diff --git a/labs/world_models/lab_dreamer_cartpole_pixels/README.md b/labs/world_models/lab_dreamer_cartpole_pixels/README.md index 14285fd..771f348 100644 --- a/labs/world_models/lab_dreamer_cartpole_pixels/README.md +++ b/labs/world_models/lab_dreamer_cartpole_pixels/README.md @@ -28,9 +28,21 @@ jupyter nbconvert --execute --to notebook --inplace notebook.ipynb ## 这个 lab 证明了什么 -- **WM 学会了视觉动力学**:reconstruction strip 显示重建图像跟随真实 cart/pole 的位置与角度; -- **策略完全在 imagination 中改进**:actor-critic 从未直接看到像素,只看 (h_t, z_t); -- **重建质量决定上限**:长 horizon rollout 的 pixel MSE 单调增长,这条曲线就是世界模型的"梦境寿命",policy 在 imagination 里能挖到的回报受它约束。 +- **WM 学会了视觉动力学**:reconstruction strip 显示重建图像跟随真实 cart/pole 的位置与角度,pixel MSE 从 ~1500 降到 ~40; +- **策略完全在 imagination 中训练**:actor-critic 从未直接看到像素,只看 (h_t, z_t)。整个 8-cycle 流程在 ~4 分钟内跑完; +- **重建质量决定上限**:15 步开环 latent rollout 的 pixel MSE 在 5 步后开始上升,说明 WM 的"梦境寿命"约束了 imagination-based policy 能挖到的回报。 + +### 关于策略提升的诚实说明 + +在 8 分钟 CPU 预算 + 仅约 1800 真实 env steps 下,actor-critic 的回报曲线 +徘徊在随机策略水平(~20)附近,并未显著上升。可能原因: +(1) CartPole 的 reward 是常数 +1,WM 的 reward head 训练后梯度几乎为零, +关键信号其实来自 continue head; +(2) 在这点数据预算下 continue head 学到的区分能力有限; +(3) actor 在 imagination 中容易钻 WM 的局部不准确("想象里看似变好但真实环境里崩")。 +原版 Dreamer 通常需要 1e5+ env steps 才能稳定收敛——本 lab 主打的是 +"WM 学得到 + imagination 可视化 + 长 horizon 误差可量化"这一最小可复现核心, +policy improvement 部分仅作为框架完备性的演示,提升空间留给 stretch goals。 ## 文件契约 diff --git a/labs/world_models/lab_dreamer_cartpole_pixels/assets/latent_vs_real_rollout.png b/labs/world_models/lab_dreamer_cartpole_pixels/assets/latent_vs_real_rollout.png new file mode 100644 index 0000000..3453acb Binary files /dev/null and b/labs/world_models/lab_dreamer_cartpole_pixels/assets/latent_vs_real_rollout.png differ diff --git a/labs/world_models/lab_dreamer_cartpole_pixels/assets/reconstruction_grid.png b/labs/world_models/lab_dreamer_cartpole_pixels/assets/reconstruction_grid.png new file mode 100644 index 0000000..67be6b7 Binary files /dev/null and b/labs/world_models/lab_dreamer_cartpole_pixels/assets/reconstruction_grid.png differ diff --git a/labs/world_models/lab_dreamer_cartpole_pixels/assets/return_vs_steps.png b/labs/world_models/lab_dreamer_cartpole_pixels/assets/return_vs_steps.png new file mode 100644 index 0000000..0a8b4fa Binary files /dev/null and b/labs/world_models/lab_dreamer_cartpole_pixels/assets/return_vs_steps.png differ diff --git a/labs/world_models/lab_dreamer_cartpole_pixels/notebook.ipynb b/labs/world_models/lab_dreamer_cartpole_pixels/notebook.ipynb index e8f8d5f..29997e9 100644 --- a/labs/world_models/lab_dreamer_cartpole_pixels/notebook.ipynb +++ b/labs/world_models/lab_dreamer_cartpole_pixels/notebook.ipynb @@ -18,10 +18,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "id": "imports", - "metadata": {}, - "outputs": [], + "metadata": { + "execution": { + "iopub.execute_input": "2026-05-27T17:49:30.504261Z", + "iopub.status.busy": "2026-05-27T17:49:30.504052Z", + "iopub.status.idle": "2026-05-27T17:49:32.744793Z", + "shell.execute_reply": "2026-05-27T17:49:32.744134Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "torch 2.12.0+cpu · seed 0\n" + ] + } + ], "source": [ "# Cell 1 - imports & seeding\n", "import os, sys, time\n", @@ -62,10 +77,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "id": "train-wm", - "metadata": {}, - "outputs": [], + "metadata": { + "execution": { + "iopub.execute_input": "2026-05-27T17:49:32.746963Z", + "iopub.status.busy": "2026-05-27T17:49:32.746696Z", + "iopub.status.idle": "2026-05-27T17:50:43.182436Z", + "shell.execute_reply": "2026-05-27T17:50:43.181444Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[WM-only] trained in 70.4s · final recon = 48.26 · final KL = 1.05\n" + ] + } + ], "source": [ "# Cell 2 - train the world model in isolation on a random buffer\n", "from src.trainer import train_wm_only\n", @@ -79,10 +109,36 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "id": "recon-strips", - "metadata": {}, - "outputs": [], + "metadata": { + "execution": { + "iopub.execute_input": "2026-05-27T17:50:43.185164Z", + "iopub.status.busy": "2026-05-27T17:50:43.184926Z", + "iopub.status.idle": "2026-05-27T17:50:44.266778Z", + "shell.execute_reply": "2026-05-27T17:50:44.266063Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "saved assets/reconstruction_grid.png\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Cell 3 - reconstruction strips: 4 rollouts, real on top, reconstructed below\n", "from src.viz import reconstruction_strips\n", @@ -104,10 +160,79 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "id": "train-dreamer", - "metadata": {}, - "outputs": [], + "metadata": { + "execution": { + "iopub.execute_input": "2026-05-27T17:50:44.268901Z", + "iopub.status.busy": "2026-05-27T17:50:44.268696Z", + "iopub.status.idle": "2026-05-27T17:54:35.909111Z", + "shell.execute_reply": "2026-05-27T17:54:35.908358Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[Dreamer] cycle=1/8 env_steps=216 return(avg12)=18.0 recon=507.6 kl=33.66 actor=0.004 critic=17.233 (58.0s)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[Dreamer] cycle=2/8 env_steps=533 return(avg12)=26.4 recon=56.8 kl=1.66 actor=-0.029 critic=0.310 (24.6s)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[Dreamer] cycle=3/8 env_steps=789 return(avg12)=21.3 recon=46.9 kl=1.75 actor=-0.030 critic=0.480 (24.2s)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[Dreamer] cycle=4/8 env_steps=1052 return(avg12)=21.9 recon=45.9 kl=4.37 actor=-0.018 critic=0.303 (25.0s)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[Dreamer] cycle=5/8 env_steps=1301 return(avg12)=20.8 recon=49.5 kl=1.97 actor=-0.028 critic=0.119 (24.8s)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[Dreamer] cycle=6/8 env_steps=1550 return(avg12)=20.8 recon=51.8 kl=1.70 actor=-0.023 critic=0.185 (24.9s)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[Dreamer] cycle=7/8 env_steps=1803 return(avg12)=21.1 recon=46.6 kl=1.34 actor=-0.022 critic=0.312 (25.1s)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[Dreamer] cycle=8/8 env_steps=2108 return(avg12)=25.4 recon=40.5 kl=2.93 actor=-0.028 critic=0.101 (25.0s)\n", + "[Dreamer] total wall-clock = 231.6s\n", + "[Dreamer] checkpoint saved to /home/user/Autonomous-Driving-Learning-Atlas/labs/world_models/lab_dreamer_cartpole_pixels/data/dreamer.pt\n", + "\n", + "[Dreamer] wall = 231.6s\n", + "[Dreamer] final cycle mean return = 25.4\n" + ] + } + ], "source": [ "# Cell 4 - full Dreamer cycle (WM + AC in imagination)\n", "seed_everything(SEED)\n", @@ -121,10 +246,36 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "id": "return-curve", - "metadata": {}, - "outputs": [], + "metadata": { + "execution": { + "iopub.execute_input": "2026-05-27T17:54:35.911580Z", + "iopub.status.busy": "2026-05-27T17:54:35.911376Z", + "iopub.status.idle": "2026-05-27T17:54:36.095475Z", + "shell.execute_reply": "2026-05-27T17:54:36.094581Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "saved assets/return_vs_steps.png\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Cell 5 - return-vs-env-steps curve\n", "from src.viz import return_curve\n", @@ -133,6 +284,21 @@ "Image(str(out))" ] }, + { + "cell_type": "markdown", + "id": "policy-honest", + "metadata": {}, + "source": [ + "### 关于策略提升的诚实说明\n", + "\n", + "曲线在随机水平(~20)附近徘徊,并没有显著改进。这与 CPU 限定预算 + ~1800 真实 env steps 的体量一致:\n", + "(1) CartPole 的 reward 是恒 +1,WM reward head 训练后梯度近乎为零;\n", + "(2) 关键的\"杆是否会倒\"信号来自 continue head,它在小数据下区分能力有限;\n", + "(3) actor 在 imagination 里容易钻 WM 的局部不准——\"梦里看似变好但真实环境立刻崩\"。\n", + "\n", + "原版 Dreamer 通常要 1e5+ env steps 才稳定收敛。本 lab 的 policy 部分主要演示**完整管线** (imagination rollout → λ-return → actor-critic 更新)跑通;真正的 policy improvement 留给 stretch goals 里的离散 RSSM / 更长训练。下面 latent-rollout 这条图正是 imagination 上限的可视化证据。" + ] + }, { "cell_type": "markdown", "id": "latent-md", @@ -145,10 +311,36 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "id": "latent-vs-real", - "metadata": {}, - "outputs": [], + "metadata": { + "execution": { + "iopub.execute_input": "2026-05-27T17:54:36.097982Z", + "iopub.status.busy": "2026-05-27T17:54:36.097738Z", + "iopub.status.idle": "2026-05-27T17:54:36.611994Z", + "shell.execute_reply": "2026-05-27T17:54:36.611353Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "saved assets/latent_vs_real_rollout.png\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Cell 6 - 15-step latent rollout next to real rollout\n", "from src.viz import latent_vs_real_rollout\n", @@ -177,8 +369,16 @@ "name": "python3" }, "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", "name": "python", - "version": "3.11" + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.15" } }, "nbformat": 4, diff --git a/labs/world_models/lab_dreamer_cartpole_pixels/src/policy.py b/labs/world_models/lab_dreamer_cartpole_pixels/src/policy.py index 1b0d987..8a6d4c3 100644 --- a/labs/world_models/lab_dreamer_cartpole_pixels/src/policy.py +++ b/labs/world_models/lab_dreamer_cartpole_pixels/src/policy.py @@ -5,7 +5,8 @@ 2. Train the world model on observation sequences. 3. Sample starting latents from the buffer, imagine fixed-horizon rollouts under the actor, compute lambda-returns from the predicted rewards and - critic, and update actor+critic by backprop through imagination. + critic, and update actor+critic with REINFORCE + value regression in the + imagination space (Dreamer V2 style for discrete actions). 4. Iterate 8 outer cycles. Running ``python -m src.policy`` performs the full Dreamer cycle and saves @@ -67,7 +68,9 @@ class PolicyConfig: ac_updates_per_cycle: int = 50 # gradient steps on actor+critic each cycle gamma: float = 0.99 lambda_: float = 0.95 # GAE/lambda-return mixing - actor_entropy: float = 0.05 # high entropy: WM dynamics are noisy enough that + actor_entropy: float = 0.05 # WM dynamics are noisy at this budget so a high + # entropy bonus prevents the actor from collapsing + # onto WM-exploit modes. # Init epsilon for the first cycle - actions are uniform random before any AC training. initial_random_steps: int = 500 diff --git a/labs/world_models/lab_dreamer_cartpole_pixels/src/world_model.py b/labs/world_models/lab_dreamer_cartpole_pixels/src/world_model.py index a7d2e7c..e21e69d 100644 --- a/labs/world_models/lab_dreamer_cartpole_pixels/src/world_model.py +++ b/labs/world_models/lab_dreamer_cartpole_pixels/src/world_model.py @@ -57,8 +57,8 @@ class WMConfig: # Optimisation lr: float = 6e-4 weight_decay: float = 1e-6 - batch_size: int = 16 - seq_len: int = 32 + batch_size: int = 8 + seq_len: int = 20 epochs: int = 5 # passes over the buffer per outer cycle grad_clip: float = 100.0