From 9098db89fc2c8ab34542cdd44fd61838bf0abe97 Mon Sep 17 00:00:00 2001 From: joshuaalbert Date: Wed, 13 Nov 2024 13:18:15 +0100 Subject: [PATCH] * bump to 2.6.6 * improve plotting saving * improve gradient guiding efficiency. --- README.md | 2 ++ .../Gradient_guided_vs_baseline_D16_v2.6.5.png | Bin 0 -> 112876 bytes .../Gradient_guided_vs_baseline_D8_v2.6.5.png | Bin 0 -> 109687 bytes benchmarks/gh136/main.py | 14 ++++++++------ docs/conf.py | 2 +- pyproject.toml | 2 +- src/jaxns/plotting.py | 8 ++++++-- src/jaxns/samplers/uni_slice_sampler.py | 10 ++-------- src/jaxns/utils.py | 4 +++- 9 files changed, 23 insertions(+), 19 deletions(-) create mode 100644 benchmarks/gh136/Gradient_guided_vs_baseline_D16_v2.6.5.png create mode 100644 benchmarks/gh136/Gradient_guided_vs_baseline_D8_v2.6.5.png diff --git a/README.md b/README.md index f68b1b6..dfec6dd 100644 --- a/README.md +++ b/README.md @@ -359,6 +359,8 @@ before importing JAXNS. # Change Log +13 Nov, 2024 -- JAXNS 2.6.6 released. Minor improvements to plotting. + 9 Nov, 2024 -- JAXNS 2.6.5 released. Added gradient guided nested sampling. 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Albert" author = "Joshua G. Albert" -release = "2.6.5" +release = "2.6.6" # -- General configuration --------------------------------------------------- # https://www.sphinx-doc.org/en/master/usage/configuration.html#general-configuration diff --git a/pyproject.toml b/pyproject.toml index 10cc738..2ee32b0 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -6,7 +6,7 @@ build-backend = "setuptools.build_meta" [project] name = "jaxns" -version = "2.6.5" +version = "2.6.6" description = "Nested Sampling in JAX" readme = "README.md" requires-python = ">=3.9" diff --git a/src/jaxns/plotting.py b/src/jaxns/plotting.py index 84f9c62..f6bea6f 100644 --- a/src/jaxns/plotting.py +++ b/src/jaxns/plotting.py @@ -89,7 +89,9 @@ def plot_diagnostics(results: NestedSamplerResults, save_name=None): axs[5].set_xlabel(r'$- \log X$') if save_name is not None: fig.savefig(save_name, bbox_inches='tight', dpi=300, pad_inches=0.0) - plt.show() + plt.close(fig) + else: + plt.show() def plot_cornerplot(results: NestedSamplerResults, variables: Optional[List[str]] = None, @@ -279,7 +281,9 @@ def plot_cornerplot(results: NestedSamplerResults, variables: Optional[List[str] # Save the figure if save_name is not None: fig.savefig(save_name, bbox_inches='tight', dpi=300, pad_inches=0.0) - plt.show() + plt.close(fig) + else: + plt.show() def weighted_percentile(samples: np.ndarray, log_weights: np.ndarray, diff --git a/src/jaxns/samplers/uni_slice_sampler.py b/src/jaxns/samplers/uni_slice_sampler.py index 7233de1..30622d5 100644 --- a/src/jaxns/samplers/uni_slice_sampler.py +++ b/src/jaxns/samplers/uni_slice_sampler.py @@ -258,7 +258,7 @@ def body(carry: Carry) -> Carry: grad = grad_fn(carry.point_U) num_likelihood_evaluations += jnp.ones_like(num_likelihood_evaluations) grad_norm = jnp.linalg.norm(grad) - grad_mask = jnp.bitwise_or(jnp.equal(grad_norm, jnp.zeros_like(grad_norm)), ~jnp.isfinite(grad_norm)) + grad_mask = jnp.bitwise_or(grad_norm < jnp.asarray(1e-10, grad_norm.dtype), ~jnp.isfinite(grad_norm)) grad = grad / grad_norm reflect_direction = direction - 2 * tree_dot(direction, grad) * grad @@ -266,13 +266,7 @@ def body(carry: Carry) -> Carry: random_direction = _sample_direction(after_key1, direction.size) - choose_dir = jax.random.randint(after_key2, shape=(), minval=0, maxval=2) - direction = jnp.where( - choose_dir == 0, - reflect_direction, - random_direction - ) - direction = jnp.where(grad_mask, random_direction, direction) + direction = jnp.where(grad_mask, random_direction, reflect_direction) else: # Randomly choose a new direction direction = _sample_direction(after_key, direction.size) diff --git a/src/jaxns/utils.py b/src/jaxns/utils.py index 855418c..535919e 100644 --- a/src/jaxns/utils.py +++ b/src/jaxns/utils.py @@ -321,7 +321,9 @@ def summary(results: NestedSamplerResults, with_parametrised: bool = False, f_ob main_s = [] def _print(s): - print(s) + if f_obj is None: + # It goes to file instead + print(s) main_s.append(s) def _round(v, uncert_v):