From bd88a46b234728f3c42073036eab0333b68a245f Mon Sep 17 00:00:00 2001 From: seeker Date: Sun, 12 Jul 2026 19:33:15 +0800 Subject: [PATCH] close the RECAP critic-policy loop --- README.md | 15 +- configs/overfit.yaml | 2 +- outputs/overfit/critic_relabeling.json | 88 +++ outputs/overfit/evaluation.json | 178 +++++- .../overfit/recap_trajectory_comparison.png | Bin 89109 -> 85379 bytes outputs/overfit/training_history.json | 532 +++++++++--------- outputs/overfit/value_comparison.png | Bin 47491 -> 114324 bytes src/pi06mini/data.py | 70 ++- src/pi06mini/infer.py | 80 ++- src/pi06mini/tokenizer.py | 37 +- src/pi06mini/train.py | 50 +- tests/test_experience_data.py | 20 + tests/test_tokenizer.py | 22 + 13 files changed, 780 insertions(+), 314 deletions(-) create mode 100644 outputs/overfit/critic_relabeling.json diff --git a/README.md b/README.md index d5ff69b..18ba11f 100644 --- a/README.md +++ b/README.md @@ -27,8 +27,8 @@ classifier-free guidance(CFG)策略。 | 1. Base policy | `64×64` 图像、离散历史 XY、任务提示 | 小型 VLM policy + stop-gradient flow expert | subtask、FAST-lite tokens、连续 `16×2` action chunk | token CE + flow matching | | 2. Experience | 一条真实示范轨迹 | 确定性经验构造 | 成功示范、understeer、提前停止、人工纠正 4 类 episode | 无梯度,仅构造 buffer | | 3. Value | 图像、离散状态、任务、episode return | 小型独立 value VLM | `201` 个 return bins,期望 value 位于 `[-1,0]` | distributional CE | -| 4. Advantage | reward、当前/未来 value、intervention mask | n-step estimator + quantile threshold | positive/negative indicator;人工纠正强制 positive | 无梯度,生成策略条件 | -| 5. Mixed warm-up | 示范与合成经验、advantage 条件 | advantage-conditioned policy | 条件化离散动作和连续 flow | token CE + flow matching | +| 4. Advantage | reward、学习到的当前/未来 value、intervention mask | critic inference + n-step estimator + quantile threshold | positive/negative indicator;人工纠正强制 positive | value 更新后重新标注策略数据 | +| 5. Mixed SFT baseline | 示范与合成经验,不提供 advantage | unconditioned mixed policy | 离散动作和连续 flow | token CE + flow matching | | 6. RECAP extraction | 更新后的 value、重新标注的全部经验 | policy 从 base checkpoint 再训练 | 改进后的 `π*0.6`-style policy | 条件化 token CE + flow matching | | 7. CFG inference | 同一 observation 分别使用 positive 和 omitted 条件 | 两次 flow 前向 + CFG,默认 `β=2` | guided 连续 action chunk | 与真值及 unguided 输出比较 | @@ -43,6 +43,11 @@ advantage token 位于 subtask 之后、动作之前,因此它只改变动作 读取 teacher-forced FAST-lite 真值动作。flow loss 对 policy/VLM prefix 使用 stop-gradient,以最小形式模拟论文的 Knowledge Insulation(KI)训练原则。 +critic 只读取 observation/state(本单任务实验隐含固定任务提示),不读取 +`demo_success`、失败类型或 intervention source 等结果标签。value 训练完成后, +程序会对每条 episode 的所有状态重新运行 critic,并用预测值重新计算 n-step +advantage;最终 RECAP policy 使用该重标注结果,而不是手工 baseline。 + ## 与 π0.5 最小项目的重点差异 | π0.5 minimal | π0.6 / `π*0.6` minimal | @@ -66,7 +71,7 @@ width 为 96,value width 为 64;没有复现这些规模和数据改进。 - `autonomous_stop`:中途停止; - `intervention_correction`:先偏离,再由“人工”轨迹拉回。 -默认用 4-step bootstrapped advantage,`gamma=0.99`。训练集的 advantage +默认用 4-step bootstrapped advantage,按论文使用无折扣 return(`gamma=1.0`)。训练集的 advantage 第 70 百分位作为 positive 阈值,即约 30% 普通样本为 positive;intervention 动作无条件标为 positive。这个合成 buffer 只用于检验 RECAP 接口,不能替代 真实机器人 rollout、任务成功标签或在线人工干预。 @@ -120,7 +125,7 @@ python -m pi06mini.train --config configs/overfit.yaml |---|---:|---| | base | 300 | 先记住示范的 subtask、FAST-lite 和连续动作 | | value | 400 | 记住成功、失败和纠正 episode 的 201-bin return | -| mixed | 300 | 让策略学会 positive/negative/omitted 三种条件 | +| mixed | 300 | 训练不带 advantage 的全经验 SFT 对照组 | | recap | 700 | 使用合成经验中的 n-step advantage 标签与 30% 条件 dropout 提取最终策略 | 训练应保存 checkpoint、每阶段 loss、value/advantage 诊断和最终评估。CPU 可以 @@ -148,6 +153,8 @@ python -m pi06mini.infer --checkpoint outputs/overfit/checkpoint.pt 在极小数据过拟合场景中,目标是看到 value 能区分合成成功/失败,positive 或 CFG 策略比 negative/unguided 更接近专家轨迹。它不代表模型具备泛化能力。 +推理链会先由 VLM 预测 subtask token,再将该预测与 advantage indicator 一起 +交给连续 action expert,不使用数据集中的真值 subtask 作为低层条件。 ## 关键配置 diff --git a/configs/overfit.yaml b/configs/overfit.yaml index 92a0a1f..1a47329 100644 --- a/configs/overfit.yaml +++ b/configs/overfit.yaml @@ -10,7 +10,7 @@ data: experience: augmentation_factor: 1 - gamma: 0.99 + gamma: 1.0 n_step: 4 positive_quantile: 0.7 diff --git a/outputs/overfit/critic_relabeling.json b/outputs/overfit/critic_relabeling.json new file mode 100644 index 0000000..2486787 --- /dev/null +++ b/outputs/overfit/critic_relabeling.json @@ -0,0 +1,88 @@ +{ + "predicted_values": [ + [ + -0.20591823756694794, + -0.20782312750816345, + -0.20701773464679718, + -0.2082844078540802, + -0.22784602642059326, + -0.2076655775308609, + -0.1778903752565384, + -0.06647361069917679, + -0.028201263397932053, + -0.02679925411939621, + -0.018520547077059746, + -0.018748600035905838, + -0.01845482364296913, + -0.017860613763332367, + -0.01756754145026207, + -0.017646076157689095, + -0.017747100442647934 + ], + [ + -0.20591823756694794, + -0.20782312750816345, + -0.20701773464679718, + -0.2082844078540802, + -0.1956789344549179, + -0.1798555701971054, + -0.18803948163986206, + -0.1962352693080902, + -0.177969291806221, + -0.21014070510864258, + -0.21469540894031525, + -0.218982994556427, + -0.170505091547966, + -0.16970007121562958, + 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+ "episode_labels": [ + "positive", + "negative", + "negative", + "positive" + ] +} \ No newline at end of file diff --git a/outputs/overfit/evaluation.json b/outputs/overfit/evaluation.json index 7d7880f..90a87ae 100644 --- a/outputs/overfit/evaluation.json +++ b/outputs/overfit/evaluation.json @@ -1,32 +1,182 @@ { + "predicted_subtask": "steer_left", + "target_subtask": "steer_left", "trajectory_metrics": { - "mixed": 100.86174011230469, - "unconditional": 21.51112937927246, - "positive": 0.061239250004291534, - "negative": 55.823570251464844, - "cfg": 0.24478793144226074, - "negative_to_failure_mse": 48.71984100341797 + "mixed": 5.046791076660156, + "unconditional": 330.43865966796875, + "positive": 1.3081321716308594, + "negative": 351.36962890625, + "cfg": 0.06475023925304413, + "negative_to_failure_mse": 20.35787582397461 }, "values": [ { "source_type": "demo_success", - "target": 0.0, - "prediction": -0.007052943576127291 + "targets": [ + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, 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8, action_horizon: int = 16, n_step: int = 4, - gamma: float = 0.99, + gamma: float = 1.0, positive_quantile: float = 0.7, seed: int = 7, action_statistics: ActionStatistics | dict[str, Sequence[float]] | None = None, @@ -229,6 +229,9 @@ class Pi06ExperienceDataset(Dataset[dict[str, Any]]): self.seed = int(seed) self.state_dim = self.history_steps * 2 self.action_dim = 2 + self.n_step = int(n_step) + self.gamma = float(gamma) + self.positive_quantile = float(positive_quantile) episodes: list[ExperienceEpisode] = [] episode_record_indices: list[int] = [] @@ -275,6 +278,12 @@ class Pi06ExperienceDataset(Dataset[dict[str, Any]]): ) ) + self.value_histories = torch.stack( + [self._episode_value_histories(episode) for episode in self.episodes] + ) + terminal = torch.zeros(len(self.episodes), 1, dtype=self.normalized_returns.dtype) + self.value_targets = torch.cat((self.normalized_returns, terminal), dim=1) + if action_statistics is None: self.action_normalizer = ActionNormalizer.fit( [episode.history_xy for episode in episodes], @@ -287,6 +296,58 @@ class Pi06ExperienceDataset(Dataset[dict[str, Any]]): else: self.action_normalizer = ActionNormalizer.from_dict(action_statistics) + def _episode_value_histories(self, episode: ExperienceEpisode) -> torch.Tensor: + """Create observed state windows for every step and the terminal state.""" + + path = torch.cat((episode.history_xy, episode.future_xy), dim=0) + windows: list[torch.Tensor] = [] + history_end = len(episode.history_xy) + for step in range(len(episode.future_xy) + 1): + end = history_end + step + start = max(0, end - self.history_steps) + window = path[start:end] + if len(window) < self.history_steps: + pad = window[:1].expand(self.history_steps - len(window), -1) + window = torch.cat((pad, window), dim=0) + windows.append(window[-self.history_steps :]) + return torch.stack(windows) + + def relabel_from_value_predictions( + self, + predicted_values: torch.Tensor, + *, + force_interventions_positive: bool = True, + ) -> None: + """Recompute RECAP indicators from the learned critic predictions.""" + + predictions = torch.as_tensor(predicted_values, dtype=torch.float32) + expected = (len(self.episodes), self.action_horizon + 1) + if predictions.shape != expected: + raise ValueError(f"predicted_values must have shape {expected}") + rewards = stack_episode_field(self.episodes, "rewards") + self.advantages = n_step_advantages( + rewards, + predictions, + n_step=self.n_step, + gamma=self.gamma, + ) + intervention_masks = stack_episode_field(self.episodes, "intervention_mask").bool() + step_interventions = intervention_masks if force_interventions_positive else None + self.positive_steps, self.advantage_threshold = quantile_advantage_labels( + self.advantages, + quantile=self.positive_quantile, + intervention_mask=step_interventions, + ) + episode_advantages = self.advantages.mean(dim=-1) + episode_interventions = ( + intervention_masks.any(dim=-1) if force_interventions_positive else None + ) + self.positive_episodes, self.episode_advantage_threshold = quantile_advantage_labels( + episode_advantages, + quantile=self.positive_quantile, + intervention_mask=episode_interventions, + ) + @property def action_statistics(self) -> ActionStatistics: return self.action_normalizer.statistics @@ -334,9 +395,10 @@ class Pi06ExperienceDataset(Dataset[dict[str, Any]]): "future_xy": episode.future_xy.clone(), "rewards": episode.rewards.clone(), "returns": self.normalized_returns[episode_index].clone(), - # The critic predicts the beginning-of-episode return for this - # minimal trajectory-level buffer; the full vector remains - # available for diagnostics and advantage recomputation. + "value_histories": self.value_histories[episode_index].clone(), + "value_targets": self.value_targets[episode_index].clone(), + # Scalar aliases are retained for simple diagnostics; value training + # and RECAP relabeling use the complete per-state vectors above. "return_target": self.normalized_returns[episode_index, 0].clone(), "value_target": self.normalized_returns[episode_index, 0].clone(), "advantages": self.advantages[episode_index].clone(), diff --git a/src/pi06mini/infer.py b/src/pi06mini/infer.py index a46a3fc..04fbd82 100644 --- a/src/pi06mini/infer.py +++ b/src/pi06mini/infer.py @@ -15,6 +15,29 @@ from .tokenizer import MiniTokenizer from .value import ValueConfig, ValueModel +@torch.no_grad() +def predict_subtask_token( + model: Pi06Mini, + tokenizer: MiniTokenizer, + image: torch.Tensor, + history_xy: torch.Tensor, + action_horizon: int, + device: torch.device, +) -> int: + """Autoregressively produce the semantic token used by low-level control.""" + + query = tokenizer.build_subtask_query(history_xy)[None].to(device) + zero_actions = torch.zeros(1, action_horizon, model.config.action_dim, device=device) + output = model( + image, + query, + zero_actions, + torch.zeros(1, device=device), + generated_token_start=query.shape[1], + ) + return int(output.text_logits[0, -1].argmax().cpu()) + + @torch.no_grad() def evaluate(checkpoint_path: str) -> tuple[Path, Path]: checkpoint=torch.load(checkpoint_path,map_location="cpu",weights_only=False) @@ -35,13 +58,18 @@ def evaluate(checkpoint_path: str) -> tuple[Path, Path]: failure=next(dataset[i] for i in range(len(dataset)) if "stop" in dataset[i]["source_type"]) image=demo["image"][None].to(device) + predicted_subtask = predict_subtask_token( + recap, tokenizer, image, demo["history_xy"], dataset.action_horizon, device + ) + def condition(model:Pi06Mini, advantage:str|None, x:torch.Tensor,t:torch.Tensor)->torch.Tensor: - seq=tokenizer.build_policy_sequence( - demo["history_xy"],demo["reasoning"],demo["actions"],advantage, - metadata=None, - ) - ids=seq.input_ids[:seq.action_start_index][None].to(device) - return model(image,ids,x,t,generated_token_start=seq.generated_token_start).vector_field + ids = tokenizer.build_action_condition( + demo["history_xy"], predicted_subtask, advantage + )[None].to(device) + return model( + image, ids, x, t, + generated_token_start=tokenizer.build_subtask_query(demo["history_xy"]).numel(), + ).vector_field def sample_field(fn,seed:int=2): torch.manual_seed(seed) @@ -77,16 +105,38 @@ def evaluate(checkpoint_path: str) -> tuple[Path, Path]: value_rows=[] for i in range(len(dataset)): - s=dataset[i];ids=tokenizer.build_value_input(s["history_xy"],s["source_type"])[None].to(device) - prediction=float(value(s["image"][None].to(device),ids).expectation.cpu()) - value_rows.append({"source_type":s["source_type"],"target":float(s["value_target"]),"prediction":prediction}) - fig,ax=plt.subplots(figsize=(8,4));x=np.arange(len(value_rows));w=.35 - ax.bar(x-w/2,[r["target"] for r in value_rows],w,label="return target") - ax.bar(x+w/2,[r["prediction"] for r in value_rows],w,label="value prediction") - ax.set_xticks(x,[r["source_type"] for r in value_rows],rotation=20,ha="right");ax.set_ylim(-1.05,.05);ax.grid(True,axis="y",alpha=.3);ax.legend();ax.set_title("201-bin distributional value overfit") + s=dataset[i] + histories=s["value_histories"] + ids=torch.stack([tokenizer.build_value_input(history) for history in histories]).to(device) + images=s["image"][None].expand(len(histories),-1,-1,-1).to(device) + predictions=value(images,ids).expectation.cpu() + targets=s["value_targets"] + value_rows.append({ + "source_type":s["source_type"], + "targets":targets.tolist(), + "predictions":predictions.tolist(), + "curve_mse":float(torch.mean((predictions-targets).square())), + }) + fig,axes=plt.subplots(2,2,figsize=(10,7),sharex=True,sharey=True) + for ax,row in zip(axes.flat,value_rows): + ax.plot(row["targets"],"o-",label="return target") + ax.plot(row["predictions"],"x--",label="value prediction") + ax.set_title(f'{row["source_type"]} MSE={row["curve_mse"]:.3f}') + ax.set_ylim(-1.05,.05);ax.grid(True,alpha=.3) + axes[0,0].legend(fontsize=8);fig.supxlabel("episode step");fig.supylabel("normalized value") value_path=outdir/"value_comparison.png";fig.tight_layout();fig.savefig(value_path,dpi=170);plt.close(fig) - write_json(outdir/"evaluation.json",{"trajectory_metrics":metrics,"values":value_rows}) - print({"trajectory_metrics":metrics,"values":value_rows}) + try: + predicted_subtask_label = tokenizer.subtasks.decode(predicted_subtask) + except ValueError: + predicted_subtask_label = f"token_{predicted_subtask}" + evaluation = { + "predicted_subtask": predicted_subtask_label, + "target_subtask": tokenizer.subtasks.classify(demo["reasoning"]), + "trajectory_metrics": metrics, + "values": value_rows, + } + write_json(outdir/"evaluation.json",evaluation) + print(evaluation) return trajectory_path,value_path diff --git a/src/pi06mini/tokenizer.py b/src/pi06mini/tokenizer.py index fec7dbc..caf346f 100644 --- a/src/pi06mini/tokenizer.py +++ b/src/pi06mini/tokenizer.py @@ -191,15 +191,18 @@ class MiniTokenizer: parts.append(query) return torch.cat(parts) - def build_value_input(self, history_xy: Tensor, metadata: str | None = None) -> Tensor: - """Return image marker plus discretized state, without policy query tokens.""" + def build_value_input(self, history_xy: Tensor) -> Tensor: + """Return observation tokens for the critic without outcome metadata. + + RECAP's value function estimates ``V(o, task)``. Experience provenance + and success/failure labels are training targets, not observable inputs; + including them would let the critic solve the toy buffer by leakage. + The single-task minimal experiment keeps the task command implicit. + """ coordinate_tokens = self.coordinates.encode(history_xy).reshape(-1).cpu() specials = torch.tensor([self.BOS, self.IMAGE, self.STATE], dtype=torch.long) - parts = [specials, coordinate_tokens] - metadata_token = self.encode_metadata(metadata) - if metadata_token is not None: parts.append(metadata_token.reshape(1)) - return torch.cat(parts) + return torch.cat((specials, coordinate_tokens)) # Backward-compatible name used by the pi0.5 data utilities. build_prefix = build_observation @@ -216,6 +219,28 @@ class MiniTokenizer: return None raise ValueError("advantage must be positive, negative, omitted, bool, or None") + def build_subtask_query(self, history_xy: Tensor) -> Tensor: + """Observation prefix whose final token predicts the next subtask.""" + + return self.build_observation(history_xy, metadata=None) + + def build_action_condition( + self, + history_xy: Tensor, + subtask_token: int | Tensor, + advantage: Advantage | bool | None, + ) -> Tensor: + """Build the inference prefix ``observation -> subtask -> advantage``.""" + + pieces = [ + self.build_observation(history_xy, metadata=None), + torch.as_tensor(subtask_token, dtype=torch.long).reshape(1).cpu(), + ] + advantage_token = self.encode_advantage(advantage) + if advantage_token is not None: + pieces.append(advantage_token.reshape(1)) + return torch.cat(pieces) + @staticmethod def _orthonormal_dct_matrix( horizon: int, *, device: torch.device, dtype: torch.dtype diff --git a/src/pi06mini/train.py b/src/pi06mini/train.py index f9d033d..9df30f8 100644 --- a/src/pi06mini/train.py +++ b/src/pi06mini/train.py @@ -63,6 +63,27 @@ def policy_step( } +@torch.no_grad() +def predict_dataset_values( + value: ValueModel, + dataset: Pi06ExperienceDataset, + tokenizer: MiniTokenizer, + device: torch.device, +) -> torch.Tensor: + """Run the learned critic over every state used for RECAP relabeling.""" + + value.eval() + predictions: list[torch.Tensor] = [] + for episode_index in range(len(dataset.episodes)): + sample = dataset[episode_index * dataset.augmentation_factor] + histories = sample["value_histories"] + ids = torch.stack([tokenizer.build_value_input(history) for history in histories]) + images = sample["image"][None].expand(len(histories), -1, -1, -1) + output = value(images.to(device), ids.to(device)) + predictions.append(output.expectation.cpu()) + return torch.stack(predictions) + + def train(config_path: str) -> Path: cfg = load_config(config_path) root = Path(__file__).resolve().parents[2] @@ -73,7 +94,8 @@ def train(config_path: str) -> Path: manifest, image_size=cfg["data"]["image_size"], augmentation_factor=cfg["experience"]["augmentation_factor"], action_horizon=cfg["data"]["action_horizon"], n_step=cfg["experience"]["n_step"], - gamma=cfg["experience"]["gamma"], positive_quantile=cfg["experience"]["positive_quantile"], + gamma=cfg["experience"].get("gamma", 1.0), + positive_quantile=cfg["experience"]["positive_quantile"], ) tokenizer = MiniTokenizer() base, value = build_models(cfg, tokenizer) @@ -99,11 +121,31 @@ def train(config_path: str) -> Path: value.train() for step in range(1, cfg["train"]["value_steps"] + 1): sample = dataset[(step - 1) % len(dataset)] - ids = tokenizer.build_value_input(sample["history_xy"], sample["source_type"])[None].to(device) - output = value(sample["image"][None].to(device), ids, target_values=sample["value_target"][None].to(device)) + time_index = (step - 1) % (dataset.action_horizon + 1) + history_xy = sample["value_histories"][time_index] + ids = tokenizer.build_value_input(history_xy)[None].to(device) + target = sample["value_targets"][time_index][None].to(device) + output = value(sample["image"][None].to(device), ids, target_values=target) value_opt.zero_grad(set_to_none=True); output.loss.backward(); value_opt.step() if step == 1 or step % cfg["train"]["log_every"] == 0: - row={"stage":"value","step":step,"loss":float(output.loss.detach().cpu()),"prediction":float(output.expectation.detach().cpu()),"target":float(sample["value_target"])};history.append(row);print(json.dumps(row)) + row={"stage":"value","step":step,"loss":float(output.loss.detach().cpu()),"prediction":float(output.expectation.detach().cpu()),"target":float(target.cpu())};history.append(row);print(json.dumps(row)) + + critic_values = predict_dataset_values(value, dataset, tokenizer, device) + dataset.relabel_from_value_predictions( + critic_values, + force_interventions_positive=cfg["recap"].get( + "force_interventions_positive", True + ), + ) + write_json(outdir / "critic_relabeling.json", { + "predicted_values": critic_values.tolist(), + "advantage_threshold": float(dataset.advantage_threshold), + "episode_advantage_threshold": float(dataset.episode_advantage_threshold), + "episode_labels": [ + "positive" if bool(label) else "negative" + for label in dataset.positive_episodes + ], + }) def fit_policy(stage: str, steps: int, conditioned: bool) -> Pi06Mini: model, _ = build_models(cfg, tokenizer); model.load_state_dict(base_state); model.to(device).train() diff --git a/tests/test_experience_data.py b/tests/test_experience_data.py index a3d0a20..69a82f0 100644 --- a/tests/test_experience_data.py +++ b/tests/test_experience_data.py @@ -71,6 +71,8 @@ def test_experience_dataset_contract_and_intervention_label(tmp_path: Path) -> N assert intervention["returns"].shape == (16,) assert intervention["return_target"].shape == () assert intervention["value_target"].shape == () + assert intervention["value_histories"].shape == (17, 8, 2) + assert intervention["value_targets"].shape == (17,) assert intervention["advantages"].shape == (16,) assert intervention["advantage_label"] == "positive" assert intervention["reasoning"] == "Steer left." @@ -78,3 +80,21 @@ def test_experience_dataset_contract_and_intervention_label(tmp_path: Path) -> N intervention["actions"], intervention["history_xy"] ) torch.testing.assert_close(decoded, intervention["future_xy"], atol=1e-5, rtol=1e-5) + + +def test_learned_value_predictions_drive_advantage_relabeling(tmp_path: Path) -> None: + manifest = _make_source_project(tmp_path / "source") + dataset = Pi06ExperienceDataset(manifest, image_size=32) + before = dataset.advantages.clone() + predicted = torch.zeros(len(dataset.episodes), dataset.action_horizon + 1) + predicted[:, :-1] = torch.linspace(-0.9, -0.1, dataset.action_horizon) + + dataset.relabel_from_value_predictions(predicted) + + assert not torch.allclose(dataset.advantages, before) + intervention_index = next( + index + for index, episode in enumerate(dataset.episodes) + if episode.source_type == "intervention_correction" + ) + assert bool(dataset.positive_episodes[intervention_index]) diff --git a/tests/test_tokenizer.py b/tests/test_tokenizer.py index 8bd686c..a99aeb8 100644 --- a/tests/test_tokenizer.py +++ b/tests/test_tokenizer.py @@ -37,6 +37,28 @@ def test_omitted_advantage_is_absent_not_a_third_condition_token() -> None: assert tokenizer.ADVANTAGE_NEGATIVE not in sequence.input_ids +def test_value_input_does_not_encode_experience_outcome() -> None: + tokenizer = MiniTokenizer() + history = torch.zeros(8, 2) + value_input = tokenizer.build_value_input(history) + + assert tokenizer.METADATA_DEMO not in value_input + assert tokenizer.METADATA_UNDERSTEER not in value_input + assert tokenizer.METADATA_STOP not in value_input + assert tokenizer.METADATA_INTERVENTION not in value_input + + +def test_predicted_subtask_can_be_connected_to_action_condition() -> None: + tokenizer = MiniTokenizer() + history = torch.zeros(8, 2) + predicted = tokenizer.subtasks.encode("steer_left") + condition = tokenizer.build_action_condition(history, predicted, "positive") + + assert condition[-2].item() == predicted + assert condition[-1].item() == tokenizer.ADVANTAGE_POSITIVE + assert tokenizer.ACTION_START not in condition + + def test_labels_predict_subtask_and_fast_but_not_external_advantage() -> None: tokenizer = MiniTokenizer() positive = tokenizer.build_policy_sequence(