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
| import type { MCPServerSettingsEntry, MCPResourceContent, MCPResourceInfo } from '$lib/types'; | |
| import { | |
| MCPTransportType, | |
| MCPLogLevel, | |
| UrlProtocol, | |
| MimeTypePrefix, | |
| MimeTypeIncludes, | |
| UriPattern, | |
| MimeTypeText | |
| } from '$lib/enums'; | |
| import { | |
| DEFAULT_MCP_CONFIG, | |
| MCP_SERVER_ID_PREFIX, | |
| IMAGE_FILE_EXTENSION_REGEX, | |
| CODE_FILE_EXTENSION_REGEX, | |
| TEXT_FILE_EXTENSION_REGEX, | |
| PROTOCOL_PREFIX_REGEX, | |
| FILE_EXTENSION_REGEX, | |
| DISPLAY_NAME_SEPARATOR_REGEX, | |
| PATH_SEPARATOR, | |
| RESOURCE_TEXT_CONTENT_SEPARATOR, | |
| DEFAULT_RESOURCE_FILENAME, | |
| MCP_SSE_ENDPOINT, | |
| MCP_SSE_ENDPOINT_SLASH, | |
| MCP_SSE_ENDPOINT_QUERY | |
| } from '$lib/constants'; | |
| import { | |
| Database, | |
| File, | |
| FileText, | |
| Image, | |
| Code, | |
| Info, | |
| AlertTriangle, | |
| XCircle | |
| } from '@lucide/svelte'; | |
| import type { Component } from 'svelte'; | |
| import type { MimeTypeUnion } from '$lib/types/common'; | |
| /** | |
| * Detects the MCP transport type from a URL. | |
| * WebSocket URLs (ws:// or wss://) use 'websocket', others use 'streamable_http'. | |
| */ | |
| export function detectMcpTransportFromUrl(url: string): MCPTransportType { | |
| const normalized = url.trim().toLowerCase(); | |
| if ( | |
| normalized.startsWith(UrlProtocol.WEBSOCKET) || | |
| normalized.startsWith(UrlProtocol.WEBSOCKET_SECURE) | |
| ) { | |
| return MCPTransportType.WEBSOCKET; | |
| } | |
| if ( | |
| normalized.endsWith(MCP_SSE_ENDPOINT) || | |
| normalized.endsWith(MCP_SSE_ENDPOINT_SLASH) || | |
| normalized.includes(MCP_SSE_ENDPOINT_QUERY) | |
| ) { | |
| return MCPTransportType.SSE; | |
| } | |
| return MCPTransportType.STREAMABLE_HTTP; | |
| } | |
| /** | |
| * Parses MCP server settings from a JSON string or array. | |
| * Preserves per-server requestTimeoutSeconds if stored, otherwise falls back to the global default. | |
| * @param rawServers - The raw servers to parse | |
| * @returns An empty array if the input is invalid. | |
| */ | |
| export function parseMcpServerSettings(rawServers: unknown): MCPServerSettingsEntry[] { | |
| if (!rawServers) return []; | |
| let parsed: unknown; | |
| if (typeof rawServers === 'string') { | |
| const trimmed = rawServers.trim(); | |
| if (!trimmed) return []; | |
| try { | |
| parsed = JSON.parse(trimmed); | |
| } catch (error) { | |
| console.warn('[MCP] Failed to parse mcpServers JSON, ignoring value:', error); | |
| return []; | |
| } | |
| } else { | |
| parsed = rawServers; | |
| } | |
| if (!Array.isArray(parsed)) return []; | |
| return parsed.map((entry, index) => { | |
| const url = typeof entry?.url === 'string' ? entry.url.trim() : ''; | |
| const headers = typeof entry?.headers === 'string' ? entry.headers.trim() : undefined; | |
| const id = | |
| typeof (entry as { id?: unknown })?.id === 'string' && (entry as { id?: string }).id?.trim() | |
| ? (entry as { id: string }).id.trim() | |
| : `${MCP_SERVER_ID_PREFIX}-${index + 1}`; | |
| return { | |
| id, | |
| enabled: Boolean((entry as { enabled?: unknown })?.enabled), | |
| url, | |
| name: (entry as { name?: string })?.name, | |
| requestTimeoutSeconds: | |
| (entry as { requestTimeoutSeconds?: number })?.requestTimeoutSeconds ?? | |
| DEFAULT_MCP_CONFIG.requestTimeoutSeconds, | |
| headers: headers || undefined, | |
| useProxy: Boolean((entry as { useProxy?: unknown })?.useProxy) | |
| } satisfies MCPServerSettingsEntry; | |
| }); | |
| } | |
| /** | |
| * Get the appropriate icon component for a log level | |
| * | |
| * @param level - MCP log level | |
| * @returns Lucide icon component | |
| */ | |
| export function getMcpLogLevelIcon(level: MCPLogLevel): Component { | |
| switch (level) { | |
| case MCPLogLevel.ERROR: | |
| return XCircle; | |
| case MCPLogLevel.WARN: | |
| return AlertTriangle; | |
| default: | |
| return Info; | |
| } | |
| } | |
| /** | |
| * Get the appropriate CSS class for a log level | |
| * | |
| * @param level - MCP log level | |
| * @returns Tailwind CSS class string | |
| */ | |
| export function getMcpLogLevelClass(level: MCPLogLevel): string { | |
| switch (level) { | |
| case MCPLogLevel.ERROR: | |
| return 'text-destructive'; | |
| case MCPLogLevel.WARN: | |
| return 'text-yellow-600 dark:text-yellow-500'; | |
| default: | |
| return 'text-muted-foreground'; | |
| } | |
| } | |
| /** | |
| * Check if a MIME type represents an image. | |
| * | |
| * @param mimeType - The MIME type to check | |
| * @returns True if the MIME type starts with 'image/' | |
| */ | |
| export function isImageMimeType(mimeType?: MimeTypeUnion): boolean { | |
| return mimeType?.startsWith(MimeTypePrefix.IMAGE) ?? false; | |
| } | |
| /** | |
| * Parse a resource URI into path segments, stripping the protocol prefix. | |
| * | |
| * @param uri - The resource URI to parse | |
| * @returns Array of non-empty path segments | |
| */ | |
| export function parseResourcePath(uri: string): string[] { | |
| try { | |
| const withoutProtocol = uri.replace(PROTOCOL_PREFIX_REGEX, ''); | |
| return withoutProtocol.split(PATH_SEPARATOR).filter((p) => p.length > 0); | |
| } catch { | |
| return [uri]; | |
| } | |
| } | |
| /** | |
| * Convert a path part into a human-readable display name. | |
| * Strips file extensions and converts kebab-case/snake_case to Title Case. | |
| * | |
| * @param pathPart - The path segment to convert | |
| * @returns Human-readable display name | |
| */ | |
| export function getDisplayName(pathPart: string): string { | |
| const withoutExt = pathPart.replace(FILE_EXTENSION_REGEX, ''); | |
| return withoutExt | |
| .split(DISPLAY_NAME_SEPARATOR_REGEX) | |
| .map((word) => word.charAt(0).toUpperCase() + word.slice(1)) | |
| .join(' '); | |
| } | |
| /** | |
| * Get the display name from a resource, extracting the last path segment from the URI. | |
| * | |
| * @param resource - The MCP resource info | |
| * @returns Display name string | |
| */ | |
| export function getResourceDisplayName(resource: MCPResourceInfo): string { | |
| try { | |
| const parts = parseResourcePath(resource.uri); | |
| return parts[parts.length - 1] || resource.name || resource.uri; | |
| } catch { | |
| return resource.name || resource.uri; | |
| } | |
| } | |
| /** | |
| * Determine if a MIME type and/or URI represents code content. | |
| * | |
| * @param mimeType - Optional MIME type string | |
| * @param uri - Optional URI string | |
| * @returns True if the content is code | |
| */ | |
| export function isCodeResource(mimeType?: MimeTypeUnion, uri?: string): boolean { | |
| const mime = mimeType?.toLowerCase() || ''; | |
| const u = uri?.toLowerCase() || ''; | |
| return ( | |
| mime.includes(MimeTypeIncludes.JSON) || | |
| mime.includes(MimeTypeIncludes.JAVASCRIPT) || | |
| mime.includes(MimeTypeIncludes.TYPESCRIPT) || | |
| CODE_FILE_EXTENSION_REGEX.test(u) | |
| ); | |
| } | |
| /** | |
| * Determine if a MIME type and/or URI represents image content. | |
| * | |
| * @param mimeType - Optional MIME type string | |
| * @param uri - Optional URI string | |
| * @returns True if the content is an image | |
| */ | |
| export function isImageResource(mimeType?: MimeTypeUnion, uri?: string): boolean { | |
| const mime = mimeType?.toLowerCase() || ''; | |
| const u = uri?.toLowerCase() || ''; | |
| return mime.startsWith(MimeTypePrefix.IMAGE) || IMAGE_FILE_EXTENSION_REGEX.test(u); | |
| } | |
| /** | |
| * Get the appropriate Lucide icon component for an MCP resource based on its MIME type and URI. | |
| * | |
| * @param mimeType - Optional MIME type of the resource | |
| * @param uri - Optional URI of the resource | |
| * @returns Lucide icon component | |
| */ | |
| export function getResourceIcon(mimeType?: MimeTypeUnion, uri?: string): Component { | |
| const mime = mimeType?.toLowerCase() || ''; | |
| const u = uri?.toLowerCase() || ''; | |
| if (mime.startsWith(MimeTypePrefix.IMAGE) || IMAGE_FILE_EXTENSION_REGEX.test(u)) { | |
| return Image; | |
| } | |
| if ( | |
| mime.includes(MimeTypeIncludes.JSON) || | |
| mime.includes(MimeTypeIncludes.JAVASCRIPT) || | |
| mime.includes(MimeTypeIncludes.TYPESCRIPT) || | |
| CODE_FILE_EXTENSION_REGEX.test(u) | |
| ) { | |
| return Code; | |
| } | |
| if (mime.includes(MimeTypePrefix.TEXT) || TEXT_FILE_EXTENSION_REGEX.test(u)) { | |
| return FileText; | |
| } | |
| if (u.includes(UriPattern.DATABASE_KEYWORD) || u.includes(UriPattern.DATABASE_SCHEME)) { | |
| return Database; | |
| } | |
| return File; | |
| } | |
| /** | |
| * Extract text content from MCP resource content array. | |
| * | |
| * @param content - Array of MCP resource content items | |
| * @returns Joined text content string | |
| */ | |
| export function getResourceTextContent(content: MCPResourceContent[] | null | undefined): string { | |
| if (!content) return ''; | |
| return content | |
| .filter((c): c is { uri: string; mimeType?: MimeTypeUnion; text: string } => 'text' in c) | |
| .map((c) => c.text) | |
| .join(RESOURCE_TEXT_CONTENT_SEPARATOR); | |
| } | |
| /** | |
| * Extract blob content from MCP resource content array. | |
| * | |
| * @param content - Array of MCP resource content items | |
| * @returns Array of blob content items | |
| */ | |
| export function getResourceBlobContent( | |
| content: MCPResourceContent[] | null | undefined | |
| ): Array<{ uri: string; mimeType?: MimeTypeUnion; blob: string }> { | |
| if (!content) return []; | |
| return content.filter( | |
| (c): c is { uri: string; mimeType?: MimeTypeUnion; blob: string } => 'blob' in c | |
| ); | |
| } | |
| /** | |
| * Trigger a file download from text content. | |
| * | |
| * @param text - The text content to download | |
| * @param mimeType - MIME type for the blob | |
| * @param filename - Suggested filename | |
| */ | |
| export function downloadResourceContent( | |
| text: string, | |
| mimeType: MimeTypeUnion = MimeTypeText.PLAIN, | |
| filename: string = DEFAULT_RESOURCE_FILENAME | |
| ): void { | |
| const blob = new Blob([text], { type: mimeType }); | |
| const url = URL.createObjectURL(blob); | |
| const a = document.createElement('a'); | |
| a.href = url; | |
| a.download = filename; | |
| document.body.appendChild(a); | |
| a.click(); | |
| document.body.removeChild(a); | |
| URL.revokeObjectURL(url); | |
| } | |