTop + container.current.offsetHeight + 300) { - container.current.scrollTo(0, container.current.scrollHeight) + const parent = container.current.parentElement; + if (parent && parent.scrollHeight <= parent.scrollTop + parent.offsetHeight + 300) { + parent.scrollTo(0, parent.scrollHeight) } }, [messages]) @@ -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` + <div> + <label for="${name}">${label}</label> + <input type="range" id="${name}" min="${min}" max="${max}" step="${step}" name="${name}" value="${value}" oninput=${updateParamsFloat} /> + <span>${value}</span> + </div> + ` + }; + + const IntField = ({label, max, min, name, value}) => { + return html` + <div> + <label for="${name}">${label}</label> + <input type="range" id="${name}" min="${min}" max="${max}" name="${name}" value="${value}" oninput=${updateParamsInt} /> + <span>${value}</span> + </div> + ` + }; return html` <form> @@ -272,7 +331,9 @@ <label for="prompt">Prompt</label> <textarea type="text" name="prompt" value="${session.value.prompt}" rows=4 oninput=${updateSession}/> </div> + </fieldset> + <fieldset class="two"> <div> <label for="user">User name</label> <input type="text" name="user" value="${session.value.user}" oninput=${updateSession} /> @@ -282,7 +343,9 @@ <label for="bot">Bot name</label> <input type="text" name="char" value="${session.value.char}" oninput=${updateSession} /> </div> + </fieldset> + <fieldset> <div> <label for="template">Prompt template</label> <textarea id="template" name="template" value="${session.value.template}" rows=4 oninput=${updateSession}/> @@ -292,38 +355,44 @@ <label for="template">Chat history template</label> <textarea id="template" name="historyTemplate" value="${session.value.historyTemplate}" rows=1 oninput=${updateSession}/> </div> + </fieldset> - <div> - <label for="temperature">Temperature</label> - <input type="range" id="temperature" min="0.0" max="1.0" step="0.01" name="temperature" value="${params.value.temperature}" oninput=${updateParamsFloat} /> - <span>${params.value.temperature}</span> - </div> - - <div> - <label for="nPredict">Predictions</label> - <input type="range" id="nPredict" min="1" max="2048" step="1" name="n_predict" value="${params.value.n_predict}" oninput=${updateParamsFloat} /> - <span>${params.value.n_predict}</span> - </div> - - <div> - <label for="repeat_penalty">Penalize repeat sequence</label> - <input type="range" id="repeat_penalty" min="0.0" max="2.0" step="0.01" name="repeat_penalty" value="${params.value.repeat_penalty}" oninput=${updateParamsFloat} /> - <span>${params.value.repeat_penalty}</span> - </div> - - <div> - <label for="repeat_last_n">Consider N tokens for penalize</label> - <input type="range" id="repeat_last_n" min="0.0" max="2048" name="repeat_last_n" value="${params.value.repeat_last_n}" oninput=${updateParamsFloat} /> - <span>${params.value.repeat_last_n}</span> - </div> - + <fieldset class="two"> + ${IntField({label: "Predictions", max: 2048, min: -1, name: "n_predict", value: params.value.n_predict})} + ${FloatField({label: "Temperature", max: 1.5, min: 0.0, name: "temperature", step: 0.01, value: params.value.temperature})} + ${FloatField({label: "Penalize repeat sequence", max: 2.0, min: 0.0, name: "repeat_penalty", step: 0.01, value: params.value.repeat_penalty})} + ${IntField({label: "Consider N tokens for penalize", max: 2048, min: 0, name: "repeat_last_n", value: params.value.repeat_last_n})} + ${IntField({label: "Top-K sampling", max: 100, min: -1, name: "top_k", value: params.value.top_k})} + ${FloatField({label: "Top-P sampling", max: 1.0, min: 0.0, name: "top_p", step: 0.01, value: params.value.top_p})} </fieldset> + <details> + <summary>More options</summary> + <fieldset class="two"> + ${FloatField({label: "TFS-Z", max: 1.0, min: 0.0, name: "tfs_z", step: 0.01, value: params.value.tfs_z})} + ${FloatField({label: "Typical P", max: 1.0, min: 0.0, name: "typical_p", step: 0.01, value: params.value.typical_p})} + ${FloatField({label: "Presence penalty", max: 1.0, min: 0.0, name: "presence_penalty", step: 0.01, value: params.value.presence_penalty})} + ${FloatField({label: "Frequency penalty", max: 1.0, min: 0.0, name: "frequency_penalty", step: 0.01, value: params.value.frequency_penalty})} + </fieldset> + <hr /> + <fieldset class="three"> + <div> + <label><input type="radio" name="mirostat" value="0" checked=${params.value.mirostat == 0} oninput=${updateParamsInt} /> no Mirostat</label> + <label><input type="radio" name="mirostat" value="1" checked=${params.value.mirostat == 1} oninput=${updateParamsInt} /> Mirostat v1</label> + <label><input type="radio" name="mirostat" value="2" checked=${params.value.mirostat == 2} oninput=${updateParamsInt} /> Mirostat v2</label> + </div> + ${FloatField({label: "Mirostat tau", max: 10.0, min: 0.0, name: "mirostat_tau", step: 0.01, value: params.value.mirostat_tau})} + ${FloatField({label: "Mirostat eta", max: 1.0, min: 0.0, name: "mirostat_eta", step: 0.01, value: params.value.mirostat_eta})} + </fieldset> + </details> </form> ` } // poor mans markdown replacement const Markdownish = (params) => { const md = params.text + .replace(/&/g, '&') + .replace(/</g, '<') + .replace(/>/g, '>') .replace(/^#{1,6} (.*)$/gim, '<h3>$1</h3>') .replace(/\*\*(.*?)\*\*/g, '<strong>$1</strong>') .replace(/__(.*?)__/g, '<strong>$1</strong>') diff --git a/examples/server/server.cpp b/examples/server/server.cpp index 4114343..10ae264 100644 --- a/examples/server/server.cpp +++ b/examples/server/server.cpp @@ -1,6 +1,7 @@ #include "common.h" #include "llama.h" #include "build-info.h" +#include "grammar-parser.h" #ifndef NDEBUG // crash the server in debug mode, otherwise send an http 500 error @@ -195,6 +196,8 @@ struct llama_server_context llama_context *ctx = nullptr; gpt_params params; + llama_grammar *grammar = nullptr; + bool truncated = false; bool stopped_eos = false; bool stopped_word = false; @@ -226,6 +229,7 @@ struct llama_server_context void rewind() { params.antiprompt.clear(); + params.grammar.clear(); num_prompt_tokens = 0; num_tokens_predicted = 0; generated_text = ""; @@ -237,6 +241,7 @@ struct llama_server_context stopped_limit = false; stopping_word = ""; multibyte_pending = 0; + grammar = nullptr; n_remain = 0; n_past = 0; @@ -257,6 +262,33 @@ struct llama_server_context return true; } + bool loadGrammar() + { + if (!params.grammar.empty()) { + grammar_parser::parse_state parsed_grammar; + + parsed_grammar = grammar_parser::parse(params.grammar.c_str()); + // will be empty (default) if there are parse errors + if (parsed_grammar.rules.empty()) { + LOG_ERROR("grammar parse error", {{"grammar", params.grammar}}); + return false; + } + grammar_parser::print_grammar(stderr, parsed_grammar); + + { + auto it = params.logit_bias.find(llama_token_eos()); + if (it != params.logit_bias.end() && it->second == -INFINITY) { + LOG_WARNING("EOS token is disabled, which will cause most grammars to fail", {}); + } + } + + std::vector<const llama_grammar_element *> grammar_rules(parsed_grammar.c_rules()); + grammar = llama_grammar_init( + grammar_rules.data(), grammar_rules.size(), parsed_grammar.symbol_ids.at("root")); + } + return true; + } + void loadPrompt() { params.prompt.insert(0, 1, ' '); // always add a first space @@ -420,6 +452,10 @@ struct llama_server_context logits[llama_token_nl()] = nl_logit; } + if (grammar != nullptr) { + llama_sample_grammar(ctx, &candidates_p, grammar); + } + if (temp <= 0) { // Greedy sampling @@ -457,10 +493,15 @@ struct llama_server_context } } + if (grammar != nullptr) { + llama_grammar_accept_token(ctx, grammar, result.tok); + } + 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++; @@ -601,45 +642,52 @@ struct llama_server_context static void server_print_usage(const char *argv0, const gpt_params ¶ms, const server_params &sparams) { - fprintf(stderr, "usage: %s [options]\n", argv0); - fprintf(stderr, "\n"); - fprintf(stderr, "options:\n"); - fprintf(stderr, " -h, --help show this help message and exit\n"); - fprintf(stderr, " -v, --verbose verbose output (default: %s)\n", server_verbose ? "enabled" : "disabled"); - fprintf(stderr, " -t N, --threads N number of threads to use during computation (default: %d)\n", params.n_threads); - fprintf(stderr, " -c N, --ctx-size N size of the prompt context (default: %d)\n", params.n_ctx); - fprintf(stderr, " -b N, --batch-size N batch size for prompt processing (default: %d)\n", params.n_batch); - fprintf(stderr, " --memory-f32 use f32 instead of f16 for memory key+value (default: disabled)\n"); - fprintf(stderr, " not recommended: doubles context memory required and no measurable increase in quality\n"); + fprintf(stdout, "usage: %s [options]\n", argv0); + fprintf(stdout, "\n"); + fprintf(stdout, "options:\n"); + fprintf(stdout, " -h, --help show this help message and exit\n"); + fprintf(stdout, " -v, --verbose verbose output (default: %s)\n", server_verbose ? "enabled" : "disabled"); + fprintf(stdout, " -t N, --threads N number of threads to use during computation (default: %d)\n", params.n_threads); + fprintf(stdout, " -c N, --ctx-size N size of the prompt context (default: %d)\n", params.n_ctx); + 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, " --rope-freq-base N RoPE base frequency (default: %.1f)\n", params.rope_freq_base); + fprintf(stdout, " --rope-freq-scale N RoPE frequency scaling factor (default: %g)\n", params.rope_freq_scale); + 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()) { - fprintf(stderr, " --mlock force system to keep model in RAM rather than swapping or compressing\n"); + fprintf(stdout, " --mlock force system to keep model in RAM rather than swapping or compressing\n"); } if (llama_mmap_supported()) { - fprintf(stderr, " --no-mmap do not memory-map model (slower load but may reduce pageouts if not using mlock)\n"); + 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 - fprintf(stderr, " -ngl N, --n-gpu-layers N\n"); - fprintf(stderr, " number of layers to store in VRAM\n"); - fprintf(stderr, " -ts SPLIT --tensor-split SPLIT\n"); - fprintf(stderr, " how to split tensors across multiple GPUs, comma-separated list of proportions, e.g. 3,1\n"); - fprintf(stderr, " how to split tensors across multiple GPUs, comma-separated list of proportions, e.g. 3,1\n"); - fprintf(stderr, " -mg i, --main-gpu i the GPU to use for scratch and small tensors\n"); - fprintf(stderr, " -lv, --low-vram don't allocate VRAM scratch buffer\n"); + fprintf(stdout, " -ngl N, --n-gpu-layers N\n"); + fprintf(stdout, " number of layers to store in VRAM\n"); + fprintf(stdout, " -ts SPLIT --tensor-split SPLIT\n"); + fprintf(stdout, " how to split tensors across multiple GPUs, comma-separated list of proportions, e.g. 3,1\n"); + fprintf(stdout, " how to split tensors across multiple GPUs, comma-separated list of proportions, e.g. 3,1\n"); + fprintf(stdout, " -mg i, --main-gpu i the GPU to use for scratch and small tensors\n"); + fprintf(stdout, " -lv, --low-vram don't allocate VRAM scratch buffer\n"); + fprintf(stdout, " -mmq, --mul-mat-q use experimental mul_mat_q CUDA kernels instead of cuBLAS. TEMP!!!\n" ); + fprintf(stdout, " Reduces VRAM usage by 700/970/1430 MiB for 7b/13b/33b but prompt processing speed\n" ); + fprintf(stdout, " is still suboptimal, especially q2_K, q3_K, q5_K, and q6_K.\n" ); #endif - fprintf(stderr, " -m FNAME, --model FNAME\n"); - fprintf(stderr, " model path (default: %s)\n", params.model.c_str()); - fprintf(stderr, " -a ALIAS, --alias ALIAS\n"); - fprintf(stderr, " set an alias for the model, will be added as `model` field in completion response\n"); - fprintf(stderr, " --lora FNAME apply LoRA adapter\n"); - fprintf(stderr, " --lora-base FNAME optional model to use as a base for the layers modified by the LoRA adapter\n"); - fprintf(stderr, " --host ip address to listen (default (default: %s)\n", sparams.hostname.c_str()); - fprintf(stderr, " --port PORT port to listen (default (default: %d)\n", sparams.port); - fprintf(stderr, " --path PUBLIC_PATH path from which to serve static files (default %s)\n", sparams.public_path.c_str()); - fprintf(stderr, " -to N, --timeout N server read/write timeout in seconds (default: %d)\n", sparams.read_timeout); - fprintf(stderr, " --embedding enable embedding vector output (default: %s)\n", params.embedding ? "enabled" : "disabled"); - fprintf(stderr, "\n"); + fprintf(stdout, " -m FNAME, --model FNAME\n"); + fprintf(stdout, " model path (default: %s)\n", params.model.c_str()); + fprintf(stdout, " -a ALIAS, --alias ALIAS\n"); + fprintf(stdout, " set an alias for the model, will be added as `model` field in completion response\n"); + fprintf(stdout, " --lora FNAME apply LoRA adapter (implies --no-mmap)\n"); + fprintf(stdout, " --lora-base FNAME optional model to use as a base for the layers modified by the LoRA adapter\n"); + fprintf(stdout, " --host ip address to listen (default (default: %s)\n", sparams.hostname.c_str()); + fprintf(stdout, " --port PORT port to listen (default (default: %d)\n", sparams.port); + fprintf(stdout, " --path PUBLIC_PATH path from which to serve static files (default %s)\n", sparams.public_path.c_str()); + fprintf(stdout, " -to N, --timeout N server read/write timeout in seconds (default: %d)\n", sparams.read_timeout); + fprintf(stdout, " --embedding enable embedding vector output (default: %s)\n", params.embedding ? "enabled" : "disabled"); + fprintf(stdout, "\n"); } static void server_params_parse(int argc, char **argv, server_params &sparams, @@ -722,6 +770,41 @@ static void server_params_parse(int argc, char **argv, server_params &sparams, } params.n_ctx = std::stoi(argv[i]); } + 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) + { + invalid_param = true; + break; + } + params.rms_norm_eps = std::stof(argv[i]); + } + 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) + { + invalid_param = true; + break; + } + params.rope_freq_scale = std::stof(argv[i]); + } else if (arg == "--memory-f32" || arg == "--memory_f32") { params.memory_f16 = false; @@ -788,7 +871,7 @@ 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 tensor split.", {}); + 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") @@ -796,7 +879,15 @@ static void server_params_parse(int argc, char **argv, server_params &sparams, #ifdef GGML_USE_CUBLAS params.low_vram = true; #else - fprintf(stderr, "warning: llama.cpp was compiled without cuBLAS. It is not possible to set lower vram usage.\n"); + 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") + { +#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") @@ -820,6 +911,7 @@ static void server_params_parse(int argc, char **argv, server_params &sparams, break; } params.lora_adapter = argv[i]; + params.use_mmap = false; } else if (arg == "--lora-base") { @@ -896,6 +988,7 @@ static json format_generation_settings(llama_server_context &llama) {"stream", llama.stream}, {"logit_bias", llama.params.logit_bias}, {"n_probs", llama.params.n_probs}, + {"grammar", llama.params.grammar}, }; } @@ -997,6 +1090,7 @@ 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.grammar = body.value("grammar", default_params.grammar); llama.params.n_probs = body.value("n_probs", default_params.n_probs); llama.params.logit_bias.clear(); @@ -1128,6 +1222,12 @@ int main(int argc, char **argv) parse_options_completion(json::parse(req.body), llama); + if (!llama.loadGrammar()) + { + res.status = 400; + return; + } + llama.loadPrompt(); llama.beginCompletion(); @@ -1223,7 +1323,11 @@ int main(int argc, char **argv) sink.done(); return true; }; - res.set_chunked_content_provider("text/event-stream", chunked_content_provider); + const auto on_complete = [&](bool) { + llama.mutex.unlock(); + }; + lock.release(); + res.set_chunked_content_provider("text/event-stream", chunked_content_provider, on_complete); } }); svr.Get("/model.json", [&llama](const Request &, Response &res) @@ -1279,8 +1383,12 @@ int main(int argc, char **argv) svr.set_error_handler([](const Request &, Response &res) { - res.set_content("File Not Found", "text/plain"); - res.status = 404; }); + if (res.status == 400) { + res.set_content("Invalid request", "text/plain"); + } else { + res.set_content("File Not Found", "text/plain"); + res.status = 404; + } }); // set timeouts and change hostname and port svr.set_read_timeout(sparams.read_timeout); @@ -1308,6 +1416,9 @@ int main(int argc, char **argv) return 1; } + if (llama.grammar != nullptr) { + llama_grammar_free(llama.grammar); + } llama_backend_free(); return 0; |