Instructions to use tda45/TdAI with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

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

TdAI / llama.cpp /tools /ui /src /lib /constants /latex-protection.ts

tda45

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	/**
	* Matches common Markdown code blocks to exclude them from further processing (e.g. LaTeX).
	* - Fenced: ```...```
	* - Inline: `...` (does NOT support nested backticks or multi-backtick syntax)
	*
	* Note: This pattern does not handle advanced cases like:
	* `` `code with `backticks` `` or \\``...\\``
	*/
	export const CODE_BLOCK_REGEXP = /(```[\s\S]*?```\|`[^`\n]+`)/g;

	/**
	* Matches LaTeX math delimiters $...$ and \[...\] only when not preceded by a backslash (i.e., not escaped),
	* while also capturing code blocks (```, `...`) so they can be skipped during processing.
	*
	* Uses negative lookbehind `(?<!\\)` to avoid matching \\( or \\[.
	* Using the look‑behind pattern `(?<!\\)` we skip matches
	* that are preceded by a backslash, e.g.
	* `Definitions\\(also called macros)` (title of chapter 20 in The TeXbook)
	* or `\\[4pt]` (LaTeX line-break).
	*
	* group 1: code-block
	* group 2: square-bracket
	* group 3: round-bracket
	*/
	export const LATEX_MATH_AND_CODE_PATTERN =
	/(```[\S\s]?```\|`.?`)\|(?<!\\)\\\[([\S\s]?[^\\])\\]\|(?<!\\)\\$(.?)\\$/g;

	/** Regex to capture the content of a $$...\\\\...$$ block (display-formula with line-break) */
	export const LATEX_LINEBREAK_REGEXP = /\$\$([\s\S]?\\\\[\s\S]?)\$\$/;

	/** map from mchem-regexp to replacement */
	export const MHCHEM_PATTERN_MAP: readonly [RegExp, string][] = [
	[/(\s)\$\\ce{/g, '$1$\\\\ce{'],
	[/(\s)\$\\pu{/g, '$1$\\\\pu{']
	] as const;