pulseenergy-ocpp-llm API & Inference Endpoint

Model details

Developed by: Pulse Energy Technologies Pvt. Ltd.
Base model: Qwen2.5-7B
Language: English
License: MIT

Intended use

Designed for charge point operators (CPOs) and support teams to:

Diagnose charger faults from OCPP message traces (BootNotification, StatusNotification, MeterValues, StartTransaction/StopTransaction, etc.)
Map OCPP error codes and status transitions to probable causes
Explain OCPP 1.6 / 2.0.1 protocol behaviour and message semantics
Assist first-line support triage before escalation

Limitations and recommendations

Coverage is strongest for common OCPP 1.6 fault patterns; rarer or vendor-specific extensions may be less reliable.
The model can produce plausible but incorrect root-cause attributions; keep a human in the loop for any operational action.
Recommended decoding: low temperature (≈0.2–0.4) for deterministic diagnostics.

Citation

bibtex

@misc{pulseenergy_ocpp_llm,  title  = {pulseenergy-ocpp-llm: An OCPP Diagnostics LLM},  author = {Pulse Energy Technologies},  year   = {2026},  howpublished = {\url{https://huggingface.co/OCPP-PulseEnergy/pulseenergy-ocpp-llm}}}

Model details

Developed by: Pulse Energy Technologies Pvt. Ltd.
Base model: Qwen2.5-7B
Language: English
License: MIT

Intended use

Designed for charge point operators (CPOs) and support teams to:

Diagnose charger faults from OCPP message traces (BootNotification, StatusNotification, MeterValues, StartTransaction/StopTransaction, etc.)
Map OCPP error codes and status transitions to probable causes
Explain OCPP 1.6 / 2.0.1 protocol behaviour and message semantics
Assist first-line support triage before escalation

Limitations and recommendations

Coverage is strongest for common OCPP 1.6 fault patterns; rarer or vendor-specific extensions may be less reliable.
The model can produce plausible but incorrect root-cause attributions; keep a human in the loop for any operational action.
Recommended decoding: low temperature (≈0.2–0.4) for deterministic diagnostics.

Citation

bibtex

@misc{pulseenergy_ocpp_llm,  title  = {pulseenergy-ocpp-llm: An OCPP Diagnostics LLM},  author = {Pulse Energy Technologies},  year   = {2026},  howpublished = {\url{https://huggingface.co/OCPP-PulseEnergy/pulseenergy-ocpp-llm}}}

pulseenergy-ocpp-llm

README

Model details

Intended use

Limitations and recommendations

Citation

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Model details

Intended use

Limitations and recommendations

Citation