From abb80bd10b2e18ea221571a35b45035877f1beec Mon Sep 17 00:00:00 2001 From: t4r3k <142579274+machine-moon@users.noreply.github.com> Date: Mon, 4 Aug 2025 20:06:13 -0400 Subject: [PATCH 01/15] removed agent with device + jax init in validation --- src/cumind/agent/agent.py | 30 +++++++++++++----------------- src/cumind/utils/config.py | 9 +++++++++ 2 files changed, 22 insertions(+), 17 deletions(-) diff --git a/src/cumind/agent/agent.py b/src/cumind/agent/agent.py index d9b3ca7..49a1b93 100644 --- a/src/cumind/agent/agent.py +++ b/src/cumind/agent/agent.py @@ -25,26 +25,22 @@ def __init__(self, existing_state: Optional[Dict[str, Any]] = None): """ log.info("Initializing CuMind agent.") - self.device = jax.devices(cfg.device)[0] - log.info(f"Using device: {self.device}") - log.info(f"Creating CuMindNetwork with observation shape {cfg.env.observation_shape} and action space size {cfg.env.action_space_size}") - with jax.default_device(self.device): - self.network = CuMindNetwork(representation_network=cfg.representation(), dynamics_network=cfg.dynamics(), prediction_network=cfg.prediction()) + self.network = CuMindNetwork(representation_network=cfg.representation(), dynamics_network=cfg.dynamics(), prediction_network=cfg.prediction()) - log.info(f"Setting up AdamW optimizer with learning rate {cfg.training.learning_rate} and weight decay {cfg.training.weight_decay}") - self.optimizer = optax.adamw(learning_rate=cfg.training.learning_rate, weight_decay=cfg.training.weight_decay) + log.info(f"Setting up AdamW optimizer with learning rate {cfg.training.learning_rate} and weight decay {cfg.training.weight_decay}") + self.optimizer = optax.adamw(learning_rate=cfg.training.learning_rate, weight_decay=cfg.training.weight_decay) - if existing_state: - log.info("Loading agent state from existing state.") - self.load_state(existing_state) - else: - log.info("Initializing new optimizer state.") - self.optimizer_state = self.optimizer.init(nnx.state(self.network, nnx.Param)) - # Ensure target network is properly initialized - log.info("Initializing target prediction network.") - self.network.update_target_prediction_network(hard=True) + if existing_state: + log.info("Loading agent state from existing state.") + self.load_state(existing_state) + else: + log.info("Initializing new optimizer state.") + self.optimizer_state = self.optimizer.init(nnx.state(self.network, nnx.Param)) + # Ensure target network is properly initialized + log.info("Initializing target prediction network.") + self.network.update_target_prediction_network(hard=True) self.mcts = MCTS(self.network) log.info("Agent initialization complete.") @@ -66,7 +62,7 @@ def select_action(self, observation: np.ndarray, training: bool = False) -> Tupl return action_idx, action_probs log.debug(f"Selecting action. Training mode: {training}") - obs_tensor = jax.device_put(jnp.array(observation)[None], self.device) # [None] adds batch dimension + obs_tensor = jnp.array(observation)[None] # [None] adds batch dimension hidden_state, _, _ = self.network.initial_inference(obs_tensor) hidden_state_array = jnp.asarray(hidden_state, dtype=jnp.float32)[0] # Remove batch dimension diff --git a/src/cumind/utils/config.py b/src/cumind/utils/config.py index a9c73d5..a4296e9 100644 --- a/src/cumind/utils/config.py +++ b/src/cumind/utils/config.py @@ -412,6 +412,15 @@ def _validate(self) -> None: elif self.device == "metal": subprocess.run(["uv", "pip", "install", "jax[metal]>=0.6.2"], check=True) + # Initialize JAX distributed system for TPU and multi-device setups + if (self.device == "tpu" or self.device == "cuda") and self.multi_device: + import jax + + try: + jax.distributed.initialize() + except Exception as e: + raise RuntimeError(f"JAX distributed initialization failed: {e}. Continuing with single-process mode.") + # 13. seed if not isinstance(self.seed, int) or self.seed < 0: raise ValueError(f"seed must be a non-negative integer, got {self.seed}") From d35a521c33b1f06ab80de217aec78e1ed207194d Mon Sep 17 00:00:00 2001 From: t4r3k <142579274+machine-moon@users.noreply.github.com> Date: Mon, 4 Aug 2025 22:08:35 -0400 Subject: [PATCH 02/15] timer --- src/cumind/agent/trainer.py | 3 +++ 1 file changed, 3 insertions(+) diff --git a/src/cumind/agent/trainer.py b/src/cumind/agent/trainer.py index 6f7eeee..4dd78e9 100644 --- a/src/cumind/agent/trainer.py +++ b/src/cumind/agent/trainer.py @@ -140,6 +140,7 @@ def _maybe_train_and_update(self, episode: int, train_frequency: int) -> None: if not self.memory.is_ready(cfg.memory.min_size, cfg.memory.min_pct): log.warning("Buffer not ready for training, a larger buffer is needed.") return + start_time = log.elapsed() for _ in range(cfg.training.num_batches): self.last_loss = self.train_step() self.train_step_count += 1 @@ -147,6 +148,8 @@ def _maybe_train_and_update(self, episode: int, train_frequency: int) -> None: log.info(f"Updating target network at training step {self.train_step_count}") self.agent.update_target_network() log.info("Target network update completed") + elapsed = log.elapsed() - start_time + log.info(f"Training loop for {cfg.training.num_batches} batches took {elapsed.total_seconds():.2f} seconds") def _maybe_checkpoint(self, episode: int) -> None: if episode > 0 and episode % cfg.training.checkpoint_interval == 0: From 4fe79c474dd7a4885c20a6cd421ed725e9eb84eb Mon Sep 17 00:00:00 2001 From: t4r3k <142579274+machine-moon@users.noreply.github.com> Date: Wed, 6 Aug 2025 22:30:11 -0400 Subject: [PATCH 03/15] lint and memory.prof --- memory.prof | Bin 0 -> 4573 bytes src/cartpole.py | 6 +++++- src/cumind/agent/agent.py | 1 - src/cumind/agent/runner.py | 1 - src/cumind/utils/config.py | 2 +- src/cumind/utils/logger.py | 1 + tests/test_data.py | 2 +- 7 files changed, 8 insertions(+), 5 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z5R`M3Tahr{D4HtuG%iTe#}gi$9Qtl{16Jm%*;B9KV*Y$?EBH6MN)e?f%bzm!8t8}> zCNt8G4gQNJ=60ZMvD$)0Eh86E!}lWwU*-*4Ig|=&5>#hRpR6RH;me##km>$EKkry` Hpf3Obiy#3q literal 0 HcmV?d00001 diff --git a/src/cartpole.py b/src/cartpole.py index 356c750..d7aec45 100644 --- a/src/cartpole.py +++ b/src/cartpole.py @@ -1,5 +1,7 @@ """Basic training example for CuMind with CartPole.""" +import jax.profiler + from cumind.agent.runner import inference, train from cumind.utils.config import cfg from cumind.utils.logger import log @@ -20,5 +22,7 @@ def main() -> None: if __name__ == "__main__": - main() + with jax.profiler.trace("/tmp/profile-data"): + main() + jax.profiler.save_device_memory_profile("memory.prof") log.shutdown() diff --git a/src/cumind/agent/agent.py b/src/cumind/agent/agent.py index 49a1b93..0695f88 100644 --- a/src/cumind/agent/agent.py +++ b/src/cumind/agent/agent.py @@ -2,7 +2,6 @@ from typing import Any, Dict, Optional, Tuple -import jax import jax.numpy as jnp import numpy as np import optax # type: ignore diff --git a/src/cumind/agent/runner.py b/src/cumind/agent/runner.py index e5d52d8..fa82e35 100644 --- a/src/cumind/agent/runner.py +++ b/src/cumind/agent/runner.py @@ -3,7 +3,6 @@ import os import gymnasium as gym - from cumind.agent.agent import Agent from cumind.agent.trainer import Trainer from cumind.utils.checkpoint import load_checkpoint diff --git a/src/cumind/utils/config.py b/src/cumind/utils/config.py index a4296e9..2d2f5b5 100644 --- a/src/cumind/utils/config.py +++ b/src/cumind/utils/config.py @@ -487,7 +487,7 @@ def _as_json_str(self) -> str: organized_config[k] = v final_config = {"CuMind": organized_config} json_str = json.dumps(final_config, indent=2) - json_str = re.sub(r'\[\s*\n\s*(.*?)\s*\n\s*\]', lambda m: '[' + re.sub(r'\s*\n\s*', ' ', m.group(1).strip()) + ']', json_str, flags=re.DOTALL) + json_str = re.sub(r"\[\s*\n\s*(.*?)\s*\n\s*\]", lambda m: "[" + re.sub(r"\s*\n\s*", " ", m.group(1).strip()) + "]", json_str, flags=re.DOTALL) return json_str def _to_json(self, json_path: str) -> None: diff --git a/src/cumind/utils/logger.py b/src/cumind/utils/logger.py index e2a910a..0bfca8a 100644 --- a/src/cumind/utils/logger.py +++ b/src/cumind/utils/logger.py @@ -8,6 +8,7 @@ from typing import Any, Dict, Optional import wandb + from cumind.utils.config import cfg diff --git a/tests/test_data.py b/tests/test_data.py index 71b11ad..450e0c9 100644 --- a/tests/test_data.py +++ b/tests/test_data.py @@ -1,8 +1,8 @@ """Comprehensive tests for data components (MemoryBuffer, SelfPlay).""" -import gymnasium as gym import pytest +import gymnasium as gym from cumind.agent.agent import Agent from cumind.data.memory import MemoryBuffer, PrioritizedMemoryBuffer, TreeBuffer from cumind.data.self_play import SelfPlay From f7bda4bbfee1e8dc0838a9330845d733e6441f09 Mon Sep 17 00:00:00 2001 From: t4r3k <142579274+machine-moon@users.noreply.github.com> Date: Thu, 7 Aug 2025 00:05:44 -0400 Subject: [PATCH 04/15] updated dependency groups in pyproject + updated scripts --- CuMind.svg | 941 +++++++++++++++++++++++++++++++++++++ cumind.svg | 529 --------------------- plots/episode_loss.png | Bin 28542 -> 0 bytes plots/policy_loss.png | Bin 41337 -> 0 bytes plots/reward.png | Bin 77427 -> 0 bytes plots/reward_loss.png | Bin 27865 -> 0 bytes plots/total_loss.png | Bin 32287 -> 0 bytes plots/value_loss.png | Bin 36633 -> 0 bytes pyproject.toml | 64 +-- scripts/plot.py | 128 ----- scripts/pydep.sh | 10 + scripts/qc.py | 20 - scripts/qc.sh | 18 + src/cumind/utils/config.py | 42 +- uv.lock | 61 ++- 15 files changed, 1060 insertions(+), 753 deletions(-) create mode 100644 CuMind.svg delete mode 100644 cumind.svg delete mode 100644 plots/episode_loss.png delete mode 100644 plots/policy_loss.png delete mode 100644 plots/reward.png delete mode 100644 plots/reward_loss.png delete mode 100644 plots/total_loss.png delete mode 100644 plots/value_loss.png delete mode 100755 scripts/plot.py create mode 100755 scripts/pydep.sh delete mode 100755 scripts/qc.py create mode 100755 scripts/qc.sh diff --git a/CuMind.svg b/CuMind.svg new file mode 100644 index 0000000..f8f08b1 --- /dev/null +++ b/CuMind.svg @@ -0,0 +1,941 @@ + + + + + + +G + + + +chex + +chex + + + +cumind_agent_trainer + +cumind. +agent. +trainer + + + +chex->cumind_agent_trainer + + + + + + + + +cumind_core_blocks + +cumind. +core. +blocks + + + +chex->cumind_core_blocks + + + + + + +cumind_core_encoder + +cumind. +core. +encoder + + + +chex->cumind_core_encoder + + + + + +cumind_core_mcts + +cumind. +core. +mcts + + + +chex->cumind_core_mcts + + + + + +cumind_core_mlp + +cumind. +core. +mlp + + + +chex->cumind_core_mlp + + + + +cumind_core_network + +cumind. +core. +network + + + +chex->cumind_core_network + + + + +cumind_core_resnet + +cumind. +core. +resnet + + + +chex->cumind_core_resnet + + + + + +cumind_utils_jax_utils + +cumind. +utils. +jax_utils + + + +chex->cumind_utils_jax_utils + + + + + +cumind + +cumind + + + +cumind___main__ + +cumind. +__main__ + + + +cumind_agent + +cumind.agent + + + +cumind_agent->cumind + + + + +cumind_cli + +cumind.cli + + + +cumind_agent->cumind_cli + + + + + +cumind_data_self_play + +cumind. +data. +self_play + + + +cumind_agent->cumind_data_self_play + + + + + + +cumind_agent_agent + +cumind. +agent. +agent + + + +cumind_agent_agent->cumind_agent + + + + + + +cumind_agent_runner + +cumind. +agent. +runner + + + +cumind_agent_agent->cumind_agent_runner + + + + + +cumind_agent_agent->cumind_agent_trainer + + + + + +cumind_agent_agent->cumind_data_self_play + + + + + +cumind_agent_runner->cumind_agent + + + + + +cumind_agent_runner->cumind_cli + + + + +cumind_agent_trainer->cumind_agent + + + + +cumind_agent_trainer->cumind_agent_runner + + + + + +cumind_cli->cumind___main__ + + + + + +cumind_core + +cumind.core + + + +cumind_core->cumind + + + + + + +cumind_core->cumind_agent_agent + + + + + + +cumind_core->cumind_agent_trainer + + + + +cumind_core_blocks->cumind_core + + + + 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z5!n?cVt131594v>wQo1p^$iX2k8-c1Vf_c4=MORppTbk{`ZIf|6lr6DqHi7+Y1%l{Up7WJFRpo J_2k8y{{y_@LNWjV diff --git a/pyproject.toml b/pyproject.toml index cdb672d..8fb68eb 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,69 +1,53 @@ -# ========================= -# Project Metadata -# ========================= [project] -name = "cumind" +name = "CuMind" version = "0.1.95" description = "A JAX-based CuMind is a JAX-based RL framework inspired by Google DeepMind. Achieve's superhuman performance in complex domains without pretraining nor prior knowledge of their rules." readme = "README.md" requires-python = ">=3.12" -dependencies = [ + +[build-system] +requires = ["hatchling"] +build-backend = "hatchling.build" + +[dependency-groups] +main = [ "numpy>=2.3.0", "gymnasium>=1.1.1", "pygame>=2.6.1", "tqdm>=4.67.1", - "jax>=0.6.2", + "jax>=0.6.2", # Uses CPU by default; see config.py:385 for device selection. "flax>=0.10.6", "optax>=0.2.5", "chex>=0.1.89", "wandb>=0.20.1", +] +dev = [ + "ruff>=0.11.13", + "pytest>=8.4.0", + "mypy>=1.16.0", "ipython>=9.3.0", "ipykernel>=6.29.5", + "pydeps>=3.0.1", ] -# JAX Dependencies: -# - jax: Core JAX library for numerical computing -# - flax: Neural network library built on JAX -# - optax: Gradient-based optimization library -# - chex: Testing and assertion utilities for JAX - -# Note: JAX CPU version is used by default -# LOOK AT CONFIG.PY LINE 385 VALIDATING DEVICE. - - -# ========================= -# Build System -# ========================= -[build-system] -requires = ["hatchling"] -build-backend = "hatchling.build" - -# ========================= -# Dependency Groups -# ========================= -[dependency-groups] -dev = ["ruff>=0.11.13", "pytest>=8.4.0", "mypy>=1.16.0"] - -# ========================= -# Tooling Configuration -# ========================= - -# Ruff configuration [tool.ruff] line-length = 320 target-version = "py312" [tool.ruff.lint] -select = ["E", "F", "I", "N", "W"] # Errors, pyFlakes, Import, Naming, Warnings -ignore = ["E203", "E501"] +select = [ + "E", # pycodestyle errors + "F", # pyflakes errors + "I", # isort checks + "N", # pep8-naming + "W", # warnings +] -# Mypy configuration [tool.mypy] python_version = "3.12" strict = true warn_return_any = true warn_unused_configs = true -# ========================= -# UV Configuration -# ========================= +[tool.uv] +default-groups = ["main", "dev"] diff --git a/scripts/plot.py b/scripts/plot.py deleted file mode 100755 index d99b557..0000000 --- a/scripts/plot.py +++ /dev/null @@ -1,128 +0,0 @@ -#!./.venv/bin/python3.12 -import datetime -import os -import re - -import matplotlib.pyplot as plt - - -def parse_log_file(filepath): - episode_re = re.compile(r"(?P