This repository contains the official trained policies for The files are organized by task environment and training seed: The play.py script in the JoSE repository downloads a pretrained model and executes it in the corresponding environment, allowing agent behaviour to be visualized. The script is called from the repo root as follows: Seeds vary by hand and task. See the HuggingFace model directory to see which seeds are available for each task-hand combination.
Open-weight model · Reinforcement learning
industrial-edge-setpoint-kernels
by Sankalp Thakur sankalpsthakur/industrial-edge-setpoint-kernels
industrial-edge-setpoint-kernels is an open-weight model for reinforcement learning from Sankalp Thakur, released under MIT License. Its published files total 1.6 GB. It draws 84 downloads a month.
Compact learned predictors and controllers for industrial setpoint control, tested against tuned PI and MPC on simulated plants: a two-pump pressure manifold, the Johansson four-tank system, and a thermal CSTR. It includes a C99 predictor for edge devices.
Model Card
By Sankalp Thakur, published under mit, revision 887cddb15751.
Compact learned predictors and controllers for industrial setpoint control, tested against tuned PI and MPC on simulated plants: a two-pump pressure manifold, the Johansson four-tank system, and a thermal CSTR. It includes a C99 predictor for edge devices. All plants are synthetic, and the methods are adaptations of published papers, not reproductions. The offline FKDPP adaptation underperformed PI. Every outcome, including the losses, is kept in the reports. - The saved predictor is 12,484 bytes, with fixed-size inference. - The decision time is about 0.61 ms at the 95th percentile on an Apple ARM host. That excludes communication, PLC scans and admission checks. - The C99 predictor…
Read Sankalp Thakur's full model card
Compact learned predictors and controllers for industrial setpoint control, tested against tuned PI and MPC on simulated plants: a two-pump pressure manifold, the Johansson four-tank system, and a thermal CSTR. It includes a C99 predictor for edge devices. All plants are synthetic, and the methods are adaptations of published papers, not reproductions.
Interactive viewer · Full results · Protocol
Headline results
| Study | Result |
|---|---|
| Two-pump pressure, 360 fresh episodes | Offset-compensated MPC cut demand-shift error by 25.9% against tuned PI (RMSE 0.0267 vs 0.0360). PI still tracked pump wear better (0.0207 vs 0.0306), and a biased sensor made it worse (0.0596 vs 0.0563). |
| Four-tank, 288 fresh episodes | Both kernel policies lost to PI and MPC in every condition. MPC improved nominal tracking by 2.49% against PI but regressed under pump loss. |
| Paper objective (Eq. 19), 192 episodes | Both kernel controllers lost to PI in five of six conditions. |
| Thermal CSTR, 192 held-out runs | A linear predictive controller closely matched the 282-parameter neural model. Online neural learning became unstable. |
| Kernel forecasting, 48 held-out runs | The linear reference stayed stronger than the adaptive kernel. |
The offline FKDPP adaptation underperformed PI. Every outcome, including the losses, is kept in the reports.
Edge numbers
- The saved predictor is 12,484 bytes, with fixed-size inference.
- The decision time is about 0.61 ms at the 95th percentile on an Apple ARM host. That excludes communication, PLC scans and admission checks.
- The C99 predictor matches Python within 1.11×10⁻¹⁶ on 128 probes.
- A portable C99 delayed observer gives identical results on Mac and Linux builds.
Other studies
Johansson observer · pressure-only observers · causal pump control · local pressure fallback · pressure/flow consistency · runtime measurements · CSTR random-stream fix (an issue and tested patch went upstream) · PLC proposal admission spec · edge deployment contract · method review
Reproduce
python -m pip install -e '.[test,report]'
python -m pytest -q
python -m edge_control.benchmark --config config.v2.json --output results/reproduction
python tools/verify_c.py --model results/reproduction/models/rff.npz --data results/reproduction/training_data.npz --output results/reproduction/c99
Load the saved model
import numpy as np
from edge_control.predictive import RFFDynamics
from edge_control.offset_free import OffsetFreeController
model = RFFDynamics.load("models/rff.npz")
controller = OffsetFreeController(model, alpha=0.30)
state = np.array([0.80, 0.60, 0.60, 0.90, 0.80, 0.60, 0.60])
proposal = controller.action(state, state[5:7])
print(proposal) # a simulated local-approval proposal
Limits
- These are simulations. Nothing here shows field performance, PLC timing or functional safety.
- The speed-cubed energy objective is a normalized proxy, not kWh.
Provenance and license
Independently authored code, synthetic data and model artifacts: MIT. Authored with AI assistance; equations, evaluation and claims are reviewed against primary sources and executed receipts. Paper PDFs, proprietary simulators, vendor SDKs and customer source documents are not distributed. This is an independent research artifact without vendor endorsement.
The full development log is in HISTORY.md.
Identity and Version
- Repository
- sankalpsthakur/industrial-edge-setpoint-kernels
- Publisher
- Sankalp Thakur
- Task
- Reinforcement learning
- Modality
- Control
- Library
- Not stated by the source
- Parameters
- Not stated by the source
- Languages
- en
- Revision
- 887cddb15751b74dab29c3f33f5adc6890493f1d
- First published
- 2026-09-30
- Last updated
- 2026-10-07
Files and Weights
628 files, 1.6 GB in total. The weights are 29 files totalling 4.5 MB in npz.
Every file
| File | Type | Size | SHA-256 |
|---|---|---|---|
| models/fkdpp.npz | Weights | 33.0 KB | fbe3bb59f679 |
| models/linear.npz | Weights | 1.3 KB | 2ae41a672046 |
| models/rff.npz | Weights | 12.5 KB | fdfbc277bd3d |
| portable_observer/failures/cloud_failure_v3/original-output/checks/numerical-replay.npz | Weights | 2.3 MB | 7e815d52ae26 |
| quadruple_tank/cloud/tank_results/models/offline_factor_dpp.npz | Weights | 32.1 KB | 408244c086e1 |
| quadruple_tank/cloud/tank_results/models/policy_rollout_factor_dpp.npz | Weights | 32.4 KB | 7e3c9e551800 |
| quadruple_tank/local/models/offline_factor_dpp.npz | Weights | 32.1 KB | 65b4470d526b |
| quadruple_tank/local/models/policy_rollout_factor_dpp.npz | Weights | 32.4 KB | cc480df4d874 |
| results/local/models/fkdpp.npz | Weights | 33.0 KB | fbe3bb59f679 |
| results/local/models/fkdpp_candidate_16.npz | Weights | 33.0 KB | fbe3bb59f679 |
| results/local/models/fkdpp_candidate_24.npz | Weights | 33.4 KB | aab34376a7cd |
| results/local/models/fkdpp_candidate_8.npz | Weights | 32.5 KB | e116e884c0ca |
| results/local/models/linear.npz | Weights | 1.3 KB | 2ae41a672046 |
| results/local/models/rff.npz | Weights | 12.5 KB | fdfbc277bd3d |
| results/local/models/rff_candidate_0.7.npz | Weights | 12.5 KB | fdfbc277bd3d |
| results/local/models/rff_candidate_1.2.npz | Weights | 12.5 KB | d248d83d7e4b |
| results/local/models/rff_candidate_2.0.npz | Weights | 12.4 KB | 810b2a3bc75a |
| results/local/training_data.npz | Weights | 836.2 KB | d33d4d3e3e0c |
| results/v2/models/fkdpp.npz | Weights | 33.0 KB | fbe3bb59f679 |
| results/v2/models/fkdpp_candidate_16.npz | Weights | 33.0 KB | fbe3bb59f679 |
| results/v2/models/fkdpp_candidate_24.npz | Weights | 33.4 KB | aab34376a7cd |
| results/v2/models/fkdpp_candidate_8.npz | Weights | 32.5 KB | e116e884c0ca |
| results/v2/models/linear.npz | Weights | 1.3 KB | 2ae41a672046 |
| results/v2/models/rff.npz | Weights | 12.5 KB | fdfbc277bd3d |
| results/v2/models/rff_candidate_0.7.npz | Weights | 12.5 KB | fdfbc277bd3d |
| results/v2/models/rff_candidate_1.2.npz | Weights | 12.5 KB | d248d83d7e4b |
| results/v2/models/rff_candidate_2.0.npz | Weights | 12.4 KB | 810b2a3bc75a |
| results/v2/training_data.npz | Weights | 836.2 KB | d33d4d3e3e0c |
| sensor_consistency/source/sensor_study/model.npz | Weights | 12.5 KB | fdfbc277bd3d |
| causal_control_study/SUMMARY.json | Configuration | 87.5 KB | — |
| causal_control_study/VALIDATION.json | Configuration | 23.2 KB | — |
| causal_control_study/prefix-audit.json | Configuration | 215.6 KB | — |
| causal_control_study/prior-model-prefix-audit.json | Configuration | 134.3 KB | — |
| causal_control_study/protocol-freeze.json | Configuration | 382 B | — |
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| causal_control_study/release-manifest.json | Configuration | 1.7 KB | — |
| causal_control_study/selected-model.json | Configuration | 31.8 KB | — |
| causal_control_study/selected-settings.json | Configuration | 122 B | — |
| causal_control_study/source-freeze.json | Configuration | 2.4 KB | — |
| cloud/v1/comparison.json | Configuration | 500 B | — |
| cloud/v1/episode_metrics.json | Configuration | 139.4 KB | — |
| cloud/v1/frozen_protocol.json | Configuration | 711 B | — |
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| cloud/v1/summary.json | Configuration | 10.5 KB | — |
| cloud/v1/validation.json | Configuration | 2.1 KB | — |
| cloud/v2/c99_conformance.json | Configuration | 891 B | — |
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| cloud/v2/episode_metrics.json | Configuration | 174.9 KB | — |
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| cstr_isolation/cloud/results/validation.json | Configuration | 210 B | — |
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| cstr_isolation/source/recovery_study/runtime.py | Configuration | 610 B | — |
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| cstr_isolation/tests/totals.json | Configuration | 372 B | — |
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| cstr_isolation/tools/compare_cstr_hosts.py | Configuration | 2.7 KB | — |
| edge_control/__init__.py | Configuration | 89 B | — |
| edge_control/benchmark.py | Configuration | 16.0 KB | — |
| edge_control/contract.py | Configuration | 5.8 KB | — |
| edge_control/fkdpp.py | Configuration | 14.5 KB | — |
| edge_control/offset_free.py | Configuration | 2.6 KB | — |
| edge_control/plant.py | Configuration | 5.3 KB | — |
| edge_control/predictive.py | Configuration | 13.4 KB | — |
| johansson_observer_study/MANIFEST.json | Configuration | 3.2 KB | — |
| johansson_observer_study/PUBLICATION.json | Configuration | 81.0 KB | — |
| johansson_observer_study/SUMMARY.json | Configuration | 2.0 MB | — |
| johansson_observer_study/THEORY-REVIEW.json | Configuration | 113.3 KB | — |
| johansson_observer_study/analyse_johansson_observer.py | Configuration | 39.6 KB | — |
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| johansson_observer_study/artifact-manifest.json | Configuration | 234.9 KB | — |
| johansson_observer_study/audit.json | Configuration | 672.7 KB | — |
| johansson_observer_study/cloud_receipt.json | Configuration | 14.3 KB | — |
| johansson_observer_study/control-validation.json | Configuration | 243.9 KB | — |
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| johansson_observer_study/provider-cloud-wrapper.py | Configuration | 444.4 KB | — |
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| johansson_observer_study/provider-kernel-metadata.json | Configuration | 718 B | — |
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| johansson_observer_study/test_analyse_johansson_observer.py | Configuration | 18.1 KB | — |
| johansson_observer_study/verify_johansson_observer_artifact.py | Configuration | 37.9 KB | — |
| kernel_dictionary/SUMMARY.json | Configuration | 5.5 KB | — |
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| kernel_dictionary/__init__.py | Configuration | 79 B | — |
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| kernel_dictionary/model.json | Configuration | 21.8 KB | — |
| kernel_dictionary/model.py | Configuration | 8.7 KB | — |
| kernel_dictionary/protocol-freeze.json | Configuration | 275 B | — |
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| kernel_dictionary/test_model.py | Configuration | 4.3 KB | — |
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| local_pressure_regulation/cloud/comparison.json | Configuration | 482 B | — |
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| local_pressure_regulation/cloud/results/episode_metrics.json | Configuration | 248.6 KB | — |
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| local_pressure_regulation/cloud/results/summary.json | Configuration | 22.6 KB | — |
| local_pressure_regulation/cloud/results/validation.json | Configuration | 55.7 KB | — |
| local_pressure_regulation/local/episode_metrics.json | Configuration | 248.8 KB | — |
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| local_pressure_regulation/local/summary.json | Configuration | 22.6 KB | — |
| local_pressure_regulation/local/validation.json | Configuration | 55.6 KB | — |
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| local_pressure_regulation/source/edge_control/__init__.py | Configuration | 89 B | — |
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| local_pressure_regulation/source/local_loop_study/__init__.py | Configuration | 83 B | — |
| local_pressure_regulation/source/local_loop_study/benchmark.py | Configuration | 16.2 KB | — |
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| local_pressure_regulation/tests/totals.json | Configuration | 179 B | — |
| local_pressure_regulation/tools/compare_local_loop_hosts.py | Configuration | 3.4 KB | — |
| observer_reference_study/PUBLICATION.json | Configuration | 4.1 KB | — |
| observer_reference_study/SUMMARY.json | Configuration | 134.5 KB | — |
| observer_reference_study/VALIDATION.json | Configuration | 22.8 KB | — |
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| portable_observer/SNAPSHOT-FREEZE.json | Configuration | 468 B | — |
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| portable_observer/cloud_recovery_v3/RECOVERY-PROTOCOL.json | Configuration | 11.3 KB | — |
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| portable_observer/cloud_recovery_v4/KERNEL-PUSH.json | Configuration | 638 B | — |
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| portable_observer/export-v2/models.json | Configuration | 16.9 KB | — |
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| portable_observer/failures/cloud_failure_v2/FAILURE.json | Configuration | 1.5 KB | — |
| portable_observer/failures/cloud_failure_v2/mount-readback.json | Configuration | 735 B | — |
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| portable_observer/failures/cloud_failure_v2/provider-metadata.json | Configuration | 654 B | — |
| portable_observer/failures/cloud_failure_v2/provider-source.py | Configuration | 17.9 KB | — |
| portable_observer/failures/cloud_failure_v3/CROSS-HOST.json | Configuration | 684 B | — |
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| portable_observer/failures/cloud_failure_v3/mount-readback.json | Configuration | 631 B | — |
| portable_observer/failures/cloud_failure_v3/original-output/CLOUD-RESOURCE-ADMISSION.json | Configuration | 5.6 KB | — |
| portable_observer/failures/cloud_failure_v3/original-output/JOB-RECEIPT.json | Configuration | 1.8 KB | — |
| portable_observer/failures/cloud_failure_v3/original-output/OUTPUT-MANIFEST.json | Configuration | 3.9 KB | — |
| portable_observer/failures/cloud_failure_v3/original-output/checks/CHECKS.json | Configuration | 30.6 KB | — |
| portable_observer/failures/cloud_failure_v3/original-output/checks/source/bindings.py | Configuration | 6.0 KB | — |
| portable_observer/failures/cloud_failure_v3/original-output/checks/source/run_checks.py | Configuration | 30.4 KB | — |
| portable_observer/failures/cloud_failure_v3/provider-metadata.json | Configuration | 654 B | — |
| portable_observer/failures/cloud_failure_v3/provider-source.py | Configuration | 10.4 KB | — |
| portable_observer/failures/export/C-LITERAL-ROUNDTRIP.json | Configuration | 955 B | — |
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License and Download
- License
- mit
- Access
- Open weights, no gate
- Download size
- 4.5 MB
Released by Sankalp Thakur through its official repository on Hugging Face. Read the license.
Memory Requirements
| Precision | Weights in memory |
|---|---|
| As published | 4.5 MB |
Weights only, from the published parameter count; the key-value cache and runtime add to this.
Questions About industrial-edge-setpoint-kernels
Can I use industrial-edge-setpoint-kernels commercially?
Yes. industrial-edge-setpoint-kernels is released under MIT License. The MIT License is a short permissive license. It permits commercial use, modification and redistribution, provided the copyright notice and permission notice are included.
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The data generator of DiscoDemo for the FMB-Round task (insert a cylindrical peg into its hole on the FMB board): a state-based reinforcement-learning policy trained in simulation — the P-RFCL baseline generator (α = 0: the same reverse-curriculum RL without the diversity reward). Rolling it out generates demonstrations such as those in the Stage2 dataset below. Only what is needed to roll the policy out is released; the critic and other training-only state are omitted. Loading requires the DiscoDemo training code: https://github.com/DAVIAN-Robotics/DiscoDemo.
The data generator of DiscoDemo for the FMB-SqCircle task (insert a two-pronged (cylinder and square) peg into its hole on the FMB board): a state-based reinforcement-learning policy trained in simulation — the P-RFCL baseline generator (α = 0: the same reverse-curriculum RL without the diversity reward). Rolling it out generates demonstrations such as those in the Stage2 dataset below. Only what is needed to roll the policy out is released; the critic and other training-only state are omitted. Loading requires the DiscoDemo training code: https://github.com/DAVIAN-Robotics/DiscoDemo.
The data generator of DiscoDemo for the FMB-SqCircle task (insert a two-pronged (cylinder and square) peg into its hole on the FMB board): a state-based reinforcement-learning policy trained in simulation — the DiscoDemo generator (diversity weight α = 0.3). Rolling it out generates demonstrations such as those in the Stage2 dataset below. Only what is needed to roll the policy out is released; the critic and other training-only state are omitted. The actor is conditioned on a skill vector z sampled once per episode from a standard normal distribution. Loading requires the DiscoDemo training code: https://github.com/DAVIAN-Robotics/DiscoDemo.