Safetensors
GGUF
Turkish
llama
Llama-3
instruct
finetune
chatml
gpt4
synthetic data
distillation
function calling
json mode
axolotl
roleplaying
chat
Instructions to use tda45/TdAI with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- llama-cpp-python
How to use tda45/TdAI with llama-cpp-python:
# !pip install llama-cpp-python from llama_cpp import Llama llm = Llama.from_pretrained( repo_id="tda45/TdAI", filename="llama.cpp/models/ggml-vocab-aquila.gguf", )
output = llm( "Once upon a time,", max_tokens=512, echo=True ) print(output)
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- llama.cpp
How to use tda45/TdAI with llama.cpp:
Install (macOS, Linux)
curl -LsSf https://llama.app/install.sh | sh # Start a local OpenAI-compatible server with a web UI: llama serve -hf tda45/TdAI # Run inference directly in the terminal: llama cli -hf tda45/TdAI
Install from WinGet (Windows)
winget install llama.cpp # Start a local OpenAI-compatible server with a web UI: llama serve -hf tda45/TdAI # Run inference directly in the terminal: llama cli -hf tda45/TdAI
Use pre-built binary
# Download pre-built binary from: # https://github.com/ggerganov/llama.cpp/releases # Start a local OpenAI-compatible server with a web UI: ./llama-server -hf tda45/TdAI # Run inference directly in the terminal: ./llama-cli -hf tda45/TdAI
Build from source code
git clone https://github.com/ggerganov/llama.cpp.git cd llama.cpp cmake -B build cmake --build build -j --target llama-server llama-cli # Start a local OpenAI-compatible server with a web UI: ./build/bin/llama-server -hf tda45/TdAI # Run inference directly in the terminal: ./build/bin/llama-cli -hf tda45/TdAI
Use Docker
docker model run hf.co/tda45/TdAI
- LM Studio
- Jan
- Ollama
How to use tda45/TdAI with Ollama:
ollama run hf.co/tda45/TdAI
- Unsloth Studio
How to use tda45/TdAI with Unsloth Studio:
Install Unsloth Studio (macOS, Linux, WSL)
curl -fsSL https://unsloth.ai/install.sh | sh # Run unsloth studio unsloth studio -H 0.0.0.0 -p 8888 # Then open http://localhost:8888 in your browser # Search for tda45/TdAI to start chatting
Install Unsloth Studio (Windows)
irm https://unsloth.ai/install.ps1 | iex # Run unsloth studio unsloth studio -H 0.0.0.0 -p 8888 # Then open http://localhost:8888 in your browser # Search for tda45/TdAI to start chatting
Using HuggingFace Spaces for Unsloth
# No setup required # Open https://huggingface.co/spaces/unsloth/studio in your browser # Search for tda45/TdAI to start chatting
- Atomic Chat new
- Docker Model Runner
How to use tda45/TdAI with Docker Model Runner:
docker model run hf.co/tda45/TdAI
- Lemonade
How to use tda45/TdAI with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull tda45/TdAI
Run and chat with the model
lemonade run user.TdAI-{{QUANT_TAG}}List all available models
lemonade list
| /** | |
| * mcpResourceStore - Reactive State Store for MCP Resources | |
| * | |
| * Manages MCP protocol resources: | |
| * - Resource discovery and listing per server | |
| * - Resource content caching | |
| * - Resource subscriptions | |
| * - Resource attachments for chat context | |
| * | |
| * @see MCP Protocol Specification: https://modelcontextprotocol.io/specification/2025-06-18/server/resources | |
| */ | |
| import { SvelteMap } from 'svelte/reactivity'; | |
| import { AttachmentType } from '$lib/enums'; | |
| import { | |
| MCP_RESOURCE_ATTACHMENT_ID_PREFIX, | |
| MCP_RESOURCE_CACHE_MAX_ENTRIES, | |
| MCP_RESOURCE_CACHE_TTL_MS, | |
| NEWLINE_SEPARATOR, | |
| RESOURCE_UNKNOWN_TYPE, | |
| BINARY_CONTENT_LABEL | |
| } from '$lib/constants'; | |
| import { normalizeResourceUri } from '$lib/utils'; | |
| import type { | |
| MCPResource, | |
| MCPResourceTemplate, | |
| MCPResourceContent, | |
| MCPResourceInfo, | |
| MCPResourceTemplateInfo, | |
| MCPCachedResource, | |
| MCPResourceAttachment, | |
| MCPResourceSubscription, | |
| MCPServerResources, | |
| DatabaseMessageExtraMcpResource | |
| } from '$lib/types'; | |
| function generateAttachmentId(): string { | |
| return `${MCP_RESOURCE_ATTACHMENT_ID_PREFIX}-${Date.now()}-${Math.random().toString(36).substring(2, 9)}`; | |
| } | |
| class MCPResourceStore { | |
| private _serverResources = $state<SvelteMap<string, MCPServerResources>>(new SvelteMap()); | |
| private _cachedResources = $state<SvelteMap<string, MCPCachedResource>>(new SvelteMap()); | |
| private _subscriptions = $state<SvelteMap<string, MCPResourceSubscription>>(new SvelteMap()); | |
| private _attachments = $state<MCPResourceAttachment[]>([]); | |
| private _isLoading = $state(false); | |
| get serverResources(): Map<string, MCPServerResources> { | |
| return this._serverResources; | |
| } | |
| get cachedResources(): Map<string, MCPCachedResource> { | |
| return this._cachedResources; | |
| } | |
| get subscriptions(): Map<string, MCPResourceSubscription> { | |
| return this._subscriptions; | |
| } | |
| get attachments(): MCPResourceAttachment[] { | |
| return this._attachments; | |
| } | |
| get isLoading(): boolean { | |
| return this._isLoading; | |
| } | |
| get totalResourceCount(): number { | |
| let count = 0; | |
| for (const serverRes of this._serverResources.values()) { | |
| count += serverRes.resources.length; | |
| } | |
| return count; | |
| } | |
| get totalTemplateCount(): number { | |
| let count = 0; | |
| for (const serverRes of this._serverResources.values()) { | |
| count += serverRes.templates.length; | |
| } | |
| return count; | |
| } | |
| get attachmentCount(): number { | |
| return this._attachments.length; | |
| } | |
| get hasAttachments(): boolean { | |
| return this._attachments.length > 0; | |
| } | |
| /** | |
| * | |
| * | |
| * Server Resources Management | |
| * | |
| * | |
| */ | |
| /** | |
| * Set resources for a server (called after listResources) | |
| */ | |
| setServerResources( | |
| serverName: string, | |
| resources: MCPResource[], | |
| templates: MCPResourceTemplate[] | |
| ): void { | |
| this._serverResources.set(serverName, { | |
| serverName, | |
| resources, | |
| templates, | |
| lastFetched: new Date(), | |
| loading: false, | |
| error: undefined | |
| }); | |
| console.log( | |
| `[MCPResources][${serverName}] Set ${resources.length} resources, ${templates.length} templates` | |
| ); | |
| } | |
| /** | |
| * Set loading state for a server's resources | |
| */ | |
| setServerLoading(serverName: string, loading: boolean): void { | |
| const existing = this._serverResources.get(serverName); | |
| if (existing) { | |
| this._serverResources.set(serverName, { ...existing, loading }); | |
| } else { | |
| this._serverResources.set(serverName, { | |
| serverName, | |
| resources: [], | |
| templates: [], | |
| loading, | |
| error: undefined | |
| }); | |
| } | |
| } | |
| /** | |
| * Set error state for a server's resources | |
| */ | |
| setServerError(serverName: string, error: string): void { | |
| const existing = this._serverResources.get(serverName); | |
| if (existing) { | |
| this._serverResources.set(serverName, { ...existing, loading: false, error }); | |
| } else { | |
| this._serverResources.set(serverName, { | |
| serverName, | |
| resources: [], | |
| templates: [], | |
| loading: false, | |
| error | |
| }); | |
| } | |
| } | |
| /** | |
| * Get resources for a specific server | |
| */ | |
| getServerResources(serverName: string): MCPServerResources | undefined { | |
| return this._serverResources.get(serverName); | |
| } | |
| /** | |
| * Get all resources as MCPResourceInfo array (flattened with server names) | |
| */ | |
| getAllResourceInfos(): MCPResourceInfo[] { | |
| const result: MCPResourceInfo[] = []; | |
| for (const [serverName, serverRes] of this._serverResources) { | |
| for (const resource of serverRes.resources) { | |
| result.push({ | |
| uri: resource.uri, | |
| name: resource.name, | |
| title: resource.title, | |
| description: resource.description, | |
| mimeType: resource.mimeType, | |
| serverName, | |
| annotations: resource.annotations, | |
| icons: resource.icons | |
| }); | |
| } | |
| } | |
| return result; | |
| } | |
| /** | |
| * Get all templates as MCPResourceTemplateInfo array (flattened with server names) | |
| */ | |
| getAllTemplateInfos(): MCPResourceTemplateInfo[] { | |
| const result: MCPResourceTemplateInfo[] = []; | |
| for (const [serverName, serverRes] of this._serverResources) { | |
| for (const template of serverRes.templates) { | |
| result.push({ | |
| uriTemplate: template.uriTemplate, | |
| name: template.name, | |
| title: template.title, | |
| description: template.description, | |
| mimeType: template.mimeType, | |
| serverName, | |
| annotations: template.annotations, | |
| icons: template.icons | |
| }); | |
| } | |
| } | |
| return result; | |
| } | |
| /** | |
| * Clear resources for a server (e.g., when disconnected) | |
| */ | |
| clearServerResources(serverName: string): void { | |
| this._serverResources.delete(serverName); | |
| // Also clear cached content for this server's resources | |
| for (const [uri, cached] of this._cachedResources) { | |
| if (cached.resource.serverName === serverName) { | |
| this._cachedResources.delete(uri); | |
| } | |
| } | |
| // Clear subscriptions for this server | |
| for (const [uri, sub] of this._subscriptions) { | |
| if (sub.serverName === serverName) { | |
| this._subscriptions.delete(uri); | |
| } | |
| } | |
| console.log(`[MCPResources][${serverName}] Cleared all resources`); | |
| } | |
| /** | |
| * | |
| * | |
| * Resource Content Caching | |
| * | |
| * | |
| */ | |
| /** | |
| * Cache resource content after reading | |
| */ | |
| cacheResourceContent(resource: MCPResourceInfo, content: MCPResourceContent[]): void { | |
| // Enforce cache size limit | |
| if (this._cachedResources.size >= MCP_RESOURCE_CACHE_MAX_ENTRIES) { | |
| // Remove oldest entry | |
| const oldestKey = this._cachedResources.keys().next().value; | |
| if (oldestKey) { | |
| this._cachedResources.delete(oldestKey); | |
| } | |
| } | |
| this._cachedResources.set(resource.uri, { | |
| resource, | |
| content, | |
| fetchedAt: new Date(), | |
| subscribed: this._subscriptions.has(resource.uri) | |
| }); | |
| console.log(`[MCPResources] Cached content for: ${resource.uri}`); | |
| } | |
| /** | |
| * Get cached content for a resource | |
| */ | |
| getCachedContent(uri: string): MCPCachedResource | undefined { | |
| const cached = this._cachedResources.get(uri); | |
| if (!cached) return undefined; | |
| // Check if cache is still valid | |
| const age = Date.now() - cached.fetchedAt.getTime(); | |
| if (age > MCP_RESOURCE_CACHE_TTL_MS && !cached.subscribed) { | |
| // Cache expired and not subscribed, remove it | |
| this._cachedResources.delete(uri); | |
| return undefined; | |
| } | |
| return cached; | |
| } | |
| /** | |
| * Invalidate cached content for a resource (e.g., on update notification) | |
| */ | |
| invalidateCache(uri: string): void { | |
| this._cachedResources.delete(uri); | |
| console.log(`[MCPResources] Invalidated cache for: ${uri}`); | |
| } | |
| /** | |
| * Clear all cached content | |
| */ | |
| clearCache(): void { | |
| this._cachedResources.clear(); | |
| console.log(`[MCPResources] Cleared all cached content`); | |
| } | |
| /** | |
| * | |
| * | |
| * Subscriptions | |
| * | |
| * | |
| */ | |
| /** | |
| * Register a subscription for a resource | |
| */ | |
| addSubscription(uri: string, serverName: string): void { | |
| this._subscriptions.set(uri, { | |
| uri, | |
| serverName, | |
| subscribedAt: new Date() | |
| }); | |
| // Update cached resource if exists | |
| const cached = this._cachedResources.get(uri); | |
| if (cached) { | |
| this._cachedResources.set(uri, { ...cached, subscribed: true }); | |
| } | |
| console.log(`[MCPResources] Added subscription: ${uri}`); | |
| } | |
| /** | |
| * Remove a subscription for a resource | |
| */ | |
| removeSubscription(uri: string): void { | |
| this._subscriptions.delete(uri); | |
| // Update cached resource if exists | |
| const cached = this._cachedResources.get(uri); | |
| if (cached) { | |
| this._cachedResources.set(uri, { ...cached, subscribed: false }); | |
| } | |
| console.log(`[MCPResources] Removed subscription: ${uri}`); | |
| } | |
| /** | |
| * Check if a resource is subscribed | |
| */ | |
| isSubscribed(uri: string): boolean { | |
| return this._subscriptions.has(uri); | |
| } | |
| /** | |
| * Handle resource update notification | |
| */ | |
| handleResourceUpdate(uri: string): void { | |
| // Invalidate cache so next read gets fresh content | |
| this.invalidateCache(uri); | |
| // Update subscription last update time | |
| const sub = this._subscriptions.get(uri); | |
| if (sub) { | |
| this._subscriptions.set(uri, { ...sub, lastUpdate: new Date() }); | |
| } | |
| console.log(`[MCPResources] Resource updated: ${uri}`); | |
| } | |
| /** | |
| * Handle resources list changed notification | |
| */ | |
| handleResourcesListChanged(serverName: string): void { | |
| // Mark server resources as needing refresh | |
| const existing = this._serverResources.get(serverName); | |
| if (existing) { | |
| this._serverResources.set(serverName, { | |
| ...existing, | |
| lastFetched: undefined // Mark as stale | |
| }); | |
| } | |
| console.log(`[MCPResources][${serverName}] Resources list changed, needs refresh`); | |
| } | |
| /** | |
| * | |
| * | |
| * Attachments (for chat context) | |
| * | |
| * | |
| */ | |
| /** | |
| * Add a resource attachment to the current chat context | |
| */ | |
| addAttachment(resource: MCPResourceInfo): MCPResourceAttachment { | |
| const attachment: MCPResourceAttachment = { | |
| id: generateAttachmentId(), | |
| resource, | |
| loading: true | |
| }; | |
| this._attachments = [...this._attachments, attachment]; | |
| console.log(`[MCPResources] Added attachment: ${resource.uri}`); | |
| return attachment; | |
| } | |
| /** | |
| * Update attachment with fetched content | |
| */ | |
| updateAttachmentContent(attachmentId: string, content: MCPResourceContent[]): void { | |
| this._attachments = this._attachments.map((att) => | |
| att.id === attachmentId ? { ...att, content, loading: false, error: undefined } : att | |
| ); | |
| } | |
| /** | |
| * Update attachment with error | |
| */ | |
| updateAttachmentError(attachmentId: string, error: string): void { | |
| this._attachments = this._attachments.map((att) => | |
| att.id === attachmentId ? { ...att, loading: false, error } : att | |
| ); | |
| } | |
| /** | |
| * Remove an attachment | |
| */ | |
| removeAttachment(attachmentId: string): void { | |
| this._attachments = this._attachments.filter((att) => att.id !== attachmentId); | |
| console.log(`[MCPResources] Removed attachment: ${attachmentId}`); | |
| } | |
| /** | |
| * Clear all attachments | |
| */ | |
| clearAttachments(): void { | |
| this._attachments = []; | |
| console.log(`[MCPResources] Cleared all attachments`); | |
| } | |
| /** | |
| * Get attachment by ID | |
| */ | |
| getAttachment(attachmentId: string): MCPResourceAttachment | undefined { | |
| return this._attachments.find((att) => att.id === attachmentId); | |
| } | |
| /** | |
| * Check if a resource is already attached | |
| */ | |
| isAttached(uri: string): boolean { | |
| const normalizedUri = normalizeResourceUri(uri); | |
| return this._attachments.some( | |
| (att) => att.resource.uri === uri || normalizeResourceUri(att.resource.uri) === normalizedUri | |
| ); | |
| } | |
| /** | |
| * | |
| * | |
| * Utility Methods | |
| * | |
| * | |
| */ | |
| /** | |
| * Set global loading state | |
| */ | |
| setLoading(loading: boolean): void { | |
| this._isLoading = loading; | |
| } | |
| /** | |
| * Find resource info by URI across all servers | |
| */ | |
| findResourceByUri(uri: string): MCPResourceInfo | undefined { | |
| const normalizedUri = normalizeResourceUri(uri); | |
| for (const [serverName, serverRes] of this._serverResources) { | |
| const resource = | |
| serverRes.resources.find((r) => r.uri === uri) ?? | |
| serverRes.resources.find((r) => normalizeResourceUri(r.uri) === normalizedUri); | |
| if (resource) { | |
| return { | |
| uri: resource.uri, | |
| name: resource.name, | |
| title: resource.title, | |
| description: resource.description, | |
| mimeType: resource.mimeType, | |
| serverName, | |
| annotations: resource.annotations, | |
| icons: resource.icons | |
| }; | |
| } | |
| } | |
| return undefined; | |
| } | |
| /** | |
| * Find server name for a resource URI | |
| */ | |
| findServerForUri(uri: string): string | undefined { | |
| for (const [serverName, serverRes] of this._serverResources) { | |
| if (serverRes.resources.some((r) => r.uri === uri)) { | |
| return serverName; | |
| } | |
| } | |
| return undefined; | |
| } | |
| /** | |
| * Clear all state (e.g., on full reset) | |
| */ | |
| clear(): void { | |
| this._serverResources.clear(); | |
| this._cachedResources.clear(); | |
| this._subscriptions.clear(); | |
| this._attachments = []; | |
| this._isLoading = false; | |
| console.log(`[MCPResources] Cleared all state`); | |
| } | |
| /** | |
| * Get resource content as text for chat context | |
| * Formats content for inclusion in LLM prompts | |
| */ | |
| formatAttachmentsForContext(): string { | |
| if (this._attachments.length === 0) return ''; | |
| const parts: string[] = []; | |
| for (const attachment of this._attachments) { | |
| if (attachment.error) continue; | |
| if (!attachment.content || attachment.content.length === 0) continue; | |
| const resourceName = attachment.resource.title || attachment.resource.name; | |
| const serverName = attachment.resource.serverName; | |
| for (const content of attachment.content) { | |
| if ('text' in content && content.text) { | |
| parts.push(`\n\n--- Resource: ${resourceName} (from ${serverName}) ---\n${content.text}`); | |
| } else if ('blob' in content && content.blob) { | |
| // For binary content, just note it exists | |
| parts.push( | |
| `\n\n--- Resource: ${resourceName} (from ${serverName}) ---\n[${BINARY_CONTENT_LABEL}: ${content.mimeType || RESOURCE_UNKNOWN_TYPE}]` | |
| ); | |
| } | |
| } | |
| } | |
| return parts.join(''); | |
| } | |
| /** | |
| * Convert current resource attachments to DatabaseMessageExtra[] for persisting with a message. | |
| * Each attachment becomes a DatabaseMessageExtraMcpResource stored on the user message. | |
| */ | |
| toMessageExtras(): DatabaseMessageExtraMcpResource[] { | |
| const extras: DatabaseMessageExtraMcpResource[] = []; | |
| for (const attachment of this._attachments) { | |
| if (attachment.error) continue; | |
| if (!attachment.content || attachment.content.length === 0) continue; | |
| const resourceName = attachment.resource.title || attachment.resource.name; | |
| const contentParts: string[] = []; | |
| for (const content of attachment.content) { | |
| if ('text' in content && content.text) { | |
| contentParts.push(content.text); | |
| } else if ('blob' in content && content.blob) { | |
| contentParts.push( | |
| `[${BINARY_CONTENT_LABEL}: ${content.mimeType || RESOURCE_UNKNOWN_TYPE}]` | |
| ); | |
| } | |
| } | |
| if (contentParts.length > 0) { | |
| extras.push({ | |
| type: AttachmentType.MCP_RESOURCE, | |
| name: resourceName, | |
| uri: attachment.resource.uri, | |
| serverName: attachment.resource.serverName, | |
| content: contentParts.join(NEWLINE_SEPARATOR), | |
| mimeType: attachment.resource.mimeType | |
| }); | |
| } | |
| } | |
| return extras; | |
| } | |
| } | |
| export const mcpResourceStore = new MCPResourceStore(); | |
| // Export convenience functions | |
| export const mcpResources = () => mcpResourceStore.serverResources; | |
| export const mcpResourceAttachments = () => mcpResourceStore.attachments; | |
| export const mcpResourceAttachmentCount = () => mcpResourceStore.attachmentCount; | |
| export const mcpHasResourceAttachments = () => mcpResourceStore.hasAttachments; | |
| export const mcpTotalResourceCount = () => mcpResourceStore.totalResourceCount; | |
| export const mcpResourcesLoading = () => mcpResourceStore.isLoading; | |