From d0deefd8cfb785fef03bbe674096bbb59b2675bd Mon Sep 17 00:00:00 2001 From: Moritz Gmeiner Date: Fri, 7 Aug 2026 22:06:27 +0200 Subject: [PATCH] checkpoint --- .python-version | 1 + README.md | 160 +++ agents/mcts/run.sh | 7 + ppo_model.eqx | Bin 0 -> 113208 bytes ppo_model.eqx.1 | Bin 0 -> 113208 bytes ppo_model.eqx.2 | Bin 0 -> 113208 bytes pyproject.toml | 57 ++ scripts/mcts_agent.py | 89 ++ scripts/train.py | 179 ++++ src/general_bots_training/__init__.py | 22 + .../__pycache__/__init__.cpython-313.pyc | Bin 0 -> 745 bytes .../__pycache__/mcts.cpython-313.pyc | Bin 0 -> 22516 bytes .../__pycache__/network.cpython-313.pyc | Bin 0 -> 11153 bytes .../__pycache__/opponents.cpython-313.pyc | Bin 0 -> 2441 bytes .../__pycache__/ppo.cpython-313.pyc | Bin 0 -> 7138 bytes .../__pycache__/rollout.cpython-313.pyc | Bin 0 -> 8762 bytes .../__pycache__/train.cpython-313.pyc | Bin 0 -> 6916 bytes src/general_bots_training/mcts.py | 337 +++++++ src/general_bots_training/network.py | 156 +++ src/general_bots_training/opponents.py | 44 + src/general_bots_training/ppo.py | 158 +++ src/general_bots_training/rollout.py | 134 +++ ...st_checkpoint.cpython-313-pytest-9.1.1.pyc | Bin 0 -> 4224 bytes .../test_mcts.cpython-313-pytest-9.1.1.pyc | Bin 0 -> 13341 bytes ...est_opponents.cpython-313-pytest-9.1.1.pyc | Bin 0 -> 6040 bytes ...est_self_play.cpython-313-pytest-9.1.1.pyc | Bin 0 -> 4900 bytes ..._train_config.cpython-313-pytest-9.1.1.pyc | Bin 0 -> 6515 bytes ...test_training.cpython-313-pytest-9.1.1.pyc | Bin 0 -> 10043 bytes tests/test_checkpoint.py | 28 + tests/test_mcts.py | 70 ++ tests/test_opponents.py | 30 + tests/test_self_play.py | 28 + tests/test_train_config.py | 38 + tests/test_training.py | 53 + uv.lock | 952 ++++++++++++++++++ 35 files changed, 2543 insertions(+) create mode 100644 .python-version create mode 100644 README.md create mode 100755 agents/mcts/run.sh create mode 100644 ppo_model.eqx create mode 100644 ppo_model.eqx.1 create mode 100644 ppo_model.eqx.2 create mode 100644 pyproject.toml create mode 100644 scripts/mcts_agent.py create mode 100644 scripts/train.py create mode 100644 src/general_bots_training/__init__.py create mode 100644 src/general_bots_training/__pycache__/__init__.cpython-313.pyc create mode 100644 src/general_bots_training/__pycache__/mcts.cpython-313.pyc create mode 100644 src/general_bots_training/__pycache__/network.cpython-313.pyc create mode 100644 src/general_bots_training/__pycache__/opponents.cpython-313.pyc create mode 100644 src/general_bots_training/__pycache__/ppo.cpython-313.pyc create mode 100644 src/general_bots_training/__pycache__/rollout.cpython-313.pyc create mode 100644 src/general_bots_training/__pycache__/train.cpython-313.pyc create mode 100644 src/general_bots_training/mcts.py create mode 100644 src/general_bots_training/network.py create mode 100644 src/general_bots_training/opponents.py create mode 100644 src/general_bots_training/ppo.py create mode 100644 src/general_bots_training/rollout.py create mode 100644 tests/__pycache__/test_checkpoint.cpython-313-pytest-9.1.1.pyc create mode 100644 tests/__pycache__/test_mcts.cpython-313-pytest-9.1.1.pyc create mode 100644 tests/__pycache__/test_opponents.cpython-313-pytest-9.1.1.pyc create mode 100644 tests/__pycache__/test_self_play.cpython-313-pytest-9.1.1.pyc create mode 100644 tests/__pycache__/test_train_config.cpython-313-pytest-9.1.1.pyc create mode 100644 tests/__pycache__/test_training.cpython-313-pytest-9.1.1.pyc create mode 100644 tests/test_checkpoint.py create mode 100644 tests/test_mcts.py create mode 100644 tests/test_opponents.py create mode 100644 tests/test_self_play.py create mode 100644 tests/test_train_config.py create mode 100644 tests/test_training.py create mode 100644 uv.lock diff --git a/.python-version b/.python-version new file mode 100644 index 0000000..24ee5b1 --- /dev/null +++ b/.python-version @@ -0,0 +1 @@ +3.13 diff --git a/README.md b/README.md new file mode 100644 index 0000000..b03ac6a --- /dev/null +++ b/README.md @@ -0,0 +1,160 @@ +# general-bots-training + +Reinforcement learning training for the [generals.bot](https://github.com/strakam/generals-bots) competition. Trains a policy with PPO against the `generals` JAX environment. + +## Status + +**v1** — minimal working PPO loop. 4×4 grid, fog of war, composite reward shaping, configurable static opponents, and two-sided self-play. The code is structured so planned extensions such as opponent leagues, curriculum, and the competition ruleset fit without rewriting the core. + +## Quick start + +```bash +# install (editable, picks up src/general_bots_training) +uv sync + +# train (uses GPU if available, falls back to CPU) +uv run python scripts/train.py +``` + +In a network-restricted sandbox, `uv run` may fail to re-resolve the build backend; use the venv directly: + +```bash +.venv/bin/python scripts/train.py +``` + +Checkpoints are written to `ppo_model.eqx` by default. Override this with `checkpoint_path=...`. + +## Configuration + +[`scripts/train.py`](scripts/train.py) defines a typed OmegaConf configuration. Override defaults with `key=value` arguments; CLI values are merged over the structured defaults: + +```bash +uv run python scripts/train.py num_envs=32 rollout_steps=64 lr=1e-4 +uv run python scripts/train.py grid_dims=[6,6] opponent=expander +uv run python scripts/train.py opponent=hunter checkpoint_path=models/ppo-hunter.eqx +uv run python scripts/train.py resume_from=models/ppo-hunter.eqx opponent=expander +uv run python scripts/train.py opponent=self_play +``` + +Unknown keys and incompatible value types are rejected. + +| key | default | notes | +| ----------------------------- | --------------- | ---------------------------------------------- | +| `grid_dims` | `[4, 4]` | start small; curriculum to larger grids later | +| `truncation` | `500` | max turns before a game is scored as a draw | +| `num_envs` | `256` | parallel games; tune to GPU VRAM | +| `rollout_steps` | `256` | steps per rollout before a PPO update | +| `num_iterations` | `500` | PPO update count | +| `num_epochs` | `1` | epochs over each rollout buffer | +| `minibatch_size` | `256` | | +| `lr` | `3e-4` | Adam | +| `gamma` / `lam` | `0.99` / `0.95` | GAE | +| `clip` | `0.2` | PPO ratio clip | +| `value_coef` / `entropy_coef` | `0.5` / `0.01` | | +| `log_every` | `10` | iterations between progress logs | +| `checkpoint_path` | `ppo_model.eqx` | output model path | +| `resume_from` | `null` | optional model checkpoint to continue from | +| `opponent` | `random` | `random`, `expander`, `hunter`, or `self_play` | +| `seed` | `0` | JAX random seed | + +`resume_from` restores the policy/value network weights. Existing checkpoints do not contain optimizer state, so Adam starts with fresh moments and the configured learning rate. + +## Layout + +``` +src/general_bots_training/ + network.py # equinox conv policy-value net + observation encoding + mcts.py # competition observation adapter and particle PUCT search + ppo.py # reusable GAE, clipped PPO loss, and optimizer helpers + opponents.py # opponent interfaces and named strategy selection + rollout.py # jitted static-opponent and two-sided self-play collection +scripts/ + train.py # executable config, training loop, logging, checkpointing + mcts_agent.py # competition stdio inference entrypoint +agents/mcts/ + run.sh # local matchup wrapper for ppo_model.eqx +``` + +## Architecture + +### Network (`network.py`) + +`PolicyValueNetwork` is an equinox module: + +- **Backbone**: 4 conv layers (3×3, padding=1) over a 14-channel normalized observation. Armies, army-counts, and timestep are log-normalized; scalar values are broadcast to spatial planes so a plain conv stack can consume them. +- **Policy head**: 1×1 conv to 9 channels = 4 full-move directions + 4 half-move (split) directions + a spatial pass score. Move channels are flattened and the pass scores are spatially pooled into one global pass action, yielding `8*H*W+1` logits. Invalid moves are masked to −1e9 via `compute_valid_move_mask`; pass is always available. +- **Value head**: 1×1 conv → global average pool → 2-layer MLP → scalar. Global pooling makes the network grid-size-agnostic, so the same architecture extends to larger boards without reshaping linear layers. + +`obs_to_tensor` encodes a `generals.Observation` into the `(14, H, W)` float32 input. + +### Rollout (`rollout.py`) + +`make_collect_rollout(env, num_steps, opponent)` accepts a stateless JAX-compatible agent or the self-play marker and returns a jitted function `(states, pool, network, key) -> (states, transitions, (key, last_next_obs))`. Each step: + +1. Observe both players from the current state. +2. Sample p0's action from the policy network. For a static opponent, obtain p1's action from `RandomAgent`, `ExpanderAgent`, or `HunterAgent`; in `self_play`, sample p1 independently from the same current network. +3. Step the env (vmapped), which auto-resets from the pool on done. +4. Compute the shaped reward for p0 with `composite_reward_fn` from the pre-step and post-step observations. The post-step observation is taken from `timestep.last_state` (the state _before_ auto-reset) so terminal and shaping rewards are computed against the actual end-of-episode board. +5. Record `(obs, mask, action, logprob, value, reward, done, winner)`. + +The bootstrap observation for the critic is threaded through the `lax.scan` carry; only the final step's is returned (as `last_next_obs`) to avoid storing T copies. Static-opponent rollouts produce `N` trajectories per step. Self-play produces `2N`, with observations, actions, shaped rewards, values, and log-probabilities from both player perspectives included in the same PPO update. + +### PPO (`ppo.py`) + +- `compute_gae`: GAE via reverse `lax.scan`, bootstrapping from the critic value of the post-rollout state (zeroed on done steps). +- `ppo_loss`: clipped surrogate + value loss + entropy bonus. +- `make_train_epoch`: flattens `(T, N)` → `(T*N)`, shuffles, minibatches with `eqx.filter_grad`. + +### Training loop (`scripts/train.py`) + +Non-mutating warmup (compile) → per iteration: collect rollout → GAE → compute returns from raw advantages → normalize policy advantages → PPO update → log (loss, reward, episodes, win/loss, SPS) → checkpoint at the end. + +### Competition PUCT (`mcts.py`) + +Run the local stdio bot directly through the bundled matchup driver: + +```bash +PYTHONPATH=src:generals-bots .venv/bin/python generals-bots/competition/matchup.py \ + agents/mcts/run.sh \ + generals-bots/competition/agents/expander_python/run.sh \ + --mode competition +``` + +The bot performs deadline-bounded root PUCT using only the perspective-relative wire observation. Each simulation samples a hidden-state determinization consistent with visible ownership and global opponent totals, samples a simultaneous opponent action from the same policy, applies build-castles and deathtouch transitions, and evaluates the resulting leaf with the critic. Network move/pass logits provide priors; affordable build actions are added with exact legality and heuristic priors so existing checkpoints remain compatible. + +The handshake warmup compiles all board-shape-dependent paths before the first action. On a pinned Ryzen 5800X core, a 21×21 search configured for 125 ms completed in approximately 111 ms with seven depth-2 simulations. Results depend on CPU and position complexity. + +This is a conservative first particle search, not full information-set MCTS: particles are regenerated from each current observation and do not yet maintain a persistent history belief. Also, the published competition environment manifest includes JAX but not Equinox or `generals-bots`; `agents/mcts/run.sh` is therefore a local evaluation wrapper. A submitted bot must bundle those dependencies or export the network/simulator to the sandbox's available runtime. + +## Key correctness choices + +These differ from the experimental reference in `generals-bots/examples/_experimental/ppo/`: + +- **Bootstrap GAE from the post-step critic value**, not 0. Done steps are zeroed via the done mask, so a fresh reset state's value doesn't contaminate the advantage. +- **Post-step observation from `timestep.last_state`** (pre-auto-reset) so terminal/shaping rewards are correct. The env's auto-reset overwrites the state with a fresh board; using that for reward shaping would attribute the reset board's counts to the just-finished episode. +- **Thread the pool explicitly** through `env.step` (vmapped) rather than capturing it as a constant, so it isn't baked into the JIT trace. +- **`jax.vmap(network, in_axes=(0,0,None,0))`** for batched forward — the network is the vmapped callable, so its weight leaves are batched alongside the data. This composes correctly with `eqx.filter_grad`; `eqx.filter_vmap` on a closure capturing the network does not. + +## Validation + +Validated end-to-end on CPU (the sandbox has no GPU): + +- Compiles in ~20s, ~320 SPS on 32 envs / 200-step rollouts. +- Episodes complete, win/loss counting works, checkpoints save. +- An untrained network wins ~20–44% vs random (random also wins some by accident) — a sensible starting point. + +On a 4080 / rented GPU, throughput should be substantially higher; tune `NUM_ENVS` and `ROLLOUT_STEPS` to VRAM. + +## Notes + +- The `generals` package is pinned via git in `[tool.uv.sources]`; the `generals-bots/` subdir is a clone for reference and is not part of the build. +- GPU isn't visible from the Zed sandbox (`cuInit` fails → CPU fallback). Run `scripts/train.py` from your local machine or a GPU host for CUDA. + +## Roadmap + +Planned extensions, in rough priority order: + +1. **Opponent league** — extend current-policy self-play with frozen historical snapshots to reduce strategy collapse. +2. **Curriculum** — step up from 4×4 to larger grids, then to `GeneralsEnv(mode="competition")` (variable 18–21 grids, 1200-step truncation, `build_castles` + `deathtouch` modifiers). +3. **Algorithm swap** — the PPO logic is isolated in `ppo.py`; REINFORCE or another algorithm can replace it without touching the rollout or network. +4. **Evaluation harness** — match the trained policy against the bundled `ExpanderAgent` and the competition's stdio bots via `competition/matchup.py`. diff --git a/agents/mcts/run.sh b/agents/mcts/run.sh new file mode 100755 index 0000000..58ad26c --- /dev/null +++ b/agents/mcts/run.sh @@ -0,0 +1,7 @@ +#!/usr/bin/env bash +set -euo pipefail + +exec ../../.venv/bin/python ../../scripts/mcts_agent.py 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zhy%Ujgzulvr%%L7_#sDqU`fqhx;6hYDI6t5s^_=Dve_3v-#DFoh*X6d-=C~P(gb>E Y^(vA$X87Np2h9I<`D@A4RmhV60Y~CI=0.13.8", + "generals-bots", + "jax[cuda]>=0.11.0", + "jaxtyping>=0.3.11", + "omegaconf>=2.3.1", + "optax>=0.2.8", +] + +[tool.uv.sources] +generals-bots = { git = "https://github.com/strakam/generals-bots.git" } + + +[build-system] +requires = ["hatchling"] +build-backend = "hatchling.build" + +[tool.hatch.build.targets.wheel] +packages = ["src/general_bots_training"] + +[tool.ty] +python-path = ["src"] + +[tool.black] +line-length = 100 + +[tool.isort] +line_length = 100 +profile = "black" +known_typing = "typing" # types,typing_extensions,mypy,mypy_extensions +sections = "FUTURE,TYPING,STDLIB,THIRDPARTY,FIRSTPARTY,LOCALFOLDER" +# skip_glob = [""] # files/folders/... to skip +# known_first_party = [""] # packages that are forced as first party +# src_paths = [""] # files inside these paths are treated as first party +# multi_line_output = 5 +float_to_top = true +group_by_package = true +combine_as_imports = true + +[tool.ruff] +line-length = 100 + +[tool.ruff.lint] +select = ["E", "F"] + +[tool.ruff.lint.per-file-ignores] +"__init__.py" = ["F401"] + +[dependency-groups] +dev = [ + "ipython>=9.16.1", + "pytest>=9.1.1", +] diff --git a/scripts/mcts_agent.py b/scripts/mcts_agent.py new file mode 100644 index 0000000..4ab4003 --- /dev/null +++ b/scripts/mcts_agent.py @@ -0,0 +1,89 @@ +"""Competition stdio agent using particle PUCT and a trained checkpoint.""" + +import argparse +import os +import sys +import time + +import equinox as eqx +import jax.random as jrandom + +from general_bots_training.mcts import MCTSConfig, ParticlePUCT, observation_from_wire +from general_bots_training.network import PolicyValueNetwork + +os.environ.setdefault("JAX_PLATFORMS", "cpu") + + +def _read_grid(stream, height: int): + return [[int(value) for value in stream.readline().split()] for _ in range(height)] + + +def parse_args(): + parser = argparse.ArgumentParser(description=__doc__) + parser.add_argument("checkpoint", help="Equinox policy checkpoint") + parser.add_argument("--time-budget-ms", type=float, default=125.0) + parser.add_argument("--max-simulations", type=int, default=128) + parser.add_argument("--rollout-depth", type=int, default=2) + parser.add_argument("--top-k", type=int, default=20) + parser.add_argument("--seed", type=int, default=0) + return parser.parse_args() + + +def main(): + args = parse_args() + handshake = sys.stdin.readline() + if not handshake: + return + player_index, height, width = (int(value) for value in handshake.split()) + + network = PolicyValueNetwork(jrandom.PRNGKey(args.seed)) + network = eqx.tree_deserialise_leaves(args.checkpoint, network) + search = ParticlePUCT( + network, + player_index, + MCTSConfig( + time_budget_ms=args.time_budget_ms, + max_simulations=args.max_simulations, + rollout_depth=args.rollout_depth, + top_k=args.top_k, + ), + seed=args.seed, + ) + search.warmup(height, width) + print(f"[mcts] warmup complete for {height}x{width}", file=sys.stderr, flush=True) + + while True: + scalar_line = sys.stdin.readline() + if not scalar_line: + return + timestep, own_land, own_army, opponent_land, opponent_army = ( + int(value) for value in scalar_line.split() + ) + type_grid = _read_grid(sys.stdin, height) + owner_grid = _read_grid(sys.stdin, height) + army_grid = _read_grid(sys.stdin, height) + observation = observation_from_wire( + timestep, + own_land, + own_army, + opponent_land, + opponent_army, + type_grid, + owner_grid, + army_grid, + ) + + started_at = time.perf_counter() + action, stats = search.search(observation) + elapsed_ms = (time.perf_counter() - started_at) * 1000 + print( + f"[mcts] turn={timestep} simulations={int(stats['simulations'])} " + f"elapsed_ms={elapsed_ms:.1f}", + file=sys.stderr, + flush=True, + ) + print(" ".join(str(int(value)) for value in action), flush=True) + + +if __name__ == "__main__": + main() diff --git a/scripts/train.py b/scripts/train.py new file mode 100644 index 0000000..fed72df --- /dev/null +++ b/scripts/train.py @@ -0,0 +1,179 @@ +"""Train a Generals.io policy with PPO against a configurable static opponent. + +Run with `.venv/bin/python scripts/train.py` or `uv run python scripts/train.py`. +Override defaults with OmegaConf arguments such as `num_envs=32 lr=1e-4`. +""" + +import time +from dataclasses import dataclass + +import equinox as eqx +import jax +import jax.numpy as jnp +import jax.random as jrandom +import optax +from generals.core.env import GeneralsEnv +from omegaconf import DictConfig, OmegaConf + +from general_bots_training.network import PolicyValueNetwork +from general_bots_training.opponents import make_opponent +from general_bots_training.ppo import compute_advantages_and_returns, make_train_epoch +from general_bots_training.rollout import make_collect_rollout + + +@dataclass +class TrainingConfig: + grid_dims: tuple[int, int] = (21, 21) + truncation: int = 500 + num_envs: int = 256 + rollout_steps: int = 256 + num_iterations: int = 500 + num_epochs: int = 1 + minibatch_size: int = 256 + lr: float = 3e-4 + gamma: float = 0.99 + lam: float = 0.95 + clip: float = 0.2 + value_coef: float = 0.5 + entropy_coef: float = 0.01 + log_every: int = 10 + checkpoint_path: str = "ppo_model.eqx" + resume_from: str | None = None + opponent: str = "random" + seed: int = 0 + + +def load_config(args: list[str] | None = None) -> DictConfig: + """Merge CLI overrides into the typed default training configuration.""" + defaults = OmegaConf.structured(TrainingConfig) + return OmegaConf.merge(defaults, OmegaConf.from_cli(args)) # ty: ignore + + +def initialize_network(key, checkpoint_path: str | None = None): + """Initialize a policy network, optionally restoring serialized leaves.""" + network = PolicyValueNetwork(key, in_channels=14) + if checkpoint_path is not None: + network = eqx.tree_deserialise_leaves(checkpoint_path, network) + return network + + +def main(config: DictConfig): + key = jrandom.PRNGKey(config.seed) + key, net_key, pool_key = jrandom.split(key, 3) + opponent = make_opponent(config.opponent) + network = initialize_network(net_key, config.resume_from) + + env = GeneralsEnv(grid_dims=tuple(config.grid_dims), truncation=config.truncation) + pool, _ = env.reset(pool_key) + + optimizer = optax.adam(config.lr) + opt_state = optimizer.init(eqx.filter(network, eqx.is_array)) + + params, _ = eqx.partition(network, eqx.is_array) + n_params = sum(x.size for x in jax.tree.leaves(params)) + print("Generals.io PPO (fog)") + print(OmegaConf.to_yaml(config, resolve=True).rstrip()) + print(f"device: {jax.devices()[0]}") + print(f"params: {n_params:,}") + if config.resume_from is not None: + print(f"resumed model weights from {config.resume_from}") + print() + + collect = make_collect_rollout(env, config.rollout_steps, opponent) + train_epoch = make_train_epoch( + optimizer, + config.minibatch_size, + clip=config.clip, + value_coef=config.value_coef, + entropy_coef=config.entropy_coef, + ) + + # Initial per-env states. + key, init_key = jrandom.split(key) + init_keys = jrandom.split(init_key, config.num_envs) + states = jax.vmap(env.init_state)(init_keys) + states = states._replace( + pool_idx=jnp.arange(config.num_envs, dtype=states.pool_idx.dtype) % env.pool_size + ) + + # Compile with disposable outputs so warmup does not advance training state. + print("warming up (jit compile)...") + warm_states, transitions, (warm_key, last_next_obs) = collect(states, pool, network, key) + next_value = jax.vmap(network.value)(last_next_obs) + advantages, returns = compute_advantages_and_returns( + transitions["reward"], + transitions["value"], + next_value, + transitions["done"], + gamma=config.gamma, + lam=config.lam, + ) + batch = ( + transitions["obs"], + transitions["mask"], + transitions["action"], + transitions["logprob"], + advantages, + returns, + ) + warm_key, epoch_key = jrandom.split(warm_key) + warm_network, _, _ = train_epoch(network, opt_state, batch, epoch_key) + jax.block_until_ready((warm_states, warm_network)) + print("warming up done\n") + + print("training...") + for it in range(config.num_iterations): + t0 = time.time() + states, transitions, (key, last_next_obs) = collect(states, pool, network, key) + + next_value = jax.vmap(network.value)(last_next_obs) + advantages, returns = compute_advantages_and_returns( + transitions["reward"], + transitions["value"], + next_value, + transitions["done"], + gamma=config.gamma, + lam=config.lam, + ) + + batch = ( + transitions["obs"], + transitions["mask"], + transitions["action"], + transitions["logprob"], + advantages, + returns, + ) + + epoch_losses = [] + for _ in range(config.num_epochs): + key, epoch_key = jrandom.split(key) + network, opt_state, loss = train_epoch(network, opt_state, batch, epoch_key) + epoch_losses.append(loss) + jax.block_until_ready(network) + loss = jnp.mean(jnp.stack(epoch_losses)) + elapsed = time.time() - t0 + + if it % config.log_every == 0: + player_zero = transitions["player"] == 0 + dones = transitions["done"] & player_zero + winner = transitions["winner"] + num_episodes = int(dones.sum()) + wins = int(jnp.sum(dones & (winner == 0))) + losses_count = int(jnp.sum(dones & (winner == 1))) + win_rate = wins / max(num_episodes, 1) * 100 + sps = (config.num_envs * config.rollout_steps) / elapsed + print( + f"iter {it:4d} | loss {float(loss):.4f} | " + f"reward {float(transitions['reward'].mean()):+.4f} | " + f"eps {num_episodes:3d} | wins {wins:2d}/{num_episodes} " + f"({win_rate:.0f}%) | losses {losses_count:2d} | " + f"sps {sps:7.0f} | {elapsed:.2f}s" + ) + + eqx.tree_serialise_leaves(config.checkpoint_path, network) + print(f"\nmodel saved to {config.checkpoint_path}") + + +if __name__ == "__main__": + main(load_config()) diff --git a/src/general_bots_training/__init__.py b/src/general_bots_training/__init__.py new file mode 100644 index 0000000..899572c --- /dev/null +++ b/src/general_bots_training/__init__.py @@ -0,0 +1,22 @@ +from .mcts import MCTSConfig, ParticlePUCT +from .network import PolicyValueNetwork, obs_to_tensor +from .opponents import Opponent, SelfPlayOpponent, StaticOpponent, make_opponent +from .ppo import compute_advantages_and_returns, compute_gae, make_train_epoch, ppo_loss +from .rollout import make_collect_rollout, make_rollout_step + +__all__ = [ + "PolicyValueNetwork", + "MCTSConfig", + "ParticlePUCT", + "obs_to_tensor", + "compute_gae", + "compute_advantages_and_returns", + "make_train_epoch", + "ppo_loss", + "make_collect_rollout", + "make_rollout_step", + "make_opponent", + "StaticOpponent", + "SelfPlayOpponent", + "Opponent", +] diff --git a/src/general_bots_training/__pycache__/__init__.cpython-313.pyc b/src/general_bots_training/__pycache__/__init__.cpython-313.pyc new file mode 100644 index 0000000000000000000000000000000000000000..5b3e23fa7e8291c0f757b0550a66e3317982143a GIT binary patch literal 745 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