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MuratKomurcu
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Model Details
Model Provider
MuratKomurcu
Model Tree
bigcode/starcoder2-3b
Input Modalities
Output Modalities
Supported Functionality
This model is a fine-tuned version of bigcode/starcoder2-3b specifically optimized for STM32 HAL (Hardware Abstraction Layer) code generation. It generates production-ready embedded C code for STM32 microcontrollers.
Key Features:
python
from transformers import AutoTokenizer, AutoModelForCausalLM # Load modelmodel_name = "MuratKomurcu/starcoder2-stm32"tokenizer = AutoTokenizer.from_pretrained(model_name, trust_remote_code=True)model = AutoModelForCausalLM.from_pretrained(model_name, trust_remote_code=True) # Generate STM32 codeprompt = """Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request. ### Instruction:Create GPIO LED control code ### Input:Write STM32 HAL code for LED on GPIOA PIN 5 ### Response:""" inputs = tokenizer(prompt, return_tensors="pt")outputs = model.generate(**inputs, max_new_tokens=512, temperature=0.2, top_p=0.95)code = tokenizer.decode(outputs[0], skip_special_tokens=True)print(code.split("### Response:")[-1].strip()) Example Output: include stm32f4xx_hal.h. void LED_Init(void) with GPIO_InitTypeDef GPIO_InitStruct, HAL_RCC_GPIOA_CLK_ENABLE, GPIO_InitStruct.Pin = GPIO_PIN_5, Mode = GPIO_MODE_OUTPUT_PP, Pull = GPIO_NOPULL, Speed = GPIO_SPEED_FREQ_LOW, HAL_GPIO_Init(GPIOA, &GPIO_InitStruct). void LED_On(void) calls HAL_GPIO_WritePin(GPIOA, GPIO_PIN_5, GPIO_PIN_SET). void LED_Off(void) calls HAL_GPIO_WritePin(GPIOA, GPIO_PIN_5, GPIO_PIN_RESET). ## Supported Peripherals GPIO for Digital I/O and LED control, UART for Serial communication, ADC for Analog-to-digital conversion, Timer/PWM for Timing and pulse width modulation, I2C for Inter-integrated circuit protocol, SPI for Serial peripheral interface, DMA for Direct memory access, Interrupts for External interrupt handling. ## Limitations Generated code should be reviewed before production deployment. Clock configurations may need adjustment for specific boards. Advanced DMA configurations require verification. Primarily tested with STM32F4xx family. ## License This model is released under the BigCode OpenRAIL-M v1 license.from transformers import AutoTokenizer, AutoModelForCausalLM # Load modelmodel_name = "MuratKomurcu/starcoder2-stm32"tokenizer = AutoTokenizer.from_pretrained(model_name, trust_remote_code=True)model = AutoModelForCausalLM.from_pretrained(model_name, trust_remote_code=True) # Generate STM32 codeprompt = """Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request. ### Instruction:Create GPIO LED control code ### Input:Write STM32 HAL code for LED on GPIOA PIN 5 ### Response:""" inputs = tokenizer(prompt, return_tensors="pt")outputs = model.generate(**inputs, max_new_tokens=512, temperature=0.2, top_p=0.95)code = tokenizer.decode(outputs[0], skip_special_tokens=True)print(code.split("### Response:")[-1].strip()) Example Output: include stm32f4xx_hal.h. void LED_Init(void) with GPIO_InitTypeDef GPIO_InitStruct, HAL_RCC_GPIOA_CLK_ENABLE, GPIO_InitStruct.Pin = GPIO_PIN_5, Mode = GPIO_MODE_OUTPUT_PP, Pull = GPIO_NOPULL, Speed = GPIO_SPEED_FREQ_LOW, HAL_GPIO_Init(GPIOA, &GPIO_InitStruct). void LED_On(void) calls HAL_GPIO_WritePin(GPIOA, GPIO_PIN_5, GPIO_PIN_SET). void LED_Off(void) calls HAL_GPIO_WritePin(GPIOA, GPIO_PIN_5, GPIO_PIN_RESET). ## Supported Peripherals GPIO for Digital I/O and LED control, UART for Serial communication, ADC for Analog-to-digital conversion, Timer/PWM for Timing and pulse width modulation, I2C for Inter-integrated circuit protocol, SPI for Serial peripheral interface, DMA for Direct memory access, Interrupts for External interrupt handling. ## Limitations Generated code should be reviewed before production deployment. Clock configurations may need adjustment for specific boards. Advanced DMA configurations require verification. Primarily tested with STM32F4xx family. ## License This model is released under the BigCode OpenRAIL-M v1 license.