Instructions to use AwaleSagar/gpio-llm-nano-rpi5 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use AwaleSagar/gpio-llm-nano-rpi5 with Transformers:

# Use a pipeline as a high-level helper
from transformers import pipeline

pipe = pipeline("text-generation", model="AwaleSagar/gpio-llm-nano-rpi5")

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("AwaleSagar/gpio-llm-nano-rpi5")
model = AutoModelForCausalLM.from_pretrained("AwaleSagar/gpio-llm-nano-rpi5", device_map="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use AwaleSagar/gpio-llm-nano-rpi5 with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "AwaleSagar/gpio-llm-nano-rpi5"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "AwaleSagar/gpio-llm-nano-rpi5",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker

docker model run hf.co/AwaleSagar/gpio-llm-nano-rpi5

SGLang

How to use AwaleSagar/gpio-llm-nano-rpi5 with SGLang:

Install from pip and serve model

# Install SGLang from pip:
pip install sglang
# Start the SGLang server:
python3 -m sglang.launch_server \
    --model-path "AwaleSagar/gpio-llm-nano-rpi5" \
    --host 0.0.0.0 \
    --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "AwaleSagar/gpio-llm-nano-rpi5",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker images

docker run --gpus all \
    --shm-size 32g \
    -p 30000:30000 \
    -v ~/.cache/huggingface:/root/.cache/huggingface \
    --env "HF_TOKEN=<secret>" \
    --ipc=host \
    lmsysorg/sglang:latest \
    python3 -m sglang.launch_server \
        --model-path "AwaleSagar/gpio-llm-nano-rpi5" \
        --host 0.0.0.0 \
        --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "AwaleSagar/gpio-llm-nano-rpi5",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Docker Model Runner
How to use AwaleSagar/gpio-llm-nano-rpi5 with Docker Model Runner:
```
docker model run hf.co/AwaleSagar/gpio-llm-nano-rpi5
```

gpio-llm-nano-rpi5 / grammar_v2.txt

AwaleSagar

Release gpio-llm-nano-rpi5 (GPIO-LLM v0.1.0)

8579c16 verified 15 days ago

Raw History Blame Contribute Delete

7.92 kB

	# gpiollm output grammar, built by train/build_grammar.py from 1,678,821 v2 train targets
	CTX op 1
	CTX params@op:gpio_mode 0
	CTX params@op:gpio_pwm 0
	CTX params@root:ask_clarification 0
	CTX params@root:gpio_mode 0
	CTX params@root:gpio_pwm 0
	CTX params@root:gpio_read 0
	CTX params@root:gpio_write 0
	CTX params@root:report_error 0
	CTX root 1
	ROOT root
	SEQ op gpio_mode action pin mode
	SEQ op gpio_mode action pin mode parameters
	SEQ op gpio_pulse action pin value duration_ms
	SEQ op gpio_pwm action pin duty_cycle parameters
	SEQ op gpio_read action pin
	SEQ op gpio_write action pin value
	SEQ op wait action duration_ms
	SEQ params@op:gpio_mode - drive_strength_ma
	SEQ params@op:gpio_mode - pull
	SEQ params@op:gpio_pwm - pwm_type
	SEQ params@root:ask_clarification - reason
	SEQ params@root:gpio_mode - drive_strength_ma
	SEQ params@root:gpio_mode - function
	SEQ params@root:gpio_mode - header_pin
	SEQ params@root:gpio_mode - pull
	SEQ params@root:gpio_pwm - pwm_type
	SEQ params@root:gpio_pwm - pwm_type frequency_hz
	SEQ params@root:gpio_read - header_pin
	SEQ params@root:gpio_write - header_pin
	SEQ params@root:report_error - reason
	SEQ params@root:report_error - reason header_pin
	SEQ params@root:report_error - reason requested
	SEQ params@root:report_error - reason requested drive_strength_ma
	SEQ params@root:report_error - reason requested header_pin
	SEQ root ask_clarification action pin parameters
	SEQ root gpio_mode action pin mode
	SEQ root gpio_mode action pin mode parameters
	SEQ root gpio_pulse action pin value duration_ms
	SEQ root gpio_pwm action pin duty_cycle parameters
	SEQ root gpio_read action pin
	SEQ root gpio_read action pin parameters
	SEQ root gpio_sequence action operations
	SEQ root gpio_write action pin value
	SEQ root gpio_write action pin value parameters
	SEQ root report_error action pin parameters
	SEQ root wait action duration_ms
	VAL op - action s 0 0 -
	STR op - action gpio_mode
	STR op - action gpio_pulse
	STR op - action gpio_pwm
	STR op - action gpio_read
	STR op - action gpio_write
	STR op - action wait
	VAL op gpio_mode mode s 0 0 -
	STR op gpio_mode mode INPUT
	STR op gpio_mode mode OUTPUT
	VAL op gpio_mode parameters o 0 0 params@op:gpio_mode
	VAL op gpio_mode pin n 3 0 -
	VAL op gpio_pulse duration_ms n 6 0 -
	VAL op gpio_pulse pin n 3 0 -
	VAL op gpio_pulse value s 0 0 -
	STR op gpio_pulse value HIGH
	VAL op gpio_pwm duty_cycle nf 3 2 -
	VAL op gpio_pwm parameters o 0 0 params@op:gpio_pwm
	VAL op gpio_pwm pin n 3 0 -
	VAL op gpio_read pin n 3 0 -
	VAL op gpio_write pin n 3 0 -
	VAL op gpio_write value s 0 0 -
	STR op gpio_write value HIGH
	STR op gpio_write value LOW
	VAL op wait duration_ms n 6 0 -
	VAL params@op:gpio_mode - drive_strength_ma n 3 0 -
	VAL params@op:gpio_mode - pull s 0 0 -
	STR params@op:gpio_mode - pull DOWN
	STR params@op:gpio_mode - pull UP
	VAL params@op:gpio_pwm - pwm_type s 0 0 -
	STR params@op:gpio_pwm - pwm_type hardware
	STR params@op:gpio_pwm - pwm_type software
	VAL params@root:ask_clarification - reason s 0 0 -
	STR params@root:ask_clarification - reason ambiguous_device
	STR params@root:ask_clarification - reason ambiguous_value
	STR params@root:ask_clarification - reason conflicting_instructions
	STR params@root:ask_clarification - reason missing_duration
	STR params@root:ask_clarification - reason missing_duty_cycle
	STR params@root:ask_clarification - reason missing_pin
	STR params@root:ask_clarification - reason missing_value
	STR params@root:ask_clarification - reason unknown_current_state
	VAL params@root:gpio_mode - drive_strength_ma n 3 0 -
	VAL params@root:gpio_mode - function s 0 0 -
	STR params@root:gpio_mode - function I2C1_SCL
	STR params@root:gpio_mode - function I2C1_SDA
	STR params@root:gpio_mode - function SPI0_CE0
	STR params@root:gpio_mode - function SPI0_CE1
	STR params@root:gpio_mode - function SPI0_MISO
	STR params@root:gpio_mode - function SPI0_MOSI
	STR params@root:gpio_mode - function SPI0_SCLK
	STR params@root:gpio_mode - function SPI1_CE0
	STR params@root:gpio_mode - function SPI1_CE1
	STR params@root:gpio_mode - function SPI1_CE2
	STR params@root:gpio_mode - function SPI1_MISO
	STR params@root:gpio_mode - function SPI1_MOSI
	STR params@root:gpio_mode - function SPI1_SCLK
	STR params@root:gpio_mode - function UART0_RX
	STR params@root:gpio_mode - function UART0_TX
	VAL params@root:gpio_mode - header_pin n 3 0 -
	VAL params@root:gpio_mode - pull s 0 0 -
	STR params@root:gpio_mode - pull DOWN
	STR params@root:gpio_mode - pull NONE
	STR params@root:gpio_mode - pull UP
	VAL params@root:gpio_pwm - frequency_hz n 6 0 -
	VAL params@root:gpio_pwm - pwm_type s 0 0 -
	STR params@root:gpio_pwm - pwm_type hardware
	STR params@root:gpio_pwm - pwm_type software
	VAL params@root:gpio_read - header_pin n 3 0 -
	VAL params@root:gpio_write - header_pin n 3 0 -
	VAL params@root:report_error - drive_strength_ma n 3 0 -
	VAL params@root:report_error - header_pin n 3 0 -
	VAL params@root:report_error - reason s 0 0 -
	STR params@root:report_error - reason invalid_gpio
	STR params@root:report_error - reason invalid_parameter
	STR params@root:report_error - reason no_hardware_action
	STR params@root:report_error - reason not_a_gpio
	STR params@root:report_error - reason pin_not_available
	STR params@root:report_error - reason reserved_gpio
	STR params@root:report_error - reason unsafe_current
	STR params@root:report_error - reason unsafe_direct_drive
	STR params@root:report_error - reason unsafe_short_circuit
	STR params@root:report_error - reason unsafe_voltage
	STR params@root:report_error - reason unsupported_function
	STR params@root:report_error - reason unsupported_operation
	VAL params@root:report_error - requested s 0 0 -
	STR params@root:report_error - requested analog_input
	STR params@root:report_error - requested drive_strength
	STR params@root:report_error - requested duration
	STR params@root:report_error - requested duty_cycle
	STR params@root:report_error - requested frequency
	STR params@root:report_error - requested function_conflict
	STR params@root:report_error - requested hardware_pwm
	STR params@root:report_error - requested i2c
	STR params@root:report_error - requested i2c_scl
	STR params@root:report_error - requested i2c_sda
	STR params@root:report_error - requested led_resistor
	STR params@root:report_error - requested load_current
	STR params@root:report_error - requested output_voltage
	STR params@root:report_error - requested pull_down
	STR params@root:report_error - requested pull_none
	STR params@root:report_error - requested spi
	STR params@root:report_error - requested spi_sclk
	STR params@root:report_error - requested uart_rx
	STR params@root:report_error - requested uart_tx
	VAL root - action s 0 0 -
	STR root - action ask_clarification
	STR root - action gpio_mode
	STR root - action gpio_pulse
	STR root - action gpio_pwm
	STR root - action gpio_read
	STR root - action gpio_sequence
	STR root - action gpio_write
	STR root - action report_error
	STR root - action wait
	VAL root ask_clarification parameters o 0 0 params@root:ask_clarification
	VAL root ask_clarification pin z 0 0 -
	VAL root gpio_mode mode s 0 0 -
	STR root gpio_mode mode ALT
	STR root gpio_mode mode INPUT
	STR root gpio_mode mode OUTPUT
	VAL root gpio_mode parameters o 0 0 params@root:gpio_mode
	VAL root gpio_mode pin n 3 0 -
	VAL root gpio_pulse duration_ms n 7 0 -
	VAL root gpio_pulse pin n 3 0 -
	VAL root gpio_pulse value s 0 0 -
	STR root gpio_pulse value HIGH
	STR root gpio_pulse value LOW
	VAL root gpio_pwm duty_cycle nf 4 2 -
	VAL root gpio_pwm parameters o 0 0 params@root:gpio_pwm
	VAL root gpio_pwm pin n 3 0 -
	VAL root gpio_read parameters o 0 0 params@root:gpio_read
	VAL root gpio_read pin n 3 0 -
	VAL root gpio_sequence operations a 0 0 op
	VAL root gpio_write parameters o 0 0 params@root:gpio_write
	VAL root gpio_write pin n 3 0 -
	VAL root gpio_write value s 0 0 -
	STR root gpio_write value HIGH
	STR root gpio_write value LOW
	VAL root report_error parameters o 0 0 params@root:report_error
	VAL root report_error pin nmz 5 0 -
	VAL root wait duration_ms n 7 0 -