Shirdel-Finance-E4B is a finance-specialized language model built on Google Gemma-4 E4B and optimized for local inference, financial reasoning, cryptocurrency discussions, market analysis, and structured financial conversations.

The model is designed to provide strong performance across finance-related tasks while maintaining efficient execution on consumer hardware and mobile devices.

This release is distributed in GGUF format for compatibility with local inference ecosystems including llama.cpp, Ollama, LM Studio, Jan, and Open WebUI.

Model Details

Base model: Google Gemma-4 E4B
Fine-tuned model: Shirdel-Finance-E4B
Architecture: Gemma-4
Format: GGUF
Context window: 131072 tokens
Domain: Finance / Cryptocurrency / Trading
Intended use:
- Financial question answering
- Cryptocurrency analysis
- Trading education
- Market discussions
- Fintech assistance
- Structured financial reasoning

Supported Platforms

llama.cpp
Ollama
LM Studio
Jan
Open WebUI
KoboldCpp
llama-cpp-python

Available Model Files

Shirdel-Finance-E4B.Q2_K.gguf
Shirdel-Finance-E4B.Q3_K_M.gguf
Shirdel-Finance-E4B.Q4_K_M.gguf
Shirdel-Finance-E4B.Q5_K_M.gguf
Shirdel-Finance-E4B.Q6_K.gguf
Shirdel-Finance-E4B.Q8_0.gguf

Quantization recommendations:

Quant	Recommended usage
Q2_K	Very low memory devices
Q3_K_M	Mobile devices
Q4_K_M	Balanced quality and speed
Q5_K_M	Higher quality
Q6_K	Strong quality-performance balance
Q8_0	Maximum quality

How to use with llama-cpp-python

python

from llama_cpp import Llama

llm = Llama.from_pretrained(
    repo_id="Tesleum/Shirdel-Finance-E4B",
    filename="Shirdel-Finance-E4B.Q4_K_M.gguf"
)

response = llm.create_chat_completion(
    messages=[
        {
            "role":"user",
            "content":"Explain Bitcoin halving."
        }
    ]
)

print(response)

How to use with llama.cpp

Install

curl -LsSf https://llama.cpp/install.sh | sh

Run directly

llama-cli -hf Tesleum/Shirdel-Finance-E4B:Q4_K_M

Run server mode

llama-server -hf Tesleum/Shirdel-Finance-E4B:Q4_K_M

How to use with Ollama

Run directly:

ollama run hf.co/Tesleum/Shirdel-Finance-E4B:Q4_K_M

Or create manually:

text

FROM ./Shirdel-Finance-E4B.Q4_K_M.gguf

TEMPLATE """{{ .Prompt }}"""

PARAMETER temperature 0.7
PARAMETER top_p 0.95
PARAMETER num_ctx 131072

Then:

bash

ollama create shirdel-finance -f Modelfile
ollama run shirdel-finance

Recommended Tasks

Cryptocurrency explanations
Trading concepts
Financial education
Stablecoin discussions
Tokenomics analysis
Market sentiment discussions
Economic reasoning
Fintech assistance

Limitations

Model outputs may contain inaccuracies.
Financial outputs should not be considered investment advice.
Market predictions may be incorrect.
Always independently verify important information.

Training Information

Fine-tuned using finance-oriented instruction datasets and domain-specific conversational examples designed to improve:

Financial terminology understanding
Cryptocurrency knowledge
Structured reasoning
Instruction following
Context retention

License

Please follow the original Google Gemma license and applicable downstream usage restrictions.

Author

Tesleum