Commit Graph

1322 Commits

Author SHA1 Message Date
Adil Zouitine 2fd78879f6 SAC works 2025-04-18 15:03:51 +02:00
Adil Zouitine e8449e9630 remove breakpoint 2025-04-18 15:03:51 +02:00
Adil Zouitine a0e2be8b92 [WIP] correct sac implementation 2025-04-18 15:03:51 +02:00
Michel Aractingi 181727c0fe Extend reward classifier for multiple camera views (#626) 2025-04-18 15:03:50 +02:00
Eugene Mironov d1d6ffd23c [Port HIL_SERL] Final fixes for the Reward Classifier (#598) 2025-04-18 15:03:01 +02:00
Michel Aractingi e5801f467f added temporary fix for missing task_index key in online environment 2025-04-18 15:03:01 +02:00
Michel Aractingi c6ca9523de split encoder for critic and actor 2025-04-18 15:03:01 +02:00
Michel Aractingi 642e3a3274 style fixes 2025-04-18 15:03:01 +02:00
KeWang1017 146148c48c Refactor SAC configuration and policy for improved action sampling and stability
- Updated SACConfig to replace standard deviation parameterization with log_std_min and log_std_max for better control over action distributions.
- Modified SACPolicy to streamline action selection and log probability calculations, enhancing stochastic behavior.
- Removed deprecated TanhMultivariateNormalDiag class to simplify the codebase and improve maintainability.

These changes aim to enhance the robustness and performance of the SAC implementation during training and inference.
2025-04-18 15:03:01 +02:00
KeWang1017 8f15835daa Refine SAC configuration and policy for enhanced performance
- Updated standard deviation parameterization in SACConfig to 'softplus' with defined min and max values for improved stability.
- Modified action sampling in SACPolicy to use reparameterized sampling, ensuring better gradient flow and log probability calculations.
- Cleaned up log probability calculations in TanhMultivariateNormalDiag for clarity and efficiency.
- Increased evaluation frequency in YAML configuration to 50000 for more efficient training cycles.

These changes aim to enhance the robustness and performance of the SAC implementation during training and inference.
2025-04-18 15:03:01 +02:00
KeWang1017 022bd65125 Refactor SACPolicy for improved action sampling and standard deviation handling
- Updated action selection to use distribution sampling and log probabilities for better stochastic behavior.
- Enhanced standard deviation clamping to prevent extreme values, ensuring stability in policy outputs.
- Cleaned up code by removing unnecessary comments and improving readability.

These changes aim to refine the SAC implementation, enhancing its robustness and performance during training and inference.
2025-04-18 15:03:01 +02:00
KeWang1017 63d8c96514 trying to get sac running 2025-04-18 15:03:01 +02:00
Michel Aractingi 4624a836e5 Added normalization schemes and style checks 2025-04-18 15:03:01 +02:00
Michel Aractingi ad7eea132d added optimizer and sac to factory.py 2025-04-18 15:02:59 +02:00
Eugene Mironov 22a1899ff4 [HIL-SERL PORT] Fix linter issues (#588) 2025-04-18 15:02:44 +02:00
Eugene Mironov 17a3a31b5f [Port Hil-SERL] Add unit tests for the reward classifier & fix imports & check script (#578) 2025-04-18 15:02:42 +02:00
Michel Aractingi 1a8b99e360 added comments from kewang 2025-04-18 15:02:13 +02:00
KeWang1017 6db2154f28 Enhance SAC configuration and policy with new parameters and subsampling logic
- Added `num_subsample_critics`, `critic_target_update_weight`, and `utd_ratio` to SACConfig.
- Implemented target entropy calculation in SACPolicy if not provided.
- Introduced subsampling of critics to prevent overfitting during updates.
- Updated temperature loss calculation to use the new target entropy.
- Added comments for future UTD update implementation.

These changes improve the flexibility and performance of the SAC implementation.
2025-04-18 15:02:13 +02:00
KeWang be3adda95f Port SAC WIP (#581)
Co-authored-by: KeWang1017 <ke.wang@helloleap.ai>
2025-04-18 15:02:13 +02:00
Michel Aractingi 9d48d236c1 completed losses 2025-04-18 15:02:13 +02:00
Michel Aractingi b57d6a7776 nit in control_robot.py 2025-04-18 15:02:13 +02:00
Michel Aractingi d1f76cba8e Update lerobot/scripts/train_hilserl_classifier.py
Co-authored-by: Yoel <yoel.chornton@gmail.com>
2025-04-18 15:02:13 +02:00
Eugene Mironov d78cef1fee Fixup 2025-04-18 15:02:13 +02:00
Michel Aractingi 30a808c0ae Add human intervention mechanism and eval_robot script to evaluate policy on the robot (#541)
Co-authored-by: Yoel <yoel.chornton@gmail.com>
2025-04-18 15:02:13 +02:00
Yoel 4a7f85a6ec Reward classifier and training (#528)
Co-authored-by: Daniel Ritchie <daniel@brainwavecollective.ai>
Co-authored-by: resolver101757 <kelster101757@hotmail.com>
Co-authored-by: Jannik Grothusen <56967823+J4nn1K@users.noreply.github.com>
Co-authored-by: Remi <re.cadene@gmail.com>
Co-authored-by: Michel Aractingi <michel.aractingi@huggingface.co>
2025-04-18 15:02:13 +02:00
Simon Alibert b6b9635be6 Remove names 2025-04-18 09:48:16 +02:00
Simon Alibert 21b1026872 Remove deprecated dynamixel_calibration 2025-04-18 09:34:46 +02:00
Simon Alibert 8c3eab32b0 Remove deprecated configure_motor 2025-04-18 09:19:43 +02:00
Simon Alibert 29633865c7 Fix _find_single_motor 2025-04-18 09:18:56 +02:00
Simon Alibert 702749b7d3 Fix setup_motor & add it to robots 2025-04-17 16:56:38 +02:00
k1000dai b43ece8934 Add pythno3-dev in Dockerfile to build and modify Readme.md , python-dev to python3-dev (#987)
Co-authored-by: makolon <smakolon385@gmail.com>
Co-authored-by: Steven Palma <imstevenpmwork@ieee.org>
2025-04-17 16:17:07 +02:00
Alex Thiele c10c5a0e64 Fix --width --height type parsing on opencv and intelrealsense scripts (#556)
Co-authored-by: Remi <remi.cadene@huggingface.co>
Co-authored-by: Steven Palma <imstevenpmwork@ieee.org>
2025-04-17 15:19:23 +02:00
Junshan Huang a8db91c40e Fix Windows HTML visualization to make videos could be seen (#647)
Co-authored-by: Simon Alibert <75076266+aliberts@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Steven Palma <imstevenpmwork@ieee.org>
2025-04-17 15:07:28 +02:00
HUANG TZU-CHUN 0f5f7ac780 Fix broken links in examples/4_train_policy_with_script.md (#697) 2025-04-17 14:59:43 +02:00
Simon Alibert bf1c737858 Fix calibration msg display 2025-04-17 13:18:32 +02:00
Simon Alibert d07c7347f8 Add setup_motor 2025-04-17 13:14:06 +02:00
Simon Alibert 57e5e4cc07 Move read/write_calibration implementations 2025-04-16 11:23:33 +02:00
Simon Alibert 2743c29a96 Update feetech tables 2025-04-16 11:01:12 +02:00
Simon Alibert 2bb73ac431 Add torque_disabled context 2025-04-15 11:43:22 +02:00
Simon Alibert 9afc4b771c Motors config & disconnect fixes 2025-04-15 11:20:42 +02:00
Simon Alibert f71e224023 Fix tests 2025-04-15 11:18:44 +02:00
pre-commit-ci[bot] 768e36660d [pre-commit.ci] pre-commit autoupdate (#980)
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
2025-04-14 21:55:06 +02:00
Simon Alibert 889de7c415 Add handshake, fix feetech _read_firmware_version 2025-04-14 17:14:06 +02:00
Caroline Pascal 790d6740ba fix(installation): adding note on ffmpeg version during installation (#976)
Co-authored-by: Simon Alibert <75076266+aliberts@users.noreply.github.com>
2025-04-14 15:36:31 +02:00
Simon Alibert 3539251b18 Merge remote-tracking branch 'origin/main' into user/aliberts/2025_02_25_refactor_robots 2025-04-14 15:30:35 +02:00
Simon Alibert 1f210bc8a3 Refactor tests 2025-04-14 15:26:29 +02:00
Simon Alibert d70bc4bde9 Add more segmented tests (dynamixel) 2025-04-14 15:16:38 +02:00
Simon Alibert bdbca09cb2 Add more segmented tests (base motor bus & feetech), add feetech protocol 1 support 2025-04-14 11:56:53 +02:00
Simon Alibert e0b292ab51 Remove test_motors_bus fixtures 2025-04-11 12:24:30 +02:00
Simon Alibert f960f4d8d4 Fix unormalize 2025-04-11 11:58:31 +02:00