fixup! Fixup eval with real robot

This commit is contained in:
Eugene Mironov
2025-11-14 13:35:39 +07:00
parent 98c2152f08
commit 6794ca2ba8
3 changed files with 26 additions and 4 deletions
+22 -1
View File
@@ -83,10 +83,17 @@ import os
import random
from dataclasses import dataclass, field
import matplotlib.pyplot as plt
import numpy as np
import torch
try:
import matplotlib.pyplot as plt
MATPLOTLIB_AVAILABLE = True
except ImportError:
MATPLOTLIB_AVAILABLE = False
plt = None
from lerobot.configs import parser
from lerobot.configs.default import DatasetConfig
from lerobot.configs.policies import PreTrainedConfig
@@ -114,6 +121,16 @@ def set_seed(seed: int):
torch.backends.cudnn.benchmark = False
def _check_matplotlib_available():
"""Check if matplotlib is available, raise helpful error if not."""
if not MATPLOTLIB_AVAILABLE:
raise ImportError(
"matplotlib is required for RTC debug visualizations. "
"Please install it by running:\n"
" uv pip install -e '.[matplotlib-dep]'"
)
@dataclass
class RTCEvalConfig(HubMixin):
"""Configuration for RTC evaluation."""
@@ -686,6 +703,8 @@ class RTCEvaluator:
no_rtc_actions: Final actions from non-RTC policy
prev_chunk_left_over: Previous chunk used as ground truth
"""
_check_matplotlib_available()
# Remove batch dimension if present
rtc_actions_plot = rtc_actions.squeeze(0).cpu() if len(rtc_actions.shape) == 3 else rtc_actions.cpu()
no_rtc_actions_plot = (
@@ -776,6 +795,8 @@ class RTCEvaluator:
plt.close(fig)
def plot_tracked_data(self, rtc_tracked_steps, no_rtc_tracked_steps, prev_chunk_left_over, num_steps):
_check_matplotlib_available()
# Create side-by-side figures for denoising visualization
fig_xt, axs_xt = self._create_figure("x_t Denoising: No RTC (left) vs RTC (right)")
fig_vt, axs_vt = self._create_figure("v_t Denoising: No RTC (left) vs RTC (right)")
+1 -1
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@@ -573,7 +573,7 @@ def demo_cli(cfg: RTCDemoConfig):
# The processor won't be created
policy.init_rtc_processor()
assert policy.name in ["smolvla"], "Only smolvla are supported for RTC"
assert policy.name in ["smolvla", "pi05", "pi0"], "Only smolvla, pi05, and pi0 are supported for RTC"
policy = policy.to(cfg.device)
policy.eval()
+3 -2
View File
@@ -98,6 +98,7 @@ pygame-dep = ["pygame>=2.5.1,<2.7.0"]
placo-dep = ["placo>=0.9.6,<0.10.0"]
transformers-dep = ["transformers>=4.53.0,<5.0.0"]
grpcio-dep = ["grpcio==1.73.1", "protobuf==6.31.0"] # TODO: Bumb dependency (compatible with wandb)
matplotlib-dep = ["matplotlib>=3.10.3,<4.0.0"]
# Motors
feetech = ["feetech-servo-sdk>=1.0.0,<2.0.0"]
@@ -132,10 +133,10 @@ groot = [
hilserl = ["lerobot[transformers-dep]", "gym-hil>=0.1.13,<0.2.0", "lerobot[grpcio-dep]", "lerobot[placo-dep]"]
# Features
async = ["lerobot[grpcio-dep]", "matplotlib>=3.10.3,<4.0.0"]
async = ["lerobot[grpcio-dep]", "lerobot[matplotlib-dep]"]
# Development
dev = ["pre-commit>=3.7.0,<5.0.0", "debugpy>=1.8.1,<1.9.0", "lerobot[grpcio-dep]", "grpcio-tools==1.73.1", "matplotlib>=3.10.3,<4.0.0"]
dev = ["pre-commit>=3.7.0,<5.0.0", "debugpy>=1.8.1,<1.9.0", "lerobot[grpcio-dep]", "grpcio-tools==1.73.1"]
test = ["pytest>=8.1.0,<9.0.0", "pytest-timeout>=2.4.0,<3.0.0", "pytest-cov>=5.0.0,<8.0.0", "mock-serial>=0.0.1,<0.1.0 ; sys_platform != 'win32'"]
video_benchmark = ["scikit-image>=0.23.2,<0.26.0", "pandas>=2.2.2,<2.4.0"]