diff --git a/examples/server/index.html.hpp b/examples/server/index.html.hpp
index 2305fda77..8740b5f10 100644
--- a/examples/server/index.html.hpp
+++ b/examples/server/index.html.hpp
@@ -307,2231 +307,2334 @@ unsigned char index_html[] = {
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+ 0x20, 0x20, 0x7d, 0x0a, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x72, 0x65, 0x6e,
+ 0x64, 0x65, 0x72, 0x28, 0x68, 0x28, 0x41, 0x70, 0x70, 0x29, 0x2c, 0x20,
+ 0x64, 0x6f, 0x63, 0x75, 0x6d, 0x65, 0x6e, 0x74, 0x2e, 0x71, 0x75, 0x65,
+ 0x72, 0x79, 0x53, 0x65, 0x6c, 0x65, 0x63, 0x74, 0x6f, 0x72, 0x28, 0x27,
+ 0x23, 0x63, 0x6f, 0x6e, 0x74, 0x61, 0x69, 0x6e, 0x65, 0x72, 0x27, 0x29,
+ 0x29, 0x3b, 0x0a, 0x20, 0x20, 0x3c, 0x2f, 0x73, 0x63, 0x72, 0x69, 0x70,
+ 0x74, 0x3e, 0x0a, 0x3c, 0x2f, 0x68, 0x65, 0x61, 0x64, 0x3e, 0x0a, 0x0a,
+ 0x3c, 0x62, 0x6f, 0x64, 0x79, 0x3e, 0x0a, 0x20, 0x20, 0x3c, 0x64, 0x69,
+ 0x76, 0x20, 0x69, 0x64, 0x3d, 0x22, 0x63, 0x6f, 0x6e, 0x74, 0x61, 0x69,
+ 0x6e, 0x65, 0x72, 0x22, 0x3e, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x3c, 0x69,
+ 0x6e, 0x70, 0x75, 0x74, 0x20, 0x74, 0x79, 0x70, 0x65, 0x3d, 0x22, 0x66,
+ 0x69, 0x6c, 0x65, 0x22, 0x20, 0x69, 0x64, 0x3d, 0x22, 0x66, 0x69, 0x6c,
+ 0x65, 0x49, 0x6e, 0x70, 0x75, 0x74, 0x22, 0x20, 0x61, 0x63, 0x63, 0x65,
+ 0x70, 0x74, 0x3d, 0x22, 0x69, 0x6d, 0x61, 0x67, 0x65, 0x2f, 0x2a, 0x22,
+ 0x20, 0x73, 0x74, 0x79, 0x6c, 0x65, 0x3d, 0x22, 0x64, 0x69, 0x73, 0x70,
+ 0x6c, 0x61, 0x79, 0x3a, 0x20, 0x6e, 0x6f, 0x6e, 0x65, 0x3b, 0x22, 0x3e,
+ 0x3c, 0x2f, 0x64, 0x69, 0x76, 0x3e, 0x0a, 0x20, 0x20, 0x3c, 0x64, 0x69,
+ 0x76, 0x20, 0x69, 0x64, 0x3d, 0x22, 0x70, 0x6f, 0x72, 0x74, 0x61, 0x6c,
+ 0x22, 0x3e, 0x3c, 0x2f, 0x64, 0x69, 0x76, 0x3e, 0x0a, 0x3c, 0x2f, 0x62,
+ 0x6f, 0x64, 0x79, 0x3e, 0x0a, 0x0a, 0x3c, 0x2f, 0x68, 0x74, 0x6d, 0x6c,
+ 0x3e, 0x0a
};
-unsigned int index_html_len = 30401;
+unsigned int index_html_len = 31634;
diff --git a/examples/server/public/index.html b/examples/server/public/index.html
index b70be2035..8620454e5 100644
--- a/examples/server/public/index.html
+++ b/examples/server/public/index.html
@@ -194,6 +194,7 @@
import { llama } from '/completion.js';
import { SchemaConverter } from '/json-schema-to-grammar.mjs';
+ let selected_image = false;
const session = signal({
prompt: "This is a conversation between User and Llama, a friendly chatbot. Llama is helpful, kind, honest, good at writing, and never fails to answer any requests immediately and with precision.",
@@ -222,6 +223,7 @@
grammar: '',
n_probs: 0, // no completion_probabilities,
slot_id: -1,
+ image_data: [],
cache_prompt: true
})
@@ -424,7 +426,7 @@
transcriptUpdate([...session.value.transcript, ["{{user}}", msg]])
- const prompt = template(session.value.template, {
+ let prompt = template(session.value.template, {
message: msg,
history: session.value.transcript.flatMap(
([name, data]) =>
@@ -439,7 +441,9 @@
)
).join("\n"),
});
-
+ if(selected_image) {
+ prompt = `A chat between a curious human and an artificial intelligence assistant. The assistant gives helpful, detailed, and polite answers to the human's questions.\nUSER: [img-10]${msg}\nASSISTANT:`;
+ }
await runLlama(prompt, {
...params.value,
stop: ["", template("{{char}}:"), template("{{user}}:")],
@@ -472,6 +476,24 @@
transcriptUpdate([]);
}
+ const uploadImage = (e) => {
+ e.preventDefault();
+ document.getElementById("fileInput").click();
+ document.getElementById("fileInput").addEventListener("change", function (event) {
+ const selectedFile = event.target.files[0];
+ if (selectedFile) {
+ const reader = new FileReader();
+ reader.onload = function () {
+ const image_data = reader.result;
+ params.value = {...params.value, image_data: [
+ { data: image_data.replace('data:image/png;base64,', ''), id: 10 }] }
+ };
+ selected_image = true;
+ reader.readAsDataURL(selectedFile);
+ }
+ });
+ }
+
function MessageInput() {
const message = useSignal("")
@@ -502,6 +524,7 @@
+
@@ -957,7 +980,8 @@
-
+
+
diff --git a/examples/server/server.cpp b/examples/server/server.cpp
index 11ee2b016..2f8de939a 100644
--- a/examples/server/server.cpp
+++ b/examples/server/server.cpp
@@ -74,7 +74,6 @@ static const std::string base64_chars =
"abcdefghijklmnopqrstuvwxyz"
"0123456789+/";
-
static inline bool is_base64(uint8_t c) {
return (isalnum(c) || (c == '+') || (c == '/'));
}
@@ -273,6 +272,17 @@ static json probs_vector_to_json(const llama_context *ctx, const std::vector images;
#endif
void reset() {
@@ -806,6 +813,91 @@ struct llama_server_context
});
return has_next_token; // continue
}
+#ifdef SERVER_MULTIMODAL_SUPPORT
+ bool processImages(llama_client_slot &slot) {
+ for(slot_image &img : slot.images) {
+ if(!img.request_encode_image) {
+ continue;
+ }
+ clip_image_f32 img_res;
+ if (!clip_image_preprocess(clp_ctx, &img.img_data, &img_res, /*pad2square =*/ true)) {
+ LOG_TEE("Error processing the given image");
+ clip_free(clp_ctx);
+ return false;
+ }
+ img.image_tokens = clip_n_patches(clp_ctx);
+ img.image_embedding = (float *)malloc(clip_embd_nbytes(clp_ctx));
+ if (!img.image_embedding) {
+ LOG_TEE("Unable to allocate memory for image embeddings\n");
+ clip_free(clp_ctx);
+ return false;
+ }
+ LOG_TEE("slot %i - encoding image %i\n", slot.id, img.id);
+ if (!clip_image_encode(clp_ctx, params.n_threads, &img_res, img.image_embedding)) {
+ LOG_TEE("Unable to encode image\n");
+ return false;
+ }
+ img.request_encode_image = false;
+ }
+ return slot.images.size() > 0;
+ }
+
+ // for multiple images processing
+ bool ingestImages(llama_client_slot &slot, int n_batch) {
+ int image_idx = 0;
+ while(image_idx < slot.images.size()) {
+ slot_image img = slot.images[image_idx];
+
+ // process prefix prompt
+ for (int32_t i = 0; i < (int32_t) batch.n_tokens; i += n_batch) {
+ const int32_t n_tokens = std::min(n_batch, (int32_t) (batch.n_tokens - i));
+ llama_batch batch_view = {
+ n_tokens,
+ batch.token + i,
+ nullptr,
+ batch.pos + i,
+ batch.seq_id + i,
+ batch.logits + i,
+ 0, 0, 0, // unused
+ };
+ if (llama_decode(ctx, batch_view)) {
+ LOG_TEE("%s : failed to eval\n", __func__);
+ return false;
+ }
+ }
+
+ // process image with llm
+ for (int i = 0; i < img.image_tokens; i += n_batch) {
+ int n_eval = img.image_tokens - i;
+ if (n_eval > n_batch) {
+ n_eval = n_batch;
+ }
+ llama_batch batch = {int32_t(n_eval), nullptr, (img.image_embedding + i * n_embd), nullptr, nullptr, nullptr, slot.n_past, 1, 0, };
+ if (llama_decode(ctx, batch)) {
+ LOG_TEE("%s : failed to eval image\n", __func__);
+ return false;
+ }
+ slot.n_past += n_eval;
+ }
+ image_idx++;
+
+ // append prefix of next image
+ batch.n_tokens = 0;
+ std::vector append_tokens = tokenize(
+ image_idx >= slot.images.size() ? slot.params.input_suffix : // no more images, then process suffix prompt
+ slot.images[image_idx].prefix_prompt, true); // has next image
+ for (int i = 0; i < append_tokens.size(); ++i) {
+ batch.token [batch.n_tokens] = append_tokens[i];
+ batch.pos [batch.n_tokens] = slot.n_past;
+ batch.seq_id[batch.n_tokens] = slot.id;
+ batch.logits[batch.n_tokens] = false;
+ slot.n_past += 1;
+ batch.n_tokens += 1;
+ }
+ }
+ return true;
+ }
+#endif
bool updateSlots() {
// update the system prompt wait until all slots are idle state
@@ -901,31 +993,6 @@ struct llama_server_context
slot.state = PROCESSING;
slot.command = NONE;
std::vector prompt_tokens;
-#ifdef SERVER_MULTIMODAL_SUPPORT
- bool ingest_image = false;
- if(slot.request_encode_image) {
- ingest_image = true;
- clip_image_f32 img_res;
- if (!clip_image_preprocess(clp_ctx, &slot.img_data, &img_res, /*pad2square =*/ true)) {
- LOG_TEE("Error processing the given image");
- clip_free(clp_ctx);
- return false;
- }
- slot.image_tokens = clip_n_patches(clp_ctx);
- slot.image_embedding = (float *)malloc(clip_embd_nbytes(clp_ctx));
- if (!slot.image_embedding) {
- LOG_TEE("Unable to allocate memory for image embeddings\n");
- clip_free(clp_ctx);
- return false;
- }
- LOG_TEE("slot %i - encoding image\n", slot.id);
- if (!clip_image_encode(clp_ctx, params.n_threads, &img_res, slot.image_embedding)) {
- LOG_TEE("Unable to encode image\n");
- return false;
- }
- slot.request_encode_image = false;
- }
-#endif
slot.t_start_process_prompt = ggml_time_us();
slot.t_start_genereration = 0;
@@ -1003,59 +1070,21 @@ struct llama_server_context
});
#ifdef SERVER_MULTIMODAL_SUPPORT
- std::vector preffix_tokens = ingest_image ? tokenize(slot.params.input_prefix, true) : prompt_tokens;
- for (; slot.n_past < preffix_tokens.size(); ++slot.n_past) {
- batch.token [batch.n_tokens] = preffix_tokens[slot.n_past];
+ bool ingest_images = processImages(slot); // has images?
+
+ // process the prefix of first image
+ std::vector prefix_tokens = ingest_images ? tokenize(slot.images[0].prefix_prompt, true) : prompt_tokens;
+ for (; slot.n_past < prefix_tokens.size(); ++slot.n_past) {
+ batch.token [batch.n_tokens] = prefix_tokens[slot.n_past];
batch.pos [batch.n_tokens] = slot.n_past + num_tokens_system;
batch.seq_id[batch.n_tokens] = slot.id;
batch.logits[batch.n_tokens] = false;
batch.n_tokens += 1;
}
- if(ingest_image) {
- // process preffix prompt
- for (int32_t i = 0; i < (int32_t) batch.n_tokens; i += n_batch) {
- const int32_t n_tokens = std::min(n_batch, (int32_t) (batch.n_tokens - i));
- llama_batch batch_view = {
- n_tokens,
- batch.token + i,
- nullptr,
- batch.pos + i,
- batch.seq_id + i,
- batch.logits + i,
- 0, 0, 0, // unused
- };
- if (llama_decode(ctx, batch_view)) {
- LOG_TEE("%s : failed to eval\n", __func__);
- return false;
- }
- }
-
- // process image
- for (int i = 0; i < slot.image_tokens; i += n_batch) {
- int n_eval = slot.image_tokens - i;
- if (n_eval > n_batch) {
- n_eval = n_batch;
- }
- llama_batch batch = {int32_t(n_eval), nullptr, (slot.image_embedding + i * n_embd), nullptr, nullptr, nullptr, slot.n_past, 1, 0, };
- if (llama_decode(ctx, batch)) {
- LOG_TEE("%s : failed to eval image\n", __func__);
- return false;
- }
- slot.n_past += n_eval;
- }
-
- // process suffix prompt
- batch.n_tokens = 0;
- std::vector suffix_tokens = tokenize(slot.params.input_suffix, true);
- for (int i = 0; i < suffix_tokens.size(); ++i) {
- batch.token [batch.n_tokens] = suffix_tokens[i];
- batch.pos [batch.n_tokens] = slot.n_past;
- batch.seq_id[batch.n_tokens] = slot.id;
- batch.logits[batch.n_tokens] = false;
- slot.n_past += 1;
- batch.n_tokens += 1;
- }
+ if(ingest_images && !ingestImages(slot, n_batch)) {
+ LOG_TEE("failed processing images\n");
+ return false;
}
#else
for (; slot.n_past < prompt_tokens.size(); ++slot.n_past) {
@@ -1111,7 +1140,6 @@ struct llama_server_context
}
for (auto & slot : slots) {
-
if (slot.i_batch < (int) i || slot.i_batch >= (int) (i + n_tokens)) {
continue;
}
@@ -1728,34 +1756,72 @@ static void parse_options_completion(const json &body, llama_client_slot* slot,
return;
}
- std::string data_b64 = json_value(body, "image_data", std::string(""));
- if(!data_b64.empty()) {
- if(!slot->prompt.is_array()) {
- std::string prompt = slot->prompt.get();
- int pos = prompt.find("[(img)]");
- if(pos == std::string::npos) {
- LOG_TEE("Missing image position in prompt\n");
+ const auto &images_data = body.find("image_data");
+ if (images_data != body.end() && images_data->is_array())
+ {
+ slot->images.clear();
+ for (const auto &img : *images_data)
+ {
+ slot_image img_sl;
+ std::string data_b64 = img["data"].get();
+ img_sl.id = img.count("id") != 0 ? img["id"].get() : slot->images.size();
+ int width, height, channels;
+ std::vector image_buffer = base64_decode(data_b64);
+ data_b64.clear();
+ auto data = stbi_load_from_memory(image_buffer.data(), image_buffer.size(), &width, &height, &channels, 3);
+ if(!data) {
+ LOG_TEE("slot %i - failed to load image\n", slot->id);
return;
- } else {
- // reuse infill prompt input
- slot->params.input_prefix = prompt.substr(0, pos);
- slot->params.input_suffix = prompt.substr(pos + 7); // ignore [(img)]
- slot->params.cache_prompt = false; // multimodal doesn't support cache prompt
}
+ LOG_TEE("slot %i - RGB image %i loaded (%i x %i)\n", slot->id, img_sl.id, width, height);
+ img_sl.img_data.nx = width;
+ img_sl.img_data.ny = height;
+ img_sl.img_data.size = width * height * 3;
+ img_sl.img_data.data = new uint8_t[width * height * 3]();
+ memcpy(img_sl.img_data.data, data, width * height * 3);
+ stbi_image_free(data);
+ img_sl.request_encode_image = true;
+ slot->images.push_back(img_sl);
+ }
+ // process prompt
+ // example: system prompt user describe -> [{id: 102, prefix: 'system prompt '}, {id: 103, prefix: ' user '}, {id: 134, prefix: ' describe '}]}
+ if(slot->images.size() > 0 && !slot->prompt.is_array()) {
+ std::string prompt = slot->prompt.get();
+ size_t pos = 0, begin_prefix = 0;
+ std::string pattern = "[img-";
+ while ((pos = prompt.find(pattern, pos)) != std::string::npos) {
+ size_t end_prefix = pos;
+ pos += pattern.length();
+ size_t end_pos = prompt.find("]", pos);
+ if (end_pos != std::string::npos) {
+ std::string image_id = prompt.substr(pos, end_pos - pos);
+ try {
+ int img_id = std::stoi(image_id);
+ bool found = false;
+ for(slot_image &img : slot->images) {
+ if(img.id == img_id) {
+ found = true;
+ img.prefix_prompt = prompt.substr(begin_prefix, end_prefix - begin_prefix);
+ begin_prefix = end_pos + 1;
+ break;
+ }
+ }
+ if(!found) {
+ LOG_TEE("ERROR: Image with id %i not found.\n", img_id);
+ slot->images.clear();
+ return;
+ }
+ } catch (const std::invalid_argument& e) {
+ LOG_TEE("Invalid image number id in prompt\n");
+ slot->images.clear();
+ return;
+ }
+ }
+ }
+ slot->prompt = "";
+ slot->params.input_suffix = prompt.substr(begin_prefix);
+ slot->params.cache_prompt = false; // multimodal doesn't support cache prompt
}
- int width, height, channels;
- std::vector image_buffer = base64_decode(data_b64);
- data_b64.clear();
- // decode base64
- auto data = stbi_load_from_memory(image_buffer.data(), image_buffer.size(), &width, &height, &channels, 3);
- slot->img_data.nx = width;
- slot->img_data.ny = height;
- slot->img_data.size = width * height * 3;
- slot->img_data.data = new uint8_t[slot->img_data.size]();
- memcpy(slot->img_data.data, data, slot->img_data.size);
- stbi_image_free(data);
- LOG_TEE("slot %i - RGB image loaded (%i x %i)\n", slot->id, width, height);
- slot->request_encode_image = true;
}
#endif
}