diff --git a/docs/examples/simulate-image.ipynb b/docs/examples/simulate-image.ipynb index ad6963f8..2bf34183 100644 --- a/docs/examples/simulate-image.ipynb +++ b/docs/examples/simulate-image.ipynb @@ -127,8 +127,8 @@ "# strength to be a fraction of the integrated specimen potential\n", "strength = 0.05 * real_voxel_grid.sum(axis=0).max() * voxel_size\n", "solvent = cxs.GaussianIce(\n", - " variance_function=op.Lorenzian(\n", - " amplitude=strength**2, length_scale=2.0 * potential.voxel_size\n", + " variance_function=op.FourierGaussian(\n", + " amplitude=strength**2, b_factor=(2.0 * potential.voxel_size) ** 2\n", " )\n", ")\n", "# ... now for the scattering theory\n", @@ -146,7 +146,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -170,7 +170,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -203,12 +203,12 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" ] @@ -246,12 +246,12 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -280,10 +280,10 @@ "\n", "\n", "# Passing the ImagePipeline and a variance function, instantiate the distribution\n", - "distribution = dist.IndependentGaussianFourierModes(\n", + "distribution = dist.IndependentGaussianPixels(\n", " imaging_pipeline,\n", " signal_scale_factor=1.0,\n", - " variance_function=op.Constant(1.0),\n", + " variance=1.0,\n", " is_signal_normalized=True,\n", ")\n", "# ... then, either simulate an image from this distribution\n", @@ -312,7 +312,7 @@ "source": [ "Here, we can directly control image SNR through the parameters `distribution.signal_scale_factor` (a phenomenological scale factor for the underlying signal) and `distribution.variance_function` (a function that computes the variance, or power spectrum, of the gaussian noise).\n", "\n", - "Notice that in order to simulate the image with additive white noise, we chose the power spectrum to be a constant. In particular, we set `variance_function = op.Constant(1.0)`. We can instead use the `cryojax.image.operators` module to build a more complex power spectrum. In this example, we choose the variance to be a lorenzian envelope modulated by the CTF, plus additive white noise." + "Notice that in order to simulate the image with additive white noise, we chose the power spectrum to be a constant. In particular, we set `variance_function = op.Constant(1.0)`. We can instead use the `cryojax.image.operators` module to build a more complex power spectrum. In this example, we choose the variance to be a FourierGaussian envelope modulated by the CTF, plus additive white noise." ] }, { @@ -322,7 +322,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -332,8 +332,8 @@ } ], "source": [ - "variance_function = op.Constant(0.5) + ctf * ctf * op.Lorenzian(\n", - " amplitude=2.5, length_scale=instrument_config.pixel_size * 5.0\n", + "variance_function = op.Constant(0.5) + ctf * ctf * op.FourierGaussian(\n", + " amplitude=2.5, b_factor=(instrument_config.pixel_size * 5.0) ** 2\n", ")\n", "# Passing the ImagePipeline and a variance function, instantiate the distribution\n", "non_white_noise_distribution = dist.IndependentGaussianFourierModes(\n", diff --git a/src/cryojax/inference/distributions/__init__.py b/src/cryojax/inference/distributions/__init__.py index be3036b7..e888e270 100644 --- a/src/cryojax/inference/distributions/__init__.py +++ b/src/cryojax/inference/distributions/__init__.py @@ -4,4 +4,5 @@ ) from ._gaussian_distributions import ( IndependentGaussianFourierModes as IndependentGaussianFourierModes, + IndependentGaussianPixels as IndependentGaussianPixels, ) diff --git a/src/cryojax/inference/distributions/_gaussian_distributions.py b/src/cryojax/inference/distributions/_gaussian_distributions.py index e46d66da..feaedfd6 100644 --- a/src/cryojax/inference/distributions/_gaussian_distributions.py +++ b/src/cryojax/inference/distributions/_gaussian_distributions.py @@ -2,12 +2,13 @@ Image formation models simulated from gaussian noise distributions. """ +from abc import abstractmethod from typing import Optional from typing_extensions import override import jax.numpy as jnp import jax.random as jr -from equinox import field +from equinox import AbstractVar, field from jaxtyping import Array, Complex, Float, PRNGKeyArray from ..._errors import error_if_not_positive @@ -17,45 +18,38 @@ from ._base_distribution import AbstractDistribution -class IndependentGaussianFourierModes(AbstractDistribution, strict=True): - r"""A gaussian noise model, where each fourier mode is independent. +class AbstractGaussianDistribution(AbstractDistribution, strict=True): + r"""An `AbstractDistribution` where images are formed via additive + gaussian noise. - This computes the likelihood in Fourier space, - so that the variance to be an arbitrary noise power spectrum. + Subclasses may compute the likelihood in real or fourier space and + make different assumptions about the variance / covariance. """ - imaging_pipeline: AbstractImagingPipeline - variance_function: FourierOperatorLike - signal_scale_factor: Float[Array, ""] + imaging_pipeline: AbstractVar[AbstractImagingPipeline] + signal_scale_factor: AbstractVar[Float[Array, ""]] - is_signal_normalized: bool = field(static=True) + is_signal_normalized: AbstractVar[bool] - def __init__( - self, - imaging_pipeline: AbstractImagingPipeline, - variance_function: Optional[FourierOperatorLike] = None, - signal_scale_factor: Optional[float | Float[Array, ""]] = None, - is_signal_normalized: bool = False, + @override + def sample( + self, rng_key: PRNGKeyArray, *, get_real: bool = True + ) -> ( + Float[ + Array, + "{self.imaging_pipeline.instrument_config.y_dim} " + "{self.imaging_pipeline.instrument_config.x_dim}", + ] + | Complex[ + Array, + "{self.imaging_pipeline.instrument_config.y_dim} " + "{self.imaging_pipeline.instrument_config.x_dim//2+1}", + ] ): - """**Arguments:** - - - `imaging_pipeline`: The image formation model. - - `variance_function`: The variance of each fourier mode. By default, - `cryojax.image.operators.Constant(1.0)`. - - `signal_scale_factor`: A scale factor for the underlying signal simulated from `imaging_pipeline`. - - `is_signal_normalized`: - Whether or not the signal is normalized before applying the `signal_scale_factor`. - If an `AbstractMask` is given to `imaging_pipeline.mask`, the signal is normalized - within the region where the mask is equal to `1`. - """ # noqa: E501 - self.imaging_pipeline = imaging_pipeline - self.variance_function = variance_function or Constant(1.0) - if signal_scale_factor is None: - signal_scale_factor = jnp.sqrt( - jnp.asarray(imaging_pipeline.instrument_config.n_pixels, dtype=float) - ) - self.signal_scale_factor = error_if_not_positive(jnp.asarray(signal_scale_factor)) - self.is_signal_normalized = is_signal_normalized + """Sample from the gaussian noise model.""" + return self.compute_signal(get_real=get_real) + self.compute_noise( + rng_key, get_real=get_real + ) @override def compute_signal( @@ -92,6 +86,64 @@ def compute_signal( ) return self.signal_scale_factor * real_or_fourier_simulated_image + @abstractmethod + def compute_noise( + self, rng_key: PRNGKeyArray, *, get_real: bool = True + ) -> ( + Float[ + Array, + "{self.imaging_pipeline.instrument_config.y_dim} " + "{self.imaging_pipeline.instrument_config.x_dim}", + ] + | Complex[ + Array, + "{self.imaging_pipeline.instrument_config.y_dim} " + "{self.imaging_pipeline.instrument_config.x_dim//2+1}", + ] + ): + """Draw a realization from the gaussian noise model and return either in + real or fourier space. + """ + raise NotImplementedError + + +class IndependentGaussianPixels(AbstractGaussianDistribution, strict=True): + r"""A gaussian noise model, where each pixel is independently drawn from + a zero-mean gaussian of fixed variance (white noise). + + This computes the likelihood in real space, where the variance is a + constant value across all pixels. + """ + + imaging_pipeline: AbstractImagingPipeline + variance: Float[Array, ""] + signal_scale_factor: Float[Array, ""] + + is_signal_normalized: bool = field(static=True) + + def __init__( + self, + imaging_pipeline: AbstractImagingPipeline, + variance: float | Float[Array, ""] = 1.0, + signal_scale_factor: float | Float[Array, ""] = 1.0, + is_signal_normalized: bool = False, + ): + """**Arguments:** + + - `imaging_pipeline`: The image formation model. + - `variance`: The variance of each pixel. + - `signal_scale_factor`: A scale factor for the underlying signal simulated from `imaging_pipeline`. + - `is_signal_normalized`: + Whether or not the signal is normalized before applying the `signal_scale_factor`. + If an `AbstractMask` is given to `imaging_pipeline.mask`, the signal is normalized + within the region where the mask is equal to `1`. + """ # noqa: E501 + self.imaging_pipeline = imaging_pipeline + self.variance = error_if_not_positive(variance) + self.signal_scale_factor = error_if_not_positive(signal_scale_factor) + self.is_signal_normalized = is_signal_normalized + + @override def compute_noise( self, rng_key: PRNGKeyArray, *, get_real: bool = True ) -> ( @@ -111,7 +163,7 @@ def compute_noise( freqs = pipeline.instrument_config.padded_frequency_grid_in_angstroms # Compute the zero mean variance and scale up to be independent of the number of # pixels - std = jnp.sqrt(n_pixels * self.variance_function(freqs)) + std = jnp.sqrt(n_pixels * self.variance) noise = pipeline.postprocess( std * jr.normal(rng_key, shape=freqs.shape[0:-1]) @@ -124,7 +176,74 @@ def compute_noise( return noise @override - def sample( + def log_likelihood( + self, + observed: Float[ + Array, + "{self.imaging_pipeline.instrument_config.y_dim} " + "{self.imaging_pipeline.instrument_config.x_dim}", + ], + ) -> Float[Array, ""]: + """Evaluate the log-likelihood of the gaussian noise model. + + **Arguments:** + + - `observed` : The observed data in real space. + """ + variance = self.variance + # Create simulated data + simulated = self.compute_signal(get_real=True) + # Compute residuals + residuals = simulated - observed + # Compute standard normal random variables + squared_standard_normal_per_pixel = jnp.abs(residuals) ** 2 / (2 * variance) + # Compute the log-likelihood for each pixel. + log_likelihood_per_pixel = -1.0 * ( + squared_standard_normal_per_pixel - jnp.log(2 * jnp.pi * variance) / 2 + ) + # Compute log-likelihood, summing over pixels + log_likelihood = jnp.sum(log_likelihood_per_pixel) + + return log_likelihood + + +class IndependentGaussianFourierModes(AbstractGaussianDistribution, strict=True): + r"""A gaussian noise model, where each fourier mode is independent. + + This computes the likelihood in Fourier space, + so that the variance to be an arbitrary noise power spectrum. + """ + + imaging_pipeline: AbstractImagingPipeline + variance_function: FourierOperatorLike + signal_scale_factor: Float[Array, ""] + + is_signal_normalized: bool = field(static=True) + + def __init__( + self, + imaging_pipeline: AbstractImagingPipeline, + variance_function: Optional[FourierOperatorLike] = None, + signal_scale_factor: float | Float[Array, ""] = 1.0, + is_signal_normalized: bool = False, + ): + """**Arguments:** + + - `imaging_pipeline`: The image formation model. + - `variance_function`: The variance of each fourier mode. By default, + `cryojax.image.operators.Constant(1.0)`. + - `signal_scale_factor`: A scale factor for the underlying signal simulated from `imaging_pipeline`. + - `is_signal_normalized`: + Whether or not the signal is normalized before applying the `signal_scale_factor`. + If an `AbstractMask` is given to `imaging_pipeline.mask`, the signal is normalized + within the region where the mask is equal to `1`. + """ # noqa: E501 + self.imaging_pipeline = imaging_pipeline + self.variance_function = variance_function or Constant(1.0) + self.signal_scale_factor = error_if_not_positive(jnp.asarray(signal_scale_factor)) + self.is_signal_normalized = is_signal_normalized + + def compute_noise( self, rng_key: PRNGKeyArray, *, get_real: bool = True ) -> ( Float[ @@ -138,11 +257,23 @@ def sample( "{self.imaging_pipeline.instrument_config.x_dim//2+1}", ] ): - """Sample from the gaussian noise model.""" - return self.compute_signal(get_real=get_real) + self.compute_noise( - rng_key, get_real=get_real + pipeline = self.imaging_pipeline + n_pixels = pipeline.instrument_config.padded_n_pixels + freqs = pipeline.instrument_config.padded_frequency_grid_in_angstroms + # Compute the zero mean variance and scale up to be independent of the number of + # pixels + std = jnp.sqrt(n_pixels * self.variance_function(freqs)) + noise = pipeline.postprocess( + std + * jr.normal(rng_key, shape=freqs.shape[0:-1]) + .at[0, 0] + .set(0.0) + .astype(complex), + get_real=get_real, ) + return noise + @override def log_likelihood( self, diff --git a/tests/test_distributions.py b/tests/test_distributions.py new file mode 100644 index 00000000..15f02916 --- /dev/null +++ b/tests/test_distributions.py @@ -0,0 +1,22 @@ +import numpy as np +import pytest + +import cryojax.simulator as cxs +from cryojax.inference import distributions as dist + + +@pytest.mark.parametrize( + "cls, scattering_theory, instrument_config", + [ + (dist.IndependentGaussianPixels, "theory", "config"), + (dist.IndependentGaussianFourierModes, "theory", "config"), + ], +) +def test_simulate_signal_from_gaussian_distributions( + cls, scattering_theory, instrument_config, request +): + scattering_theory = request.getfixturevalue(scattering_theory) + instrument_config = request.getfixturevalue(instrument_config) + imaging_pipeline = cxs.ContrastImagingPipeline(instrument_config, scattering_theory) + distribution = cls(imaging_pipeline) + np.testing.assert_allclose(imaging_pipeline.render(), distribution.compute_signal())