Merge pull request #3216 from tkelestemur:mjx-render-batched-unpackers
PiperOrigin-RevId: 899017204 Change-Id: I7409a00cff81a1d24afe2ca50ec14c2f25c103ea
This commit is contained in:
@@ -18,6 +18,7 @@ from typing import TYPE_CHECKING
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import jax
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import jax
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import jax.numpy as jnp
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import jax.numpy as jnp
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import mujoco.mjx.warp as mjxw
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import mujoco.mjx.warp as mjxw
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if TYPE_CHECKING:
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if TYPE_CHECKING:
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@@ -34,10 +35,11 @@ def get_rgb(
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Args:
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Args:
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rc: RenderContextPytree.
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rc: RenderContextPytree.
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cam_id: Camera index to extract.
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cam_id: Camera index to extract.
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rgb_data: Packed render output, shape (total_pixels,) as uint32.
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rgb_data: Packed render output, shape (..., total_pixels) as uint32.
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Returns:
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Returns:
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Float32 RGB array with shape (H, W, 3), values in [0, 1].
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Float32 RGB array with shape (..., H, W, 3), values in [0, 1].
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Any leading batch axes in `rgb_data` are preserved.
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Raises:
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Raises:
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RuntimeError: If Warp is not installed.
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RuntimeError: If Warp is not installed.
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@@ -59,14 +61,14 @@ def get_rgb(
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height = int(warp_rc.cam_res.numpy()[cam_id][1])
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height = int(warp_rc.cam_res.numpy()[cam_id][1])
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packed = jax.lax.dynamic_slice_in_dim(
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packed = jax.lax.dynamic_slice_in_dim(
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rgb_data, rgb_adr, width * height, axis=0
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rgb_data, rgb_adr, width * height, axis=rgb_data.ndim - 1
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)
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)
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b = (packed & 0xFF).astype(jnp.float32) / 255.0
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b = (packed & 0xFF).astype(jnp.float32) / 255.0
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g = ((packed >> 8) & 0xFF).astype(jnp.float32) / 255.0
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g = ((packed >> 8) & 0xFF).astype(jnp.float32) / 255.0
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r = ((packed >> 16) & 0xFF).astype(jnp.float32) / 255.0
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r = ((packed >> 16) & 0xFF).astype(jnp.float32) / 255.0
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rgb = jnp.stack([r, g, b], axis=-1)
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rgb = jnp.stack([r, g, b], axis=-1)
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return rgb.reshape(height, width, 3)
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return rgb.reshape(packed.shape[:-1] + (height, width, 3))
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def get_depth(
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def get_depth(
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@@ -80,11 +82,12 @@ def get_depth(
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Args:
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Args:
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rc: RenderContextPytree.
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rc: RenderContextPytree.
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cam_id: Camera index to extract.
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cam_id: Camera index to extract.
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depth_data: Raw depth output, shape (total_pixels,) as float32.
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depth_data: Raw depth output, shape (..., total_pixels) as float32.
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depth_scale: Scale factor for normalizing depth values.
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depth_scale: Scale factor for normalizing depth values.
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Returns:
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Returns:
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Float32 depth array with shape (H, W), clamped to [0, 1].
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Float32 depth array with shape (..., H, W, 1), clamped to [0, 1].
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Any leading batch axes in `depth_data` are preserved.
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Raises:
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Raises:
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RuntimeError: If Warp is not installed.
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RuntimeError: If Warp is not installed.
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@@ -106,8 +109,8 @@ def get_depth(
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height = int(warp_rc.cam_res.numpy()[cam_id][1])
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height = int(warp_rc.cam_res.numpy()[cam_id][1])
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raw = jax.lax.dynamic_slice_in_dim(
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raw = jax.lax.dynamic_slice_in_dim(
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depth_data, depth_adr, width * height, axis=0
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depth_data, depth_adr, width * height, axis=depth_data.ndim - 1
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)
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)
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depth = jnp.clip(raw / depth_scale, 0.0, 1.0)
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depth = jnp.clip(raw / depth_scale, 0.0, 1.0)
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return depth.reshape(height, width, 1)
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return depth.reshape(raw.shape[:-1] + (height, width, 1))
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@@ -18,11 +18,12 @@ from unittest import mock
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from absl.testing import absltest
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from absl.testing import absltest
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import jax
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import jax
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import jax.numpy as jnp
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import jax.numpy as jnp
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import numpy as np
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from mujoco.mjx._src import io
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from mujoco.mjx._src import io
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from mujoco.mjx._src import render_util
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from mujoco.mjx._src import render_util
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import mujoco.mjx.warp as mjxw
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import mujoco.mjx.warp as mjxw
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from mujoco.mjx.warp.render_context import RenderContextPytree
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from mujoco.mjx.warp.render_context import RenderContextPytree
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import numpy as np
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_FORCE_TEST = os.environ.get('MJX_WARP_FORCE_TEST', '0') == '1'
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_FORCE_TEST = os.environ.get('MJX_WARP_FORCE_TEST', '0') == '1'
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@@ -63,6 +64,26 @@ class RenderUtilTest(absltest.TestCase):
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self.assertEqual(rgb.shape, (height, width, 3))
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self.assertEqual(rgb.shape, (height, width, 3))
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def test_get_rgb_preserves_leading_dims(self):
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width, height = 4, 4
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warp_rc = _fake_render_context(1, width, height)
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rc = mock.MagicMock(spec=RenderContextPytree, key=0)
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with mock.patch.dict(
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'mujoco.mjx.warp.render_context._MJX_RENDER_CONTEXT_BUFFERS',
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{(0, None): warp_rc},
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):
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for leading_shape in ((1,), (3,), (2, 3)):
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with self.subTest(leading_shape=leading_shape):
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rgb_data = jnp.zeros(
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leading_shape + (width * height,), dtype=jnp.uint32
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)
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rgb = jax.jit(render_util.get_rgb, static_argnums=(0, 1))(
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rc, 0, rgb_data
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)
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self.assertEqual(rgb.shape, leading_shape + (height, width, 3))
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def test_get_rgb_vmap(self):
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def test_get_rgb_vmap(self):
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nworld, width, height = 3, 4, 4
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nworld, width, height = 3, 4, 4
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warp_rc = _fake_render_context(1, width, height)
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warp_rc = _fake_render_context(1, width, height)
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@@ -96,6 +117,26 @@ class RenderUtilTest(absltest.TestCase):
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self.assertEqual(depth.shape, (height, width, 1))
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self.assertEqual(depth.shape, (height, width, 1))
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def test_get_depth_preserves_leading_dims(self):
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width, height = 4, 4
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warp_rc = _fake_render_context(1, width, height)
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rc = mock.MagicMock(spec=RenderContextPytree, key=0)
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with mock.patch.dict(
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'mujoco.mjx.warp.render_context._MJX_RENDER_CONTEXT_BUFFERS',
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{(0, None): warp_rc},
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):
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for leading_shape in ((1,), (3,), (2, 3)):
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with self.subTest(leading_shape=leading_shape):
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depth_data = jnp.zeros(
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leading_shape + (width * height,), dtype=jnp.float32
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)
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depth = jax.jit(render_util.get_depth, static_argnums=(0, 1, 3))(
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rc, 0, depth_data, 5.0
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)
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self.assertEqual(depth.shape, leading_shape + (height, width, 1))
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def test_get_depth_vmap(self):
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def test_get_depth_vmap(self):
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nworld, width, height = 3, 4, 4
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nworld, width, height = 3, 4, 4
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warp_rc = _fake_render_context(1, width, height)
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warp_rc = _fake_render_context(1, width, height)
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