4using System.Collections.Generic;
6using System.Threading.Tasks;
20 public string filename;
23 public string chatTemplate;
25 public bool embeddingOnly;
26 public int embeddingLength;
27 public bool includeInBuild;
28 public int contextLength;
30 static List<string> embeddingOnlyArchs =
new List<string> {
"bert",
"nomic-bert",
"jina-bert-v2",
"t5",
"t5encoder"};
41 if (File.Exists(assetPath) &&
LLMUnitySetup.IsSubPath(assetPath, basePath))
45 return Path.GetFileName(path);
55 public ModelEntry(
string path,
bool lora =
false,
string label =
null,
string url =
null)
58 this.label = label ==
null ? Path.GetFileName(filename) : label;
62 includeInBuild =
true;
65 embeddingOnly =
false;
73 contextLength = reader.
GetIntField($
"{arch}.context_length");
74 embeddingLength = reader.
GetIntField($
"{arch}.embedding_length");
76 embeddingOnly = embeddingOnlyArchs.Contains(arch);
89 entry.path = entry.filename;
96 public class LLMManagerStore
98 public bool downloadOnStart;
99 public List<ModelEntry> modelEntries;
103 [DefaultExecutionOrder(-2)]
110 public static bool downloadOnStart =
false;
111 public static List<ModelEntry> modelEntries =
new List<ModelEntry>();
112 static List<LLM> llms =
new List<LLM>();
114 public static float downloadProgress = 1;
115 public static List<Callback<float>> downloadProgressCallbacks =
new List<Callback<float>>();
116 static Task<bool> SetupTask;
117 static readonly
object lockObject =
new object();
118 static long totalSize;
119 static long currFileSize;
120 static long completedSize;
128 downloadProgress = (completedSize + progress * currFileSize) / totalSize;
129 foreach (Callback<float> downloadProgressCallback
in downloadProgressCallbacks) downloadProgressCallback?.Invoke(downloadProgress);
140 if (SetupTask ==
null) SetupTask =
SetupOnce();
154 List<StringPair> downloads =
new List<StringPair>();
155 foreach (
ModelEntry modelEntry
in modelEntries)
157 string target =
LLMUnitySetup.GetAssetPath(modelEntry.filename);
158 if (File.Exists(target))
continue;
160 if (!downloadOnStart ||
string.IsNullOrEmpty(modelEntry.url))
163 if (!File.Exists(target))
LLMUnitySetup.LogError($
"Model {modelEntry.filename} could not be found!");
167 downloads.Add(
new StringPair {source = modelEntry.url, target = target});
170 if (downloads.Count == 0)
return true;
174 downloadProgress = 0;
179 Dictionary<string, long> fileSizes =
new Dictionary<string, long>();
180 foreach (StringPair pair
in downloads)
182 long size = client.GetURLFileSize(pair.source);
183 fileSizes[pair.source] = size;
187 foreach (StringPair pair
in downloads)
189 currFileSize = fileSizes[pair.source];
191 await
LLMUnitySetup.AndroidExtractFile(Path.GetFileName(pair.target));
192 completedSize += currFileSize;
195 completedSize = totalSize;
200 LLMUnitySetup.LogError($
"Error downloading the models: {ex.Message}");
211 public static void SetTemplate(
string filename,
string chatTemplate)
223 if (entry ==
null)
return;
224 entry.chatTemplate = chatTemplate;
225 foreach (
LLM llm
in llms)
227 if (llm !=
null && llm.
model == entry.filename) llm.
SetTemplate(chatTemplate);
241 string filename = Path.GetFileName(path);
245 if (entry.filename == filename || entry.path == fullPath)
return entry;
258 if (entry ==
null)
return "";
271 public static int Num(
bool lora)
276 if (entry.lora == lora) num++;
324 downloadOnStart = store.downloadOnStart;
325 modelEntries = store.modelEntries;
329 static string LLMManagerPref =
"LLMManager";
331 [HideInInspector]
public static float modelProgress = 1;
332 [HideInInspector]
public static float loraProgress = 1;
334 [InitializeOnLoadMethod]
335 static void InitializeOnLoad()
347 int indexToInsert = modelEntries.Count;
350 if (modelEntries.Count > 0 && modelEntries[0].lora) indexToInsert = 0;
353 for (
int i = modelEntries.Count - 1; i >= 0; i--)
355 if (!modelEntries[i].lora)
357 indexToInsert = i + 1;
363 modelEntries.Insert(indexToInsert, entry);
365 return entry.filename;
376 public static string AddEntry(
string path,
bool lora =
false,
string label =
null,
string url =
null)
389 public static async Task<string>
Download(
string url,
bool lora =
false,
bool log =
false,
string label =
null)
393 if (entry.url == url)
395 if (log)
LLMUnitySetup.Log($
"Found existing entry for {url}");
396 return entry.filename;
400 string modelName = Path.GetFileName(url).Split(
"?")[0];
402 if (entryPath !=
null)
404 if (log)
LLMUnitySetup.Log($
"Found existing entry for {modelName}");
405 return entryPath.filename;
409 float preModelProgress = modelProgress;
410 float preLoraProgress = loraProgress;
426 modelProgress = preModelProgress;
427 loraProgress = preLoraProgress;
428 LLMUnitySetup.LogError($
"Error downloading the model from URL '{url}': " + ex.Message);
431 return AddEntry(modelPath, lora, label, url);
442 public static string Load(
string path,
bool lora =
false,
bool log =
false,
string label =
null)
447 if (log)
LLMUnitySetup.Log($
"Found existing entry for {entry.filename}");
448 return entry.filename;
460 public static async Task<string>
DownloadModel(
string url,
bool log =
false,
string label =
null)
462 return await
Download(url,
false, log, label);
472 public static async Task<string>
DownloadLora(
string url,
bool log =
false,
string label =
null)
474 return await
Download(url,
true, log, label);
484 public static string LoadModel(
string path,
bool log =
false,
string label =
null)
486 return Load(path,
false, log, label);
496 public static string LoadLora(
string path,
bool log =
false,
string label =
null)
498 return Load(path,
true, log, label);
506 public static void SetURL(
string filename,
string url)
518 if (entry ==
null)
return;
540 if (entry ==
null)
return;
541 entry.includeInBuild = includeInBuild;
551 downloadOnStart = value;
557 if (entry.url ==
null || entry.url ==
"") warn =
true;
559 if (warn)
LLMUnitySetup.LogWarning(
"Some models do not have a URL and will be copied in the build. To resolve this fill in the URL field in the expanded view of the LLM Model list.");
568 public static void Remove(
string filename)
579 if (entry ==
null)
return;
580 modelEntries.Remove(entry);
582 foreach (
LLM llm
in llms)
584 if (!entry.lora && llm.
model == entry.filename) llm.model =
"";
585 else if (entry.lora) llm.
RemoveLora(entry.filename);
595 modelProgress = progress;
604 loraProgress = progress;
612 string json = JsonUtility.ToJson(
new LLMManagerStore { modelEntries = modelEntries, downloadOnStart = downloadOnStart },
true);
613 PlayerPrefs.SetString(LLMManagerPref, json);
622 string pref = PlayerPrefs.GetString(LLMManagerPref);
623 if (pref ==
null || pref ==
"")
return;
624 LLMManagerStore store = JsonUtility.FromJson<LLMManagerStore>(pref);
625 downloadOnStart = store.downloadOnStart;
626 modelEntries = store.modelEntries;
634 List<ModelEntry> modelEntriesBuild =
new List<ModelEntry>();
635 foreach (
ModelEntry modelEntry
in modelEntries)
637 if (!modelEntry.includeInBuild)
continue;
640 string json = JsonUtility.ToJson(
new LLMManagerStore { modelEntries = modelEntriesBuild, downloadOnStart = downloadOnStart },
true);
648 public static void Build(ActionCallback copyCallback)
652 foreach (
ModelEntry modelEntry
in modelEntries)
654 string target =
LLMUnitySetup.GetAssetPath(modelEntry.filename);
655 if (!modelEntry.includeInBuild || File.Exists(target))
continue;
656 if (!downloadOnStart ||
string.IsNullOrEmpty(modelEntry.url)) copyCallback(modelEntry.path, target);
Class implementing the skeleton of a chat template.
static string FromGGUF(string path)
Determines the chat template name from a GGUF file. It reads the GGUF file and then determines the ch...
Class implementing the GGUF reader.
int GetIntField(string key)
Allows to retrieve an integer GGUF field.
string GetStringField(string key)
Allows to retrieve a string GGUF field.
Class implementing the LLM model manager.
static void SetTemplate(ModelEntry entry, string chatTemplate)
Sets the chat template for a model and distributes it to all LLMs using it.
static void SaveToDisk()
Saves the model manager to disk for the build.
static void SetIncludeInBuild(ModelEntry entry, bool includeInBuild)
Sets whether to include a model to the build.
static void SetLoraProgress(float progress)
Sets the LORA download progress.
static void Unregister(LLM llm)
Removes a LLM from the model manager.
static async Task< string > Download(string url, bool lora=false, bool log=false, string label=null)
Downloads a model and adds a model entry to the model manager.
static string GetAssetPath(string filename)
Gets the asset path based on whether the application runs locally in the editor or in a build.
static int NumModels()
Returns the number of LLM models.
static ModelEntry Get(string path)
Gets the model entry for a model path.
static Task< bool > Setup()
Setup of the models.
static int Num(bool lora)
Returns the number of LLM/LORA models.
static void Register(LLM llm)
Registers a LLM to the model manager.
static void SetURL(string filename, string url)
Sets the URL for a model.
static void SetModelProgress(float progress)
Sets the LLM download progress.
static void Build(ActionCallback copyCallback)
Saves the model manager to disk along with models that are not (or can't) be downloaded for the build...
static void Save()
Serialises and saves the model manager.
static string AddEntry(string path, bool lora=false, string label=null, string url=null)
Creates and adds a model entry to the model manager.
static void Load()
Deserialises and loads the model manager.
static void SetDownloadOnStart(bool value)
Sets whether to download files on start.
static void SetIncludeInBuild(string filename, bool includeInBuild)
Sets whether to include a model to the build.
static int NumLoras()
Returns the number of LORA models.
static async Task< string > DownloadModel(string url, bool log=false, string label=null)
Downloads a LLM model from disk and adds a model entry to the model manager.
static string LoadModel(string path, bool log=false, string label=null)
Loads a LLM model from disk and adds a model entry to the model manager.
static void SetTemplate(string filename, string chatTemplate)
Sets the chat template for a model and distributes it to all LLMs using it.
static void Remove(string filename)
Removes a model from the model manager.
static void LoadFromDisk()
Loads the model manager from a file.
static void SetDownloadProgress(float progress)
Sets the model download progress in all registered callbacks.
static string Load(string path, bool lora=false, bool log=false, string label=null)
Loads a model from disk and adds a model entry to the model manager.
static string AddEntry(ModelEntry entry)
Adds a model entry to the model manager.
static async Task< bool > SetupOnce()
Task performing the setup of the models.
static async Task< string > DownloadLora(string url, bool log=false, string label=null)
Downloads a Lora model from disk and adds a model entry to the model manager.
static void Remove(ModelEntry entry)
Removes a model from the model manager.
static string LoadLora(string path, bool log=false, string label=null)
Loads a LORA model from disk and adds a model entry to the model manager.
static void SetURL(ModelEntry entry, string url)
Sets the URL for a model.
Class implementing helper functions for setup and process management.
static string LLMManagerPath
Path of file with build information for runtime.
static string modelDownloadPath
Model download path.
Class implementing the LLM server.
void RemoveLora(string path)
Allows to remove a LORA model from the LLM. Models supported are in .gguf format.
string model
the LLM model to use. Models with .gguf format are allowed.
void SetTemplate(string templateName, bool setDirty=true)
Set the chat template for the LLM.
Class implementing a LLM model entry.
ModelEntry(string path, bool lora=false, string label=null, string url=null)
Constructs a LLM model entry.
static string GetFilenameOrRelativeAssetPath(string path)
Returns the relative asset path if it is in the AssetPath folder (StreamingAssets or persistentPath),...
ModelEntry OnlyRequiredFields()
Returns only the required fields for bundling the model in the build.
Class implementing a resumable Web client.