diff --git a/saves_hf/qwen2.5_3B_it_rubikscube3_withthink_sas_rl/global_step_200/qwen2.5_3b_actor_hf/generation_config.json b/saves_hf/qwen2.5_3B_it_rubikscube3_withthink_sas_rl/global_step_200/qwen2.5_3b_actor_hf/generation_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..3d94b2acd1de43c2d48d48392c47f481d6450b15
--- /dev/null
+++ b/saves_hf/qwen2.5_3B_it_rubikscube3_withthink_sas_rl/global_step_200/qwen2.5_3b_actor_hf/generation_config.json
@@ -0,0 +1,14 @@
+{
+  "bos_token_id": 151643,
+  "do_sample": true,
+  "eos_token_id": [
+    151645,
+    151643
+  ],
+  "pad_token_id": 151643,
+  "repetition_penalty": 1.05,
+  "temperature": 0.7,
+  "top_k": 20,
+  "top_p": 0.8,
+  "transformers_version": "4.57.3"
+}
diff --git a/saves_hf/qwen2.5_3B_it_rubikscube3_withthink_sas_rl/global_step_200/qwen2.5_3b_actor_hf/merges.txt b/saves_hf/qwen2.5_3B_it_rubikscube3_withthink_sas_rl/global_step_200/qwen2.5_3b_actor_hf/merges.txt
new file mode 100644
index 0000000000000000000000000000000000000000..31349551d90c7606f325fe0f11bbb8bd5fa0d7c7
--- /dev/null
+++ b/saves_hf/qwen2.5_3B_it_rubikscube3_withthink_sas_rl/global_step_200/qwen2.5_3b_actor_hf/merges.txt
@@ -0,0 +1,151388 @@
+#version: 0.2
+Ġ Ġ
+ĠĠ ĠĠ
+i n
+Ġ t
+ĠĠĠĠ ĠĠĠĠ
+e r
+ĠĠ Ġ
+o n
+Ġ a
+r e
+a t
+s t
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+o r
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+Ċ Ċ
+Ġ c
+l e
+Ġ s
+i t
+a n
+a r
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+Ġth e
+; Ċ
+Ġ p
+Ġ f
+o u
+Ġ =
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+ĠĠĠĠ ĠĠĠ
+in g
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+) Ċ
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diff --git a/saves_hf/qwen2.5_3B_it_rubikscube3_withthink_sas_rl/global_step_200/qwen2.5_3b_actor_hf/model.safetensors.index.json b/saves_hf/qwen2.5_3B_it_rubikscube3_withthink_sas_rl/global_step_200/qwen2.5_3b_actor_hf/model.safetensors.index.json
new file mode 100644
index 0000000000000000000000000000000000000000..d6badb191b965468c8385df16b3e28c01ecb2814
--- /dev/null
+++ b/saves_hf/qwen2.5_3B_it_rubikscube3_withthink_sas_rl/global_step_200/qwen2.5_3b_actor_hf/model.safetensors.index.json
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+}
diff --git a/saves_hf/qwen2.5_3B_it_rubikscube3_withthink_sas_rl/global_step_200/qwen2.5_3b_actor_hf/special_tokens_map.json b/saves_hf/qwen2.5_3B_it_rubikscube3_withthink_sas_rl/global_step_200/qwen2.5_3b_actor_hf/special_tokens_map.json
new file mode 100644
index 0000000000000000000000000000000000000000..ac23c0aaa2434523c494330aeb79c58395378103
--- /dev/null
+++ b/saves_hf/qwen2.5_3B_it_rubikscube3_withthink_sas_rl/global_step_200/qwen2.5_3b_actor_hf/special_tokens_map.json
@@ -0,0 +1,31 @@
+{
+  "additional_special_tokens": [
+    "<|im_start|>",
+    "<|im_end|>",
+    "<|object_ref_start|>",
+    "<|object_ref_end|>",
+    "<|box_start|>",
+    "<|box_end|>",
+    "<|quad_start|>",
+    "<|quad_end|>",
+    "<|vision_start|>",
+    "<|vision_end|>",
+    "<|vision_pad|>",
+    "<|image_pad|>",
+    "<|video_pad|>"
+  ],
+  "eos_token": {
+    "content": "<|im_end|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": {
+    "content": "<|endoftext|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}
diff --git a/saves_hf/qwen2.5_3B_it_rubikscube3_withthink_sas_rl/global_step_200/qwen2.5_3b_actor_hf/tokenizer_config.json b/saves_hf/qwen2.5_3B_it_rubikscube3_withthink_sas_rl/global_step_200/qwen2.5_3b_actor_hf/tokenizer_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..fb44f02cbeb741b3daed6065aa09dd3da434ae77
--- /dev/null
+++ b/saves_hf/qwen2.5_3B_it_rubikscube3_withthink_sas_rl/global_step_200/qwen2.5_3b_actor_hf/tokenizer_config.json
@@ -0,0 +1,208 @@
+{
+  "add_bos_token": false,
+  "add_prefix_space": false,
+  "added_tokens_decoder": {
+    "151643": {
+      "content": "<|endoftext|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151644": {
+      "content": "<|im_start|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151645": {
+      "content": "<|im_end|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151646": {
+      "content": "<|object_ref_start|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151647": {
+      "content": "<|object_ref_end|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151648": {
+      "content": "<|box_start|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151649": {
+      "content": "<|box_end|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151650": {
+      "content": "<|quad_start|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151651": {
+      "content": "<|quad_end|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151652": {
+      "content": "<|vision_start|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151653": {
+      "content": "<|vision_end|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151654": {
+      "content": "<|vision_pad|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151655": {
+      "content": "<|image_pad|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151656": {
+      "content": "<|video_pad|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151657": {
+      "content": "<tool_call>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151658": {
+      "content": "</tool_call>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151659": {
+      "content": "<|fim_prefix|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151660": {
+      "content": "<|fim_middle|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151661": {
+      "content": "<|fim_suffix|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151662": {
+      "content": "<|fim_pad|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151663": {
+      "content": "<|repo_name|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151664": {
+      "content": "<|file_sep|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    }
+  },
+  "additional_special_tokens": [
+    "<|im_start|>",
+    "<|im_end|>",
+    "<|object_ref_start|>",
+    "<|object_ref_end|>",
+    "<|box_start|>",
+    "<|box_end|>",
+    "<|quad_start|>",
+    "<|quad_end|>",
+    "<|vision_start|>",
+    "<|vision_end|>",
+    "<|vision_pad|>",
+    "<|image_pad|>",
+    "<|video_pad|>"
+  ],
+  "bos_token": null,
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "<|im_end|>",
+  "errors": "replace",
+  "extra_special_tokens": {},
+  "model_max_length": 131072,
+  "pad_token": "<|endoftext|>",
+  "padding_side": "right",
+  "split_special_tokens": false,
+  "tokenizer_class": "Qwen2Tokenizer",
+  "unk_token": null
+}
diff --git a/saves_hf/qwen2.5_3B_it_sokoban1_withthink_sa_rl/global_step_200/qwen2.5_3b_actor_hf/chat_template.jinja b/saves_hf/qwen2.5_3B_it_sokoban1_withthink_sa_rl/global_step_200/qwen2.5_3b_actor_hf/chat_template.jinja
new file mode 100644
index 0000000000000000000000000000000000000000..bdf7919a96cfe43d50914a007b9c0877bd0ec27e
--- /dev/null
+++ b/saves_hf/qwen2.5_3B_it_sokoban1_withthink_sa_rl/global_step_200/qwen2.5_3b_actor_hf/chat_template.jinja
@@ -0,0 +1,54 @@
+{%- if tools %}
+    {{- '<|im_start|>system\n' }}
+    {%- if messages[0]['role'] == 'system' %}
+        {{- messages[0]['content'] }}
+    {%- else %}
+        {{- 'You are Qwen, created by Alibaba Cloud. You are a helpful assistant.' }}
+    {%- endif %}
+    {{- "\n\n# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>" }}
+    {%- for tool in tools %}
+        {{- "\n" }}
+        {{- tool | tojson }}
+    {%- endfor %}
+    {{- "\n</tools>\n\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\n<tool_call>\n{\"name\": <function-name>, \"arguments\": <args-json-object>}\n</tool_call><|im_end|>\n" }}
+{%- else %}
+    {%- if messages[0]['role'] == 'system' %}
+        {{- '<|im_start|>system\n' + messages[0]['content'] + '<|im_end|>\n' }}
+    {%- else %}
+        {{- '<|im_start|>system\nYou are Qwen, created by Alibaba Cloud. You are a helpful assistant.<|im_end|>\n' }}
+    {%- endif %}
+{%- endif %}
+{%- for message in messages %}
+    {%- if (message.role == "user") or (message.role == "system" and not loop.first) or (message.role == "assistant" and not message.tool_calls) %}
+        {{- '<|im_start|>' + message.role + '\n' + message.content + '<|im_end|>' + '\n' }}
+    {%- elif message.role == "assistant" %}
+        {{- '<|im_start|>' + message.role }}
+        {%- if message.content %}
+            {{- '\n' + message.content }}
+        {%- endif %}
+        {%- for tool_call in message.tool_calls %}
+            {%- if tool_call.function is defined %}
+                {%- set tool_call = tool_call.function %}
+            {%- endif %}
+            {{- '\n<tool_call>\n{"name": "' }}
+            {{- tool_call.name }}
+            {{- '", "arguments": ' }}
+            {{- tool_call.arguments | tojson }}
+            {{- '}\n</tool_call>' }}
+        {%- endfor %}
+        {{- '<|im_end|>\n' }}
+    {%- elif message.role == "tool" %}
+        {%- if (loop.index0 == 0) or (messages[loop.index0 - 1].role != "tool") %}
+            {{- '<|im_start|>user' }}
+        {%- endif %}
+        {{- '\n<tool_response>\n' }}
+        {{- message.content }}
+        {{- '\n</tool_response>' }}
+        {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
+            {{- '<|im_end|>\n' }}
+        {%- endif %}
+    {%- endif %}
+{%- endfor %}
+{%- if add_generation_prompt %}
+    {{- '<|im_start|>assistant\n' }}
+{%- endif %}
diff --git a/saves_hf/qwen2.5_3B_it_sokoban1_withthink_sa_rl/global_step_200/qwen2.5_3b_actor_hf/config.json b/saves_hf/qwen2.5_3B_it_sokoban1_withthink_sa_rl/global_step_200/qwen2.5_3b_actor_hf/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..fbc4c39cefb11e971315f00efebed52dd772c83f
--- /dev/null
+++ b/saves_hf/qwen2.5_3B_it_sokoban1_withthink_sa_rl/global_step_200/qwen2.5_3b_actor_hf/config.json
@@ -0,0 +1,66 @@
+{
+  "architectures": [
+    "Qwen2ForCausalLM"
+  ],
+  "attention_dropout": 0.0,
+  "dtype": "bfloat16",
+  "eos_token_id": 151645,
+  "hidden_act": "silu",
+  "hidden_size": 2048,
+  "initializer_range": 0.02,
+  "intermediate_size": 11008,
+  "layer_types": [
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention"
+  ],
+  "max_position_embeddings": 32768,
+  "max_window_layers": 70,
+  "model_type": "qwen2",
+  "num_attention_heads": 16,
+  "num_hidden_layers": 36,
+  "num_key_value_heads": 2,
+  "pad_token_id": 151643,
+  "rms_norm_eps": 1e-06,
+  "rope_scaling": null,
+  "rope_theta": 1000000.0,
+  "sliding_window": null,
+  "tie_word_embeddings": true,
+  "transformers_version": "4.57.3",
+  "use_cache": false,
+  "use_sliding_window": false,
+  "vocab_size": 151936
+}
diff --git a/saves_hf/qwen2.5_3B_it_sokoban1_withthink_sa_rl/global_step_200/qwen2.5_3b_actor_hf/merges.txt b/saves_hf/qwen2.5_3B_it_sokoban1_withthink_sa_rl/global_step_200/qwen2.5_3b_actor_hf/merges.txt
new file mode 100644
index 0000000000000000000000000000000000000000..31349551d90c7606f325fe0f11bbb8bd5fa0d7c7
--- /dev/null
+++ b/saves_hf/qwen2.5_3B_it_sokoban1_withthink_sa_rl/global_step_200/qwen2.5_3b_actor_hf/merges.txt
@@ -0,0 +1,151388 @@
+#version: 0.2
+Ġ Ġ
+ĠĠ ĠĠ
+i n
+Ġ t
+ĠĠĠĠ ĠĠĠĠ
+e r
+ĠĠ Ġ
+o n
+Ġ a
+r e
+a t
+s t
+e n
+o r
+Ġt h
+Ċ Ċ
+Ġ c
+l e
+Ġ s
+i t
+a n
+a r
+a l
+Ġth e
+; Ċ
+Ġ p
+Ġ f
+o u
+Ġ =
+i s
+ĠĠĠĠ ĠĠĠ
+in g
+e s
+Ġ w
+i on
+e d
+i c
+Ġ b
+Ġ d
+e t
+Ġ m
+Ġ o
+ĉ ĉ
+r o
+a s
+e l
+c t
+n d
+Ġ in
+Ġ h
+en t
+i d
+Ġ n
+a m
+ĠĠĠĠĠĠĠĠ ĠĠĠ
+Ġt o
+Ġ re
+- -
+Ġ {
+Ġo f
+o m
+) ;Ċ
+i m
+č Ċ
+Ġ (
+i l
+/ /
+Ġa nd
+u r
+s e
+Ġ l
+e x
+Ġ S
+a d
+Ġ "
+c h
+u t
+i f
+* *
+Ġ }
+e m
+o l
+ĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠ
+t h
+) Ċ
+Ġ{ Ċ
+Ġ g
+i g
+i v
+, Ċ
+c e
+o d
+Ġ v
+at e
+Ġ T
+a g
+a y
+Ġ *
+o t
+u s
+Ġ C
+Ġ st
+Ġ I
+u n
+u l
+u e
+Ġ A
+o w
+Ġ '
+e w
+Ġ <
+at ion
+( )
+Ġf or
+a b
+or t
+u m
+am e
+Ġ is
+p e
+t r
+c k
+â Ģ
+Ġ y
+i st
+-- --
+. ĊĊ
+h e
+Ġ e
+l o
+Ġ M
+Ġb e
+er s
+Ġ on
+Ġc on
+a p
+u b
+Ġ P
+ĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠ
+as s
+in t
+> Ċ
+l y
+ur n
+Ġ $
+; ĊĊ
+a v
+p ort
+i r
+- >
+n t
+ct ion
+en d
+Ġd e
+it h
+ou t
+t urn
+ou r
+ĠĠĠĠ Ġ
+l ic
+re s
+p t
+= =
+Ġth is
+Ġw h
+Ġ if
+Ġ D
+v er
+ag e
+Ġ B
+h t
+ex t
+= "
+Ġth at
+** **
+Ġ R
+Ġ it
+es s
+Ġ F
+Ġ r
+o s
+an d
+Ġa s
+e ct
+k e
+ro m
+Ġ //
+c on
+Ġ L
+( "
+q u
+l ass
+Ġw ith
+i z
+d e
+Ġ N
+Ġa l
+o p
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+i le
+Ġa n
+at a
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+; čĊ
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+t er
+a in
+Ġ W
+Ġ E
+Ġc om
+Ġre turn
+ar t
+Ġ H
+a ck
+im port
+ub lic
+Ġ or
+e st
+m ent
+Ġ G
+ab le
+Ġ -
+in e
+il l
+in d
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+: :
+it y
+Ġ +
+Ġt r
+el f
+ig ht
+( '
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+ul t
+st r
+. .
+" ,
+Ġy ou
+y pe
+p l
+Ġn ew
+Ġ j
+ĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠ
+Ġf rom
+Ġ ex
+Ġ O
+l d
+Ġ [
+o c
+: Ċ
+Ġs e
+Ġ le
+---- ----
+. s
+{ Ċ
+' ,
+an t
+Ġa t
+as e
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+Ġc h
+< /
+av e
+an g
+Ġa re
+Ġin t
+âĢ Ļ
+_ t
+er t
+i al
+a ct
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+iv e
+od e
+o st
+Ġc lass
+Ġn ot
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+al ue
+al l
+f f
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+on t
+im e
+a re
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+Ġp r
+Ġ :
+i es
+iz e
+u re
+Ġb y
+i re
+Ġ} ĊĊ
+. p
+Ġs h
+ic e
+a st
+pt ion
+tr ing
+o k
+_ _
+c l
+# #
+Ġh e
+ar d
+) .
+Ġ @
+i ew
+ĉĉ ĉ
+Ġw as
+i p
+th is
+Ġ u
+ĠT he
+id e
+a ce
+i b
+a c
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+j ect
+Ġp ublic
+a k
+v e
+at h
+o id
+Ġ= >
+u st
+q ue
+Ġre s
+) )
+' s
+Ġ k
+an s
+y st
+un ction
+**** ****
+Ġ i
+Ġ us
+p p
+on e
+a il
+== ==
+n ame
+Ġst r
+Ġ /
+Ġ &
+a ch
+d iv
+yst em
+el l
+Ġh ave
+er r
+ou ld
+ul l
+p on
+Ġ J
+_ p
+Ġ= =
+ig n
+S t
+. Ċ
+Ġp l
+) ;ĊĊ
+f orm
+p ut
+ou nt
+} ĊĊ
+d d
+it e
+Ġg et
+r r
+om e
+Ġ âĢ
+ar am
+c c
+Ġ* /
+E R
+I n
+le s
+_ s
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+i e
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+Ġ V
+er v
+p r
+Ġ un
+ro w
+b er
+Ġd o
+l l
+Ġ el
+Ġs elf
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+ar y
+Ġ .
+' ]
+u d
+Ġ en
+ĠT h
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠ
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+u ct
+Ġa b
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+. get
+Ġ #
+a w
+res s
+o b
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+ap p
+[ '
+Ġal l
+or y
+it ion
+an ce
+e ar
+Ġcon t
+v ent
+i a
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+I N
+ĠĠĠĠĠĠĠĠ Ġ
+re turn
+Ġ< /
+d ata
+) ĊĊ
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+p le
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+Ġy our
+" Ċ
+( $
+Ġ out
+) ,
+Ġh as
+S tring
+s o
+Ġ up
+a x
+Ġde f
+Ġb o
+g e
+al se
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+p er
+ic h
+Ġb ut
+Ġ Ċ
+Ġ _
+_ m
+ad d
+que st
+od el
+s elf
+er y
+f t
+en s
+// //
+a ke
+. C
+Ġg o
+Ġf unction
+Ġ K
+iv ate
+Ġ im
+Ġcon st
+. t
+Ġ*/ Ċ
+) ;čĊ
+Ġv oid
+Ġs et
+ĠS ystem
+c ri
+( )Ċ
+l i
+ĉ if
+. m
+al ly
+s et
+e p
+âĢĻ s
+b o
+de f
+' ,Ċ
+Ġm e
+Ġ !
+at ch
+" >
+" ,Ċ
+e c
+ĠI n
+p h
+Ġ |
+_ f
+Ġv ar
+en ce
+I d
+re e
+in k
+le ct
+u g
+et h
+Ġel se
+-------- --------
+con t
+Ġs o
+at ic
+Ġl o
+p ro
+t on
+s s
+ow n
+ab el
+o int
+ou s
+el d
+S T
+T he
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+R E
+" :
+ol or
+t p
+e g
+ke y
+u de
+ĠS t
+ou nd
+Ġa r
+" );Ċ
+en er
+s er
+b ject
+ess age
+f er
+Ġm ore
+ation s
+ent s
+Ġh is
+Ġthe y
+. S
+Ġ Y
+u se
+n e
+is h
+ol d
+_ d
+i o
+i eld
+Ġp er
+C ont
+ing s
+## ##
+Ġd ata
+Ġs a
+e f
+f o
+Ġon e
+en g
+Ġd is
+A T
+Ġn ame
+Ġtr ue
+v al
+le d
+. f
+Ġn e
+Ġ end
+. T
+c re
+ar k
+lo g
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+err or
+_ id
+ur re
+ang e
+Ġn ull
+rr ay
+Ġm y
+p an
+ic t
+at or
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+L ist
+ĉ return
+âĢ Ŀ
+Ġp re
+Ġ x
+cl ude
+ar g
+o v
+. h
+Ġ >
+Ġthe ir
+' )
+ir st
+ic k
+g h
+L E
+O R
+Ġpr ivate
+t em
+čĊ čĊ
+us er
+Ġ )
+c om
+. A
+" ;Ċ
+Ġ id
+re ad
+Ġwh o
+_ b
+" >Ċ
+Ġt ime
+Ġm an
+r y
+==== ====
+rou p
+ro p
+p ublic
+v el
+um ber
+b le
+Ġwh ich
+******** ********
+Ġan y
+Ġf alse
+w e
+Ġv alue
+Ġl i
+" )
+nd er
+g r
+Ġn o
+p aram
+f ig
+.c om
+Ġa pp
+_ l
+ion s
+. D
+ĠC h
+Ġab out
+Ġa dd
+Ġs u
+Ġstr ing
+I D
+Ġo ver
+str ing
+. l
+our ce
+_ C
+] Ċ
+Ġ qu
+ĠS tring
+c a
+S E
+Ġ ro
+s h
+u al
+T ype
+s on
+n ew
+er n
+Ġa g
+A R
+] ;Ċ
+] .
+Ġ ?
+ic al
+Ġd es
+ut h
+i x
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+Ġt ype
+' t
+a ult
+Ġin ter
+v ar
+. b
+Ġp art
+. d
+urre nt
+I T
+E N
+en c
+( f
+r a
+v alue
+ch o
+ut ton
+o se
+Ġ! =
+at er
+Ã ©
+re ate
+ol l
+p os
+y le
+n g
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+us ing
+am es
+Ġ{ čĊ
+at es
+el y
+Ġw ork
+Ġ em
+in al
+Ġs p
+Ġwh en
+.s et
+ĠĠĠĠ ĠĠ
+) :Ċ
+t o
+qu ire
+ind ow
+le ment
+pe ct
+as h
+[ i
+Ġu se
+. F
+pe c
+Ġa d
+o ve
+ce ption
+eng th
+in clude
+ad er
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠ
+at us
+T h
+it le
+r it
+v oid
+() .
+( Ċ
+Ġof f
+Ġo ther
+Ġ& &
+' ;Ċ
+m s
+Ġbe en
+Ġt e
+m l
+c o
+n c
+erv ice
+Ġ %
+** Ċ
+an n
+ad e
+ĊĊ ĊĊ
+lo ck
+con st
+pon se
+Ġs up
++ +
+d ate
+Ġa cc
+Ġh ad
+Ġb u
+ĠR e
+Ġw ere
+Ġf ile
+Ġw ould
+ĠâĢ ľ
+v en
+is s
+Ġ our
+c lass
+r aw
+Ġy ear
+D ata
+Ġv al
+Ġs ome
+f ter
+y s
+Ġ// /
+rou nd
+v iew
+Ġp e
+Ġth ere
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+d u
+o f
+l ine
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+d uct
+Ġh er
+ĠĠĠĠĠĠĠĠ ĠĠĠĠĠ
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+Ġc o
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+is e
+m in
+ĠĠĠĠ Ċ
+# include
+eth od
+. P
+ut e
+Ġas s
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+as k
+lo c
+Ġli ke
+od y
+Ġle t
+lo ad
+Ġa m
+ro l
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+y p
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+ĠI t
+ur l
+if ic
+or s
+_ P
+_ n
+ig h
+Ġth an
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+at ing
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+re f
+_ S
+Ġst atic
+ro ll
+Ġj ust
+Ġres ult
+i an
+id th
+Ġthe m
+) );Ċ
+d er
+re ak
+C on
+: //
+u le
+.. .
+ar ch
+em ent
+Ġ< <
+us h
+en se
+ar r
+Ġint o
+c ess
+am p
+i ed
+um ent
+Ġ \
+] ,
+w o
+al s
+Ġwh at
+an c
+V alue
+= '
+ol um
+Ġp os
+ag es
+ay er
+Ġs c
+u es
+" )Ċ
+_ T
+Ġl ist
+( s
+Ġc ase
+C h
+ĉĉĉĉ ĉ
+//// ////
+pon ent
+Ġ z
+Ġk n
+le t
+D E
+re d
+Ġf e
+Ġ} ,Ċ
+Ġ ,
+( t
+Ġf irst
+' );Ċ
+w ord
+Ġ import
+Ġa ct
+Ġch ar
+C T
+ĠT r
+op le
+= {
+ĉ f
+i ent
+c ent
+. j
+le ction
+) )Ċ
+Ġon ly
+Ġpr int
+m er
+. W
+o ck
+Ġ --
+T ext
+Ġo p
+an k
+Ġit s
+Ġb ack
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+Ġc l
+Ġs ub
+Ġl a
+( (
+. "
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+f ile
+( self
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+e y
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+Ġ ent
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+it s
+ĠC on
+ou ble
+ow er
+it em
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+lic k
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+. L
+) ;
+ic es
+Ġre g
+) čĊ
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+S S
+Ġth en
+re at
+i ous
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+e k
+ire ct
+he ck
+cri pt
+n ing
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+Ġm ay
+ĠW h
+B o
+I tem
+str uct
+. st
+re am
+ib le
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+u nd
+s um
+_ in
+.. /
+_ M
+Ġh ow
+r ite
+' Ċ
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+w w
+Ġpe ople
+ind ex
+. n
+ht tp
+( m
+ect or
+Ġin d
+Ġj av
+] ,Ċ
+ĠH e
+_ st
+f ul
+o le
+) {Ċ
+Ġsh ould
+op y
+el p
+i er
+_ name
+ers on
+I ON
+ot e
+Ġt est
+Ġb et
+rr or
+ul ar
+ã Ģ
+Ġ Ð
+b s
+t ing
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diff --git a/saves_hf/qwen2.5_3B_it_sokoban1_withthink_sa_rl/global_step_200/qwen2.5_3b_actor_hf/vocab.json b/saves_hf/qwen2.5_3B_it_sokoban1_withthink_sa_rl/global_step_200/qwen2.5_3b_actor_hf/vocab.json
new file mode 100644
index 0000000000000000000000000000000000000000..4783fe10ac3adce15ac8f358ef5462739852c569
--- /dev/null
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diff --git a/saves_hf/qwen2.5_3B_it_sokoban1_withthink_sas_rl/global_step_200/qwen2.5_3b_actor_hf/merges.txt b/saves_hf/qwen2.5_3B_it_sokoban1_withthink_sas_rl/global_step_200/qwen2.5_3b_actor_hf/merges.txt
new file mode 100644
index 0000000000000000000000000000000000000000..31349551d90c7606f325fe0f11bbb8bd5fa0d7c7
--- /dev/null
+++ b/saves_hf/qwen2.5_3B_it_sokoban1_withthink_sas_rl/global_step_200/qwen2.5_3b_actor_hf/merges.txt
@@ -0,0 +1,151388 @@
+#version: 0.2
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diff --git a/saves_hf/qwen2.5_3B_it_sokoban1_withthink_sas_rl/global_step_200/qwen2.5_3b_actor_hf/model.safetensors.index.json b/saves_hf/qwen2.5_3B_it_sokoban1_withthink_sas_rl/global_step_200/qwen2.5_3b_actor_hf/model.safetensors.index.json
new file mode 100644
index 0000000000000000000000000000000000000000..7bb490b5076a51ae30f1ef43385b3b380290415f
--- /dev/null
+++ b/saves_hf/qwen2.5_3B_it_sokoban1_withthink_sas_rl/global_step_200/qwen2.5_3b_actor_hf/model.safetensors.index.json
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diff --git a/saves_hf/qwen2.5_3B_it_sokoban1_withthink_sas_rl/global_step_200/qwen2.5_3b_actor_hf/special_tokens_map.json b/saves_hf/qwen2.5_3B_it_sokoban1_withthink_sas_rl/global_step_200/qwen2.5_3b_actor_hf/special_tokens_map.json
new file mode 100644
index 0000000000000000000000000000000000000000..ac23c0aaa2434523c494330aeb79c58395378103
--- /dev/null
+++ b/saves_hf/qwen2.5_3B_it_sokoban1_withthink_sas_rl/global_step_200/qwen2.5_3b_actor_hf/special_tokens_map.json
@@ -0,0 +1,31 @@
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diff --git a/saves_hf/qwen2.5_3B_it_sokoban1_withthink_sas_rl/global_step_200/qwen2.5_3b_actor_hf/tokenizer_config.json b/saves_hf/qwen2.5_3B_it_sokoban1_withthink_sas_rl/global_step_200/qwen2.5_3b_actor_hf/tokenizer_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..fb44f02cbeb741b3daed6065aa09dd3da434ae77
--- /dev/null
+++ b/saves_hf/qwen2.5_3B_it_sokoban1_withthink_sas_rl/global_step_200/qwen2.5_3b_actor_hf/tokenizer_config.json
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+      "special": false
+    },
+    "151664": {
+      "content": "<|file_sep|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    }
+  },
+  "additional_special_tokens": [
+    "<|im_start|>",
+    "<|im_end|>",
+    "<|object_ref_start|>",
+    "<|object_ref_end|>",
+    "<|box_start|>",
+    "<|box_end|>",
+    "<|quad_start|>",
+    "<|quad_end|>",
+    "<|vision_start|>",
+    "<|vision_end|>",
+    "<|vision_pad|>",
+    "<|image_pad|>",
+    "<|video_pad|>"
+  ],
+  "bos_token": null,
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "<|im_end|>",
+  "errors": "replace",
+  "extra_special_tokens": {},
+  "model_max_length": 131072,
+  "pad_token": "<|endoftext|>",
+  "padding_side": "right",
+  "split_special_tokens": false,
+  "tokenizer_class": "Qwen2Tokenizer",
+  "unk_token": null
+}
diff --git a/saves_hf/qwen2.5_3B_it_sokoban2_withthink_fulltraj_sa_rl/global_step_200/qwen2.5_3b_actor_hf/added_tokens.json b/saves_hf/qwen2.5_3B_it_sokoban2_withthink_fulltraj_sa_rl/global_step_200/qwen2.5_3b_actor_hf/added_tokens.json
new file mode 100644
index 0000000000000000000000000000000000000000..482ced4679301bf287ebb310bdd1790eb4514232
--- /dev/null
+++ b/saves_hf/qwen2.5_3B_it_sokoban2_withthink_fulltraj_sa_rl/global_step_200/qwen2.5_3b_actor_hf/added_tokens.json
@@ -0,0 +1,24 @@
+{
+  "</tool_call>": 151658,
+  "<tool_call>": 151657,
+  "<|box_end|>": 151649,
+  "<|box_start|>": 151648,
+  "<|endoftext|>": 151643,
+  "<|file_sep|>": 151664,
+  "<|fim_middle|>": 151660,
+  "<|fim_pad|>": 151662,
+  "<|fim_prefix|>": 151659,
+  "<|fim_suffix|>": 151661,
+  "<|im_end|>": 151645,
+  "<|im_start|>": 151644,
+  "<|image_pad|>": 151655,
+  "<|object_ref_end|>": 151647,
+  "<|object_ref_start|>": 151646,
+  "<|quad_end|>": 151651,
+  "<|quad_start|>": 151650,
+  "<|repo_name|>": 151663,
+  "<|video_pad|>": 151656,
+  "<|vision_end|>": 151653,
+  "<|vision_pad|>": 151654,
+  "<|vision_start|>": 151652
+}
diff --git a/saves_hf/qwen2.5_3B_it_sokoban2_withthink_fulltraj_sa_rl/global_step_200/qwen2.5_3b_actor_hf/chat_template.jinja b/saves_hf/qwen2.5_3B_it_sokoban2_withthink_fulltraj_sa_rl/global_step_200/qwen2.5_3b_actor_hf/chat_template.jinja
new file mode 100644
index 0000000000000000000000000000000000000000..bdf7919a96cfe43d50914a007b9c0877bd0ec27e
--- /dev/null
+++ b/saves_hf/qwen2.5_3B_it_sokoban2_withthink_fulltraj_sa_rl/global_step_200/qwen2.5_3b_actor_hf/chat_template.jinja
@@ -0,0 +1,54 @@
+{%- if tools %}
+    {{- '<|im_start|>system\n' }}
+    {%- if messages[0]['role'] == 'system' %}
+        {{- messages[0]['content'] }}
+    {%- else %}
+        {{- 'You are Qwen, created by Alibaba Cloud. You are a helpful assistant.' }}
+    {%- endif %}
+    {{- "\n\n# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>" }}
+    {%- for tool in tools %}
+        {{- "\n" }}
+        {{- tool | tojson }}
+    {%- endfor %}
+    {{- "\n</tools>\n\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\n<tool_call>\n{\"name\": <function-name>, \"arguments\": <args-json-object>}\n</tool_call><|im_end|>\n" }}
+{%- else %}
+    {%- if messages[0]['role'] == 'system' %}
+        {{- '<|im_start|>system\n' + messages[0]['content'] + '<|im_end|>\n' }}
+    {%- else %}
+        {{- '<|im_start|>system\nYou are Qwen, created by Alibaba Cloud. You are a helpful assistant.<|im_end|>\n' }}
+    {%- endif %}
+{%- endif %}
+{%- for message in messages %}
+    {%- if (message.role == "user") or (message.role == "system" and not loop.first) or (message.role == "assistant" and not message.tool_calls) %}
+        {{- '<|im_start|>' + message.role + '\n' + message.content + '<|im_end|>' + '\n' }}
+    {%- elif message.role == "assistant" %}
+        {{- '<|im_start|>' + message.role }}
+        {%- if message.content %}
+            {{- '\n' + message.content }}
+        {%- endif %}
+        {%- for tool_call in message.tool_calls %}
+            {%- if tool_call.function is defined %}
+                {%- set tool_call = tool_call.function %}
+            {%- endif %}
+            {{- '\n<tool_call>\n{"name": "' }}
+            {{- tool_call.name }}
+            {{- '", "arguments": ' }}
+            {{- tool_call.arguments | tojson }}
+            {{- '}\n</tool_call>' }}
+        {%- endfor %}
+        {{- '<|im_end|>\n' }}
+    {%- elif message.role == "tool" %}
+        {%- if (loop.index0 == 0) or (messages[loop.index0 - 1].role != "tool") %}
+            {{- '<|im_start|>user' }}
+        {%- endif %}
+        {{- '\n<tool_response>\n' }}
+        {{- message.content }}
+        {{- '\n</tool_response>' }}
+        {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
+            {{- '<|im_end|>\n' }}
+        {%- endif %}
+    {%- endif %}
+{%- endfor %}
+{%- if add_generation_prompt %}
+    {{- '<|im_start|>assistant\n' }}
+{%- endif %}
diff --git a/saves_hf/qwen2.5_3B_it_sokoban2_withthink_fulltraj_sa_rl/global_step_200/qwen2.5_3b_actor_hf/config.json b/saves_hf/qwen2.5_3B_it_sokoban2_withthink_fulltraj_sa_rl/global_step_200/qwen2.5_3b_actor_hf/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..fbc4c39cefb11e971315f00efebed52dd772c83f
--- /dev/null
+++ b/saves_hf/qwen2.5_3B_it_sokoban2_withthink_fulltraj_sa_rl/global_step_200/qwen2.5_3b_actor_hf/config.json
@@ -0,0 +1,66 @@
+{
+  "architectures": [
+    "Qwen2ForCausalLM"
+  ],
+  "attention_dropout": 0.0,
+  "dtype": "bfloat16",
+  "eos_token_id": 151645,
+  "hidden_act": "silu",
+  "hidden_size": 2048,
+  "initializer_range": 0.02,
+  "intermediate_size": 11008,
+  "layer_types": [
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention"
+  ],
+  "max_position_embeddings": 32768,
+  "max_window_layers": 70,
+  "model_type": "qwen2",
+  "num_attention_heads": 16,
+  "num_hidden_layers": 36,
+  "num_key_value_heads": 2,
+  "pad_token_id": 151643,
+  "rms_norm_eps": 1e-06,
+  "rope_scaling": null,
+  "rope_theta": 1000000.0,
+  "sliding_window": null,
+  "tie_word_embeddings": true,
+  "transformers_version": "4.57.3",
+  "use_cache": false,
+  "use_sliding_window": false,
+  "vocab_size": 151936
+}
diff --git a/saves_hf/qwen2.5_3B_it_sokoban2_withthink_fulltraj_sa_rl/global_step_200/qwen2.5_3b_actor_hf/generation_config.json b/saves_hf/qwen2.5_3B_it_sokoban2_withthink_fulltraj_sa_rl/global_step_200/qwen2.5_3b_actor_hf/generation_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..3d94b2acd1de43c2d48d48392c47f481d6450b15
--- /dev/null
+++ b/saves_hf/qwen2.5_3B_it_sokoban2_withthink_fulltraj_sa_rl/global_step_200/qwen2.5_3b_actor_hf/generation_config.json
@@ -0,0 +1,14 @@
+{
+  "bos_token_id": 151643,
+  "do_sample": true,
+  "eos_token_id": [
+    151645,
+    151643
+  ],
+  "pad_token_id": 151643,
+  "repetition_penalty": 1.05,
+  "temperature": 0.7,
+  "top_k": 20,
+  "top_p": 0.8,
+  "transformers_version": "4.57.3"
+}
diff --git a/saves_hf/qwen2.5_3B_it_sokoban2_withthink_fulltraj_sa_rl/global_step_200/qwen2.5_3b_actor_hf/merges.txt b/saves_hf/qwen2.5_3B_it_sokoban2_withthink_fulltraj_sa_rl/global_step_200/qwen2.5_3b_actor_hf/merges.txt
new file mode 100644
index 0000000000000000000000000000000000000000..31349551d90c7606f325fe0f11bbb8bd5fa0d7c7
--- /dev/null
+++ b/saves_hf/qwen2.5_3B_it_sokoban2_withthink_fulltraj_sa_rl/global_step_200/qwen2.5_3b_actor_hf/merges.txt
@@ -0,0 +1,151388 @@
+#version: 0.2
+Ġ Ġ
+ĠĠ ĠĠ
+i n
+Ġ t
+ĠĠĠĠ ĠĠĠĠ
+e r
+ĠĠ Ġ
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+r e
+a t
+s t
+e n
+o r
+Ġt h
+Ċ Ċ
+Ġ c
+l e
+Ġ s
+i t
+a n
+a r
+a l
+Ġth e
+; Ċ
+Ġ p
+Ġ f
+o u
+Ġ =
+i s
+ĠĠĠĠ ĠĠĠ
+in g
+e s
+Ġ w
+i on
+e d
+i c
+Ġ b
+Ġ d
+e t
+Ġ m
+Ġ o
+ĉ ĉ
+r o
+a s
+e l
+c t
+n d
+Ġ in
+Ġ h
+en t
+i d
+Ġ n
+a m
+ĠĠĠĠĠĠĠĠ ĠĠĠ
+Ġt o
+Ġ re
+- -
+Ġ {
+Ġo f
+o m
+) ;Ċ
+i m
+č Ċ
+Ġ (
+i l
+/ /
+Ġa nd
+u r
+s e
+Ġ l
+e x
+Ġ S
+a d
+Ġ "
+c h
+u t
+i f
+* *
+Ġ }
+e m
+o l
+ĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠ
+t h
+) Ċ
+Ġ{ Ċ
+Ġ g
+i g
+i v
+, Ċ
+c e
+o d
+Ġ v
+at e
+Ġ T
+a g
+a y
+Ġ *
+o t
+u s
+Ġ C
+Ġ st
+Ġ I
+u n
+u l
+u e
+Ġ A
+o w
+Ġ '
+e w
+Ġ <
+at ion
+( )
+Ġf or
+a b
+or t
+u m
+am e
+Ġ is
+p e
+t r
+c k
+â Ģ
+Ġ y
+i st
+-- --
+. ĊĊ
+h e
+Ġ e
+l o
+Ġ M
+Ġb e
+er s
+Ġ on
+Ġc on
+a p
+u b
+Ġ P
+ĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠ
+as s
+in t
+> Ċ
+l y
+ur n
+Ġ $
+; ĊĊ
+a v
+p ort
+i r
+- >
+n t
+ct ion
+en d
+Ġd e
+it h
+ou t
+t urn
+ou r
+ĠĠĠĠ Ġ
+l ic
+re s
+p t
+= =
+Ġth is
+Ġw h
+Ġ if
+Ġ D
+v er
+ag e
+Ġ B
+h t
+ex t
+= "
+Ġth at
+** **
+Ġ R
+Ġ it
+es s
+Ġ F
+Ġ r
+o s
+an d
+Ġa s
+e ct
+k e
+ro m
+Ġ //
+c on
+Ġ L
+( "
+q u
+l ass
+Ġw ith
+i z
+d e
+Ġ N
+Ġa l
+o p
+u p
+g et
+Ġ} Ċ
+i le
+Ġa n
+at a
+o re
+r i
+Ġp ro
+; čĊ
+ĉĉ ĉĉ
+t er
+a in
+Ġ W
+Ġ E
+Ġc om
+Ġre turn
+ar t
+Ġ H
+a ck
+im port
+ub lic
+Ġ or
+e st
+m ent
+Ġ G
+ab le
+Ġ -
+in e
+il l
+in d
+er e
+: :
+it y
+Ġ +
+Ġt r
+el f
+ig ht
+( '
+or m
+ul t
+st r
+. .
+" ,
+Ġy ou
+y pe
+p l
+Ġn ew
+Ġ j
+ĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠ
+Ġf rom
+Ġ ex
+Ġ O
+l d
+Ġ [
+o c
+: Ċ
+Ġs e
+Ġ le
+---- ----
+. s
+{ Ċ
+' ,
+an t
+Ġa t
+as e
+. c
+Ġc h
+< /
+av e
+an g
+Ġa re
+Ġin t
+âĢ Ļ
+_ t
+er t
+i al
+a ct
+} Ċ
+iv e
+od e
+o st
+Ġc lass
+Ġn ot
+o g
+or d
+al ue
+al l
+f f
+( );Ċ
+on t
+im e
+a re
+Ġ U
+Ġp r
+Ġ :
+i es
+iz e
+u re
+Ġb y
+i re
+Ġ} ĊĊ
+. p
+Ġs h
+ic e
+a st
+pt ion
+tr ing
+o k
+_ _
+c l
+# #
+Ġh e
+ar d
+) .
+Ġ @
+i ew
+ĉĉ ĉ
+Ġw as
+i p
+th is
+Ġ u
+ĠT he
+id e
+a ce
+i b
+a c
+r ou
+Ġw e
+j ect
+Ġp ublic
+a k
+v e
+at h
+o id
+Ġ= >
+u st
+q ue
+Ġre s
+) )
+' s
+Ġ k
+an s
+y st
+un ction
+**** ****
+Ġ i
+Ġ us
+p p
+on e
+a il
+== ==
+n ame
+Ġst r
+Ġ /
+Ġ &
+a ch
+d iv
+yst em
+el l
+Ġh ave
+er r
+ou ld
+ul l
+p on
+Ġ J
+_ p
+Ġ= =
+ig n
+S t
+. Ċ
+Ġp l
+) ;ĊĊ
+f orm
+p ut
+ou nt
+} ĊĊ
+d d
+it e
+Ġg et
+r r
+om e
+Ġ âĢ
+ar am
+c c
+Ġ* /
+E R
+I n
+le s
+_ s
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+i e
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+Ġ V
+er v
+p r
+Ġ un
+ro w
+b er
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+l l
+Ġ el
+Ġs elf
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+ar y
+Ġ .
+' ]
+u d
+Ġ en
+ĠT h
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠ
+t e
+_ c
+u ct
+Ġa b
+or k
+. get
+Ġ #
+a w
+res s
+o b
+N ame
+ap p
+[ '
+Ġal l
+or y
+it ion
+an ce
+e ar
+Ġcon t
+v ent
+i a
+Ġw ill
+I N
+ĠĠĠĠĠĠĠĠ Ġ
+re turn
+Ġ< /
+d ata
+) ĊĊ
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+p le
+il d
+th er
+Ġy our
+" Ċ
+( $
+Ġ out
+) ,
+Ġh as
+S tring
+s o
+Ġ up
+a x
+Ġde f
+Ġb o
+g e
+al se
+O N
+p er
+ic h
+Ġb ut
+Ġ Ċ
+Ġ _
+_ m
+ad d
+que st
+od el
+s elf
+er y
+f t
+en s
+// //
+a ke
+. C
+Ġg o
+Ġf unction
+Ġ K
+iv ate
+Ġ im
+Ġcon st
+. t
+Ġ*/ Ċ
+) ;čĊ
+Ġv oid
+Ġs et
+ĠS ystem
+c ri
+( )Ċ
+l i
+ĉ if
+. m
+al ly
+s et
+e p
+âĢĻ s
+b o
+de f
+' ,Ċ
+Ġm e
+Ġ !
+at ch
+" >
+" ,Ċ
+e c
+ĠI n
+p h
+Ġ |
+_ f
+Ġv ar
+en ce
+I d
+re e
+in k
+le ct
+u g
+et h
+Ġel se
+-------- --------
+con t
+Ġs o
+at ic
+Ġl o
+p ro
+t on
+s s
+ow n
+ab el
+o int
+ou s
+el d
+S T
+T he
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+R E
+" :
+ol or
+t p
+e g
+ke y
+u de
+ĠS t
+ou nd
+Ġa r
+" );Ċ
+en er
+s er
+b ject
+ess age
+f er
+Ġm ore
+ation s
+ent s
+Ġh is
+Ġthe y
+. S
+Ġ Y
+u se
+n e
+is h
+ol d
+_ d
+i o
+i eld
+Ġp er
+C ont
+ing s
+## ##
+Ġd ata
+Ġs a
+e f
+f o
+Ġon e
+en g
+Ġd is
+A T
+Ġn ame
+Ġtr ue
+v al
+le d
+. f
+Ġn e
+Ġ end
+. T
+c re
+ar k
+lo g
+E x
+err or
+_ id
+ur re
+ang e
+Ġn ull
+rr ay
+Ġm y
+p an
+ic t
+at or
+V iew
+L ist
+ĉ return
+âĢ Ŀ
+Ġp re
+Ġ x
+cl ude
+ar g
+o v
+. h
+Ġ >
+Ġthe ir
+' )
+ir st
+ic k
+g h
+L E
+O R
+Ġpr ivate
+t em
+čĊ čĊ
+us er
+Ġ )
+c om
+. A
+" ;Ċ
+Ġ id
+re ad
+Ġwh o
+_ b
+" >Ċ
+Ġt ime
+Ġm an
+r y
+==== ====
+rou p
+ro p
+p ublic
+v el
+um ber
+b le
+Ġwh ich
+******** ********
+Ġan y
+Ġf alse
+w e
+Ġv alue
+Ġl i
+" )
+nd er
+g r
+Ġn o
+p aram
+f ig
+.c om
+Ġa pp
+_ l
+ion s
+. D
+ĠC h
+Ġab out
+Ġa dd
+Ġs u
+Ġstr ing
+I D
+Ġo ver
+str ing
+. l
+our ce
+_ C
+] Ċ
+Ġ qu
+ĠS tring
+c a
+S E
+Ġ ro
+s h
+u al
+T ype
+s on
+n ew
+er n
+Ġa g
+A R
+] ;Ċ
+] .
+Ġ ?
+ic al
+Ġd es
+ut h
+i x
+ay s
+Ġt ype
+' t
+a ult
+Ġin ter
+v ar
+. b
+Ġp art
+. d
+urre nt
+I T
+E N
+en c
+( f
+r a
+v alue
+ch o
+ut ton
+o se
+Ġ! =
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+ol l
+p os
+y le
+n g
+A L
+us ing
+am es
+Ġ{ čĊ
+at es
+el y
+Ġw ork
+Ġ em
+in al
+Ġs p
+Ġwh en
+.s et
+ĠĠĠĠ ĠĠ
+) :Ċ
+t o
+qu ire
+ind ow
+le ment
+pe ct
+as h
+[ i
+Ġu se
+. F
+pe c
+Ġa d
+o ve
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+⺠Ł
+â½ Ĺ
diff --git a/saves_hf/qwen2.5_3B_it_sokoban2_withthink_fulltraj_sa_rl/global_step_200/qwen2.5_3b_actor_hf/special_tokens_map.json b/saves_hf/qwen2.5_3B_it_sokoban2_withthink_fulltraj_sa_rl/global_step_200/qwen2.5_3b_actor_hf/special_tokens_map.json
new file mode 100644
index 0000000000000000000000000000000000000000..ac23c0aaa2434523c494330aeb79c58395378103
--- /dev/null
+++ b/saves_hf/qwen2.5_3B_it_sokoban2_withthink_fulltraj_sa_rl/global_step_200/qwen2.5_3b_actor_hf/special_tokens_map.json
@@ -0,0 +1,31 @@
+{
+  "additional_special_tokens": [
+    "<|im_start|>",
+    "<|im_end|>",
+    "<|object_ref_start|>",
+    "<|object_ref_end|>",
+    "<|box_start|>",
+    "<|box_end|>",
+    "<|quad_start|>",
+    "<|quad_end|>",
+    "<|vision_start|>",
+    "<|vision_end|>",
+    "<|vision_pad|>",
+    "<|image_pad|>",
+    "<|video_pad|>"
+  ],
+  "eos_token": {
+    "content": "<|im_end|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": {
+    "content": "<|endoftext|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}
diff --git a/saves_hf/qwen2.5_3B_it_sokoban2_withthink_fulltraj_sa_rl/global_step_200/qwen2.5_3b_actor_hf/tokenizer_config.json b/saves_hf/qwen2.5_3B_it_sokoban2_withthink_fulltraj_sa_rl/global_step_200/qwen2.5_3b_actor_hf/tokenizer_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..fb44f02cbeb741b3daed6065aa09dd3da434ae77
--- /dev/null
+++ b/saves_hf/qwen2.5_3B_it_sokoban2_withthink_fulltraj_sa_rl/global_step_200/qwen2.5_3b_actor_hf/tokenizer_config.json
@@ -0,0 +1,208 @@
+{
+  "add_bos_token": false,
+  "add_prefix_space": false,
+  "added_tokens_decoder": {
+    "151643": {
+      "content": "<|endoftext|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151644": {
+      "content": "<|im_start|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151645": {
+      "content": "<|im_end|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151646": {
+      "content": "<|object_ref_start|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151647": {
+      "content": "<|object_ref_end|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151648": {
+      "content": "<|box_start|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151649": {
+      "content": "<|box_end|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151650": {
+      "content": "<|quad_start|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151651": {
+      "content": "<|quad_end|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151652": {
+      "content": "<|vision_start|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151653": {
+      "content": "<|vision_end|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151654": {
+      "content": "<|vision_pad|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151655": {
+      "content": "<|image_pad|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151656": {
+      "content": "<|video_pad|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151657": {
+      "content": "<tool_call>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151658": {
+      "content": "</tool_call>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151659": {
+      "content": "<|fim_prefix|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151660": {
+      "content": "<|fim_middle|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151661": {
+      "content": "<|fim_suffix|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151662": {
+      "content": "<|fim_pad|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151663": {
+      "content": "<|repo_name|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151664": {
+      "content": "<|file_sep|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    }
+  },
+  "additional_special_tokens": [
+    "<|im_start|>",
+    "<|im_end|>",
+    "<|object_ref_start|>",
+    "<|object_ref_end|>",
+    "<|box_start|>",
+    "<|box_end|>",
+    "<|quad_start|>",
+    "<|quad_end|>",
+    "<|vision_start|>",
+    "<|vision_end|>",
+    "<|vision_pad|>",
+    "<|image_pad|>",
+    "<|video_pad|>"
+  ],
+  "bos_token": null,
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "<|im_end|>",
+  "errors": "replace",
+  "extra_special_tokens": {},
+  "model_max_length": 131072,
+  "pad_token": "<|endoftext|>",
+  "padding_side": "right",
+  "split_special_tokens": false,
+  "tokenizer_class": "Qwen2Tokenizer",
+  "unk_token": null
+}
diff --git a/saves_hf/qwen2.5_3B_it_sokoban2_withthink_sa_rl/global_step_200/qwen2.5_3b_actor_hf/chat_template.jinja b/saves_hf/qwen2.5_3B_it_sokoban2_withthink_sa_rl/global_step_200/qwen2.5_3b_actor_hf/chat_template.jinja
new file mode 100644
index 0000000000000000000000000000000000000000..bdf7919a96cfe43d50914a007b9c0877bd0ec27e
--- /dev/null
+++ b/saves_hf/qwen2.5_3B_it_sokoban2_withthink_sa_rl/global_step_200/qwen2.5_3b_actor_hf/chat_template.jinja
@@ -0,0 +1,54 @@
+{%- if tools %}
+    {{- '<|im_start|>system\n' }}
+    {%- if messages[0]['role'] == 'system' %}
+        {{- messages[0]['content'] }}
+    {%- else %}
+        {{- 'You are Qwen, created by Alibaba Cloud. You are a helpful assistant.' }}
+    {%- endif %}
+    {{- "\n\n# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>" }}
+    {%- for tool in tools %}
+        {{- "\n" }}
+        {{- tool | tojson }}
+    {%- endfor %}
+    {{- "\n</tools>\n\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\n<tool_call>\n{\"name\": <function-name>, \"arguments\": <args-json-object>}\n</tool_call><|im_end|>\n" }}
+{%- else %}
+    {%- if messages[0]['role'] == 'system' %}
+        {{- '<|im_start|>system\n' + messages[0]['content'] + '<|im_end|>\n' }}
+    {%- else %}
+        {{- '<|im_start|>system\nYou are Qwen, created by Alibaba Cloud. You are a helpful assistant.<|im_end|>\n' }}
+    {%- endif %}
+{%- endif %}
+{%- for message in messages %}
+    {%- if (message.role == "user") or (message.role == "system" and not loop.first) or (message.role == "assistant" and not message.tool_calls) %}
+        {{- '<|im_start|>' + message.role + '\n' + message.content + '<|im_end|>' + '\n' }}
+    {%- elif message.role == "assistant" %}
+        {{- '<|im_start|>' + message.role }}
+        {%- if message.content %}
+            {{- '\n' + message.content }}
+        {%- endif %}
+        {%- for tool_call in message.tool_calls %}
+            {%- if tool_call.function is defined %}
+                {%- set tool_call = tool_call.function %}
+            {%- endif %}
+            {{- '\n<tool_call>\n{"name": "' }}
+            {{- tool_call.name }}
+            {{- '", "arguments": ' }}
+            {{- tool_call.arguments | tojson }}
+            {{- '}\n</tool_call>' }}
+        {%- endfor %}
+        {{- '<|im_end|>\n' }}
+    {%- elif message.role == "tool" %}
+        {%- if (loop.index0 == 0) or (messages[loop.index0 - 1].role != "tool") %}
+            {{- '<|im_start|>user' }}
+        {%- endif %}
+        {{- '\n<tool_response>\n' }}
+        {{- message.content }}
+        {{- '\n</tool_response>' }}
+        {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
+            {{- '<|im_end|>\n' }}
+        {%- endif %}
+    {%- endif %}
+{%- endfor %}
+{%- if add_generation_prompt %}
+    {{- '<|im_start|>assistant\n' }}
+{%- endif %}
diff --git a/scripts/eval_qwen_sokoban.sh b/scripts/eval_qwen_sokoban.sh
new file mode 100644
index 0000000000000000000000000000000000000000..0946bd63f1a8d029fdf5c0ba2358ceccf80fd690
--- /dev/null
+++ b/scripts/eval_qwen_sokoban.sh
@@ -0,0 +1,69 @@
+#!/bin/bash
+# Evaluate Qwen model on Sokoban environment
+#
+# Usage:
+#   bash scripts/eval_qwen_sokoban.sh <model_version> [num_trajectories] [gpu_id]
+#
+# Examples:
+#   bash scripts/eval_qwen_sokoban.sh 3B 128 0
+#   bash scripts/eval_qwen_sokoban.sh 7B 256 1
+#   bash scripts/eval_qwen_sokoban.sh 14B 128 0,1
+
+set -e
+
+# Parse arguments
+MODEL_VERSION=${1:-"14B"}
+NUM_TRAJECTORIES=${2:-128}
+GPU_ID=${3:-"0"}
+
+# Calculate env_groups and group_size
+# Strategy: Use group_size=16 (common default), calculate groups accordingly
+GROUP_SIZE=16
+ENV_GROUPS=$((NUM_TRAJECTORIES / GROUP_SIZE))
+
+if [ $((NUM_TRAJECTORIES % GROUP_SIZE)) -ne 0 ]; then
+    echo "Warning: NUM_TRAJECTORIES ($NUM_TRAJECTORIES) is not divisible by GROUP_SIZE ($GROUP_SIZE)"
+    echo "Rounding up to $((ENV_GROUPS * GROUP_SIZE)) trajectories"
+    ENV_GROUPS=$(( (NUM_TRAJECTORIES + GROUP_SIZE - 1) / GROUP_SIZE ))
+fi
+
+ACTUAL_TRAJECTORIES=$((ENV_GROUPS * GROUP_SIZE))
+
+# Model configuration
+MODEL_PATH="Qwen/Qwen2.5-${MODEL_VERSION}-Instruct"
+OUTPUT_DIR="outputs"
+OUTPUT_FILE="${OUTPUT_DIR}/qwen-${MODEL_VERSION}-sokoban-${ACTUAL_TRAJECTORIES}.jsonl"
+
+# Create output directory
+mkdir -p ${OUTPUT_DIR}
+
+echo "=========================================="
+echo "RAGEN Evaluation Configuration"
+echo "=========================================="
+echo "Model:              ${MODEL_PATH}"
+echo "Environment:        Sokoban (CoordSokoban)"
+echo "Trajectories:       ${ACTUAL_TRAJECTORIES} (${ENV_GROUPS} groups × ${GROUP_SIZE} size)"
+echo "GPU:                ${GPU_ID}"
+echo "Output:             ${OUTPUT_FILE}"
+echo "=========================================="
+echo ""
+
+# Run evaluation
+python -m ragen.llm_agent.agent_proxy \
+    --config-name eval \
+    system.CUDA_VISIBLE_DEVICES="${GPU_ID}" \
+    model_path="${MODEL_PATH}" \
+    es_manager.val.env_groups=${ENV_GROUPS} \
+    es_manager.val.group_size=${GROUP_SIZE} \
+    es_manager.val.env_configs.tags=["CoordSokoban"] \
+    es_manager.val.env_configs.n_groups=[${ENV_GROUPS}] \
+    output.dir="${OUTPUT_DIR}" \
+    output.filename="qwen-${MODEL_VERSION}-sokoban-${ACTUAL_TRAJECTORIES}.jsonl" \
+    output.format=jsonl \
+    output.append_timestamp=false
+
+echo ""
+echo "=========================================="
+echo "Evaluation completed!"
+echo "Results saved to: ${OUTPUT_FILE}"
+echo "=========================================="
diff --git a/scripts/reward_diagnosis/plot_reward_matrix.py b/scripts/reward_diagnosis/plot_reward_matrix.py
new file mode 100644
index 0000000000000000000000000000000000000000..d47fceaa4b92489295c3245ff991485d6456b1a6
--- /dev/null
+++ b/scripts/reward_diagnosis/plot_reward_matrix.py
@@ -0,0 +1,302 @@
+#!/usr/bin/env python3
+"""
+Plot the reward triangular matrix from multi-rollout inference results.
+
+Reads the JSON output from run_inference.py and generates a heatmap where:
+  - Each row = one prompt, rollout rewards sorted high-to-low within the row
+  - Rows sorted by mean reward descending (easy on top, hard on bottom)
+  - Color: reward value (0 = red, 1 = green)
+  - Region labels and RV annotations on the right margin
+  - Classification: Easy (mean >= threshold), Hard (mean <= threshold), Mixed (in between)
+
+The resulting upper-triangular shape shows:
+  - Top rows: easy prompts (all green) — too easy, no RL signal
+  - Middle rows: mixed prompts (left green, right red) — learnable
+  - Bottom rows: hard prompts (all red) — too hard or broken
+
+Usage:
+    python scripts/reward_diagnosis/plot_reward_matrix.py \
+        --input logs/inference_results.json \
+        --output logs/reward_matrix.png
+"""
+
+import argparse
+import json
+import sys
+from pathlib import Path
+
+import numpy as np
+
+try:
+    import matplotlib
+    matplotlib.use("Agg")
+    import matplotlib.pyplot as plt
+    import matplotlib.gridspec as gridspec
+    from matplotlib.colors import LinearSegmentedColormap
+    from matplotlib.patches import FancyBboxPatch
+except ImportError:
+    print("matplotlib is required: pip install matplotlib")
+    sys.exit(1)
+
+
+def main():
+    parser = argparse.ArgumentParser(description="Plot reward triangular matrix")
+    parser.add_argument("--input", required=True, help="Path to inference JSON from run_inference.py")
+    parser.add_argument("--output", default=None, help="Output image path (default: <input_stem>_matrix.png)")
+    parser.add_argument("--max_prompts", type=int, default=100, help="Max prompts to display")
+    parser.add_argument("--easy_threshold", type=float, default=0.8,
+                        help="Mean reward >= this is classified as Easy")
+    parser.add_argument("--hard_threshold", type=float, default=0.2,
+                        help="Mean reward <= this is classified as Hard")
+    parser.add_argument("--dpi", type=int, default=200)
+    args = parser.parse_args()
+
+    # Load data
+    with open(args.input) as f:
+        data = json.load(f)
+
+    config = data["config"]
+    prompts = data["prompts"]
+    summary = data["summary"]
+    n_rollouts = config["rollouts_per_prompt"]
+
+    # Build matrix: each row = sorted rewards (descending) for one prompt
+    reward_rows = []
+    rv_values = []
+
+    for p in prompts:
+        rewards = sorted(p["rewards"], reverse=True)
+        reward_rows.append(rewards)
+        rv_values.append(p["reward_variance"])
+
+    # Sort by mean reward descending (easy on top, hard on bottom → upper triangle)
+    mean_rewards = [np.mean(row) for row in reward_rows]
+    sort_idx = np.argsort(mean_rewards)[::-1]
+    reward_rows = [reward_rows[i] for i in sort_idx]
+    rv_values = [rv_values[i] for i in sort_idx]
+    mean_rewards = [mean_rewards[i] for i in sort_idx]
+
+    # Truncate for display
+    n_display = min(len(reward_rows), args.max_prompts)
+    reward_rows = reward_rows[:n_display]
+    rv_values = rv_values[:n_display]
+
+    matrix = np.array(reward_rows)
+
+    # Classify by mean reward thresholds
+    n_easy = sum(1 for m in mean_rewards if m >= args.easy_threshold)
+    n_hard = sum(1 for m in mean_rewards if m <= args.hard_threshold)
+    n_mixed = n_display - n_easy - n_hard
+    n_other = 0
+
+    # ── Figure layout ──
+    fig_w = 10
+    fig_h = max(5, n_display * 0.18 + 2.5)
+    fig = plt.figure(figsize=(fig_w, fig_h), facecolor="#fafafa")
+
+    gs = gridspec.GridSpec(
+        2, 2,
+        width_ratios=[1, 0.04],
+        height_ratios=[1, 0.08],
+        hspace=0.35, wspace=0.08,
+        left=0.08, right=0.85, top=0.88, bottom=0.08,
+    )
+    ax_main = fig.add_subplot(gs[0, 0])
+    ax_cbar = fig.add_subplot(gs[0, 1])
+    ax_summary = fig.add_subplot(gs[1, :])
+
+    # ── Colormap ──
+    cmap = LinearSegmentedColormap.from_list(
+        "reward",
+        [
+            (0.0, "#c62828"),   # deep red
+            (0.15, "#e53935"),  # red
+            (0.35, "#ff8f00"),  # amber
+            (0.50, "#fdd835"),  # yellow
+            (0.65, "#7cb342"),  # light green
+            (0.85, "#388e3c"),  # green
+            (1.0, "#1b5e20"),   # deep green
+        ],
+    )
+
+    # ── Main heatmap ──
+    im = ax_main.imshow(
+        matrix, aspect="auto", cmap=cmap, vmin=0, vmax=1,
+        interpolation="nearest",
+    )
+
+    # Cell value annotations (only if matrix is small enough)
+    if n_display <= 40 and n_rollouts <= 16:
+        for i in range(n_display):
+            for j in range(n_rollouts):
+                val = matrix[i, j]
+                color = "white" if val < 0.4 or val > 0.8 else "black"
+                ax_main.text(j, i, f"{val:.1f}", ha="center", va="center",
+                             fontsize=6, color=color, fontweight="bold")
+
+    # X axis
+    ax_main.set_xlabel("Rollouts (sorted high → low)", fontsize=10, labelpad=8)
+    ax_main.set_xticks(range(n_rollouts))
+    ax_main.set_xticklabels([str(i + 1) for i in range(n_rollouts)], fontsize=8)
+    ax_main.xaxis.set_ticks_position("bottom")
+
+    # Y axis
+    ax_main.set_ylabel("Prompts (sorted by mean reward ↓)", fontsize=10, labelpad=8)
+    if n_display <= 50:
+        ax_main.set_yticks(range(n_display))
+        ax_main.set_yticklabels(range(1, n_display + 1), fontsize=6)
+    else:
+        step = max(1, n_display // 25)
+        ticks = list(range(0, n_display, step))
+        ax_main.set_yticks(ticks)
+        ax_main.set_yticklabels([i + 1 for i in ticks], fontsize=7)
+
+    # ── Region brackets on the right ──
+    region_x = n_rollouts - 0.5 + 0.6  # just outside the matrix
+    bracket_style = dict(fontsize=8, va="center", ha="left", fontweight="bold")
+
+    # RV labels on the right of each row
+    for i in range(n_display):
+        rv_color = "#1565c0" if args.hard_threshold < mean_rewards[i] < args.easy_threshold else (
+            "#2e7d32" if mean_rewards[i] >= args.easy_threshold else "#c62828")
+        ax_main.text(
+            n_rollouts - 0.5 + 0.3, i, f"{rv_values[i]:.3f}",
+            fontsize=5, va="center", ha="left", color=rv_color,
+            clip_on=False,
+        )
+
+    # Region label header
+    ax_main.text(
+        n_rollouts - 0.5 + 0.3, -0.8, "RV",
+        fontsize=6, va="center", ha="left", color="#424242",
+        fontweight="bold", clip_on=False,
+    )
+
+    # Divider lines between regions
+    # Find boundaries: mixed (0.2 < mean < 0.8), easy (mean >= 0.8), hard (mean <= 0.2)
+    # Since sorted by RV desc, regions may not be contiguous, so draw lines at transitions
+    for i in range(n_display - 1):
+        cat_i = "mixed" if args.hard_threshold < mean_rewards[i] < args.easy_threshold else ("easy" if mean_rewards[i] >= args.easy_threshold else "hard")
+        cat_next = "mixed" if args.hard_threshold < mean_rewards[i+1] < args.easy_threshold else ("easy" if mean_rewards[i+1] >= args.easy_threshold else "hard")
+        if cat_i != cat_next:
+            ax_main.axhline(y=i + 0.5, color="#455a64", linewidth=1.0, linestyle="--", alpha=0.5)
+
+    # Grid lines
+    ax_main.set_xticks([x - 0.5 for x in range(1, n_rollouts)], minor=True)
+    ax_main.set_yticks([y - 0.5 for y in range(1, n_display)], minor=True)
+    ax_main.grid(which="minor", color="#e0e0e0", linewidth=0.3)
+    ax_main.tick_params(which="minor", length=0)
+
+    # ── Colorbar ──
+    cbar = fig.colorbar(im, cax=ax_cbar)
+    cbar.set_label("Reward", fontsize=9, labelpad=8)
+    cbar.ax.tick_params(labelsize=8)
+
+    # ── Title ──
+    model_short = config["model"].split("/")[-1]
+    fig.suptitle(
+        f"Reward Matrix — {model_short}",
+        fontsize=14, fontweight="bold", y=0.96,
+    )
+    ax_main.set_title(
+        f"{n_display} prompts × {n_rollouts} rollouts  |  temp = {config['temperature']}",
+        fontsize=10, color="#616161", pad=10,
+    )
+
+    # ── Summary bar at bottom ──
+    ax_summary.set_xlim(0, 1)
+    ax_summary.set_ylim(0, 1)
+    ax_summary.axis("off")
+
+    # Stacked bar showing proportions
+    bar_y, bar_h = 0.55, 0.35
+    segments = []
+    if n_mixed > 0:
+        segments.append((n_mixed / n_display, "#1565c0", f"Mixed: {n_mixed} ({n_mixed/n_display*100:.0f}%)"))
+    if n_other > 0:
+        segments.append((n_other / n_display, "#78909c", f"Other: {n_other}"))
+    if n_easy > 0:
+        segments.append((n_easy / n_display, "#43a047", f"Easy: {n_easy} ({n_easy/n_display*100:.0f}%)"))
+    if n_hard > 0:
+        segments.append((n_hard / n_display, "#e53935", f"Hard: {n_hard} ({n_hard/n_display*100:.0f}%)"))
+
+    x_pos = 0.05
+    bar_total_w = 0.6
+    for frac, color, label in segments:
+        w = frac * bar_total_w
+        rect = FancyBboxPatch(
+            (x_pos, bar_y), w, bar_h,
+            boxstyle="round,pad=0.01", facecolor=color, edgecolor="white", linewidth=1.5,
+        )
+        ax_summary.add_patch(rect)
+        if w > 0.05:
+            ax_summary.text(x_pos + w / 2, bar_y + bar_h / 2, label,
+                            ha="center", va="center", fontsize=7, color="white", fontweight="bold")
+        x_pos += w
+
+    # Diagnosis text
+    mean_rv_mixed = np.mean([rv for rv in rv_values if rv > 0]) if n_mixed > 0 else 0
+    diag_x = 0.72
+    ax_summary.text(diag_x, 0.85, f"Mean reward: {summary['mean_reward']:.3f}",
+                    fontsize=8, color="#424242", transform=ax_summary.transAxes)
+    ax_summary.text(diag_x, 0.55, f"Mean RV (mixed): {mean_rv_mixed:.4f}",
+                    fontsize=8, color="#424242", transform=ax_summary.transAxes)
+
+    mixed_pct = n_mixed / max(n_display, 1) * 100
+    if mixed_pct >= 20:
+        verdict = "✓ Good RL signal"
+        verdict_color = "#2e7d32"
+    elif mixed_pct >= 10:
+        verdict = "~ Weak RL signal"
+        verdict_color = "#f57f17"
+    else:
+        verdict = "✗ Poor RL signal"
+        verdict_color = "#c62828"
+    ax_summary.text(diag_x, 0.2, verdict,
+                    fontsize=9, color=verdict_color, fontweight="bold", transform=ax_summary.transAxes)
+
+    # ── Save ──
+    if args.output is None:
+        output_path = Path(args.input).with_name(Path(args.input).stem + "_matrix.png")
+    else:
+        output_path = Path(args.output)
+    output_path.parent.mkdir(parents=True, exist_ok=True)
+
+    fig.savefig(output_path, dpi=args.dpi, bbox_inches="tight", facecolor=fig.get_facecolor())
+    plt.close(fig)
+    print(f"Saved reward matrix to {output_path}")
+
+    # Text summary
+    print(f"\n{'=' * 60}")
+    print(f"REWARD MATRIX SUMMARY")
+    print(f"{'=' * 60}")
+    print(f"Model:           {config['model']}")
+    print(f"Prompts:         {n_display}")
+    print(f"Rollouts/prompt: {n_rollouts}")
+    print(f"Temperature:     {config['temperature']}")
+    print()
+    print(f"Mixed (RV > 0):  {n_mixed:4d}  ({n_mixed/n_display*100:5.1f}%)  <- RL can learn from these")
+    print(f"All correct:     {n_easy:4d}  ({n_easy/n_display*100:5.1f}%)  <- too easy, no signal")
+    print(f"All wrong:       {n_hard:4d}  ({n_hard/n_display*100:5.1f}%)  <- too hard or broken")
+    print()
+    print(f"Mean RV (mixed only): {mean_rv_mixed:.4f}")
+    print(f"Overall mean reward:  {summary['mean_reward']:.4f}")
+    print()
+
+    if n_hard / max(n_display, 1) > 0.5:
+        print("DIAGNOSIS: >50% prompts are all-wrong.")
+        print("  -> Check: Is the environment set up correctly?")
+        print("  -> Check: Does the model understand the expected action format?")
+    elif n_easy / max(n_display, 1) > 0.5:
+        print("DIAGNOSIS: >50% prompts are all-correct.")
+        print("  -> Task may be too easy. Consider harder subset or lower temperature.")
+    elif n_mixed / max(n_display, 1) < 0.2:
+        print("DIAGNOSIS: <20% prompts have mixed rewards. Weak RL signal.")
+        print("  -> Adjust temperature, check environment setup, or use different data.")
+    else:
+        print(f"DIAGNOSIS: Good RL signal. {n_mixed/n_display*100:.0f}% prompts are learnable.")
+        print("  -> Proceed to training.")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/runs/README_webshop_small_combos.md b/scripts/runs/README_webshop_small_combos.md
new file mode 100644
index 0000000000000000000000000000000000000000..160743a6505c1d4462727e33fd200e0d159562d4
--- /dev/null
+++ b/scripts/runs/README_webshop_small_combos.md
@@ -0,0 +1,71 @@
+# Webshop Small Combos — Running Guide
+
+## Combos
+
+The script defines 4 model×algorithm combinations:
+
+| Combo | Model | Algorithm |
+|-------|-------|-----------|
+| 1 | Qwen2.5-3B-Instruct | PPO |
+| 2 | Qwen2.5-3B-Instruct | GRPO |
+| 3 | Qwen2.5-7B-Instruct | PPO |
+| 4 | Llama-3.2-3B-Instruct | PPO |
+
+Use `--combos` to select which ones to run (1-indexed, comma-separated). Default: all.
+
+## Filter Modes
+
+- `--filters filter` → top_p=0.9 (rollout filtering enabled)
+- `--filters nofilter` → top_p=1.0 (no filtering)
+- `--filters all` → runs both (default)
+
+## Multi-GPU for One Experiment
+
+Use `--gpus-per-exp N` to assign multiple GPUs to a single experiment. The GPUs listed in `--gpus` are split into groups of N.
+
+Example: 2 GPUs per experiment on GPUs 0-3:
+```bash
+bash scripts/runs/run_webshop_small_combos.sh --gpus 0,1,2,3 --gpus-per-exp 2 --combos 3
+# Creates 2 slots: [0,1] and [2,3]
+```
+
+## Example: Running All Experiments (8 GPUs)
+
+Run these in separate terminals (disjoint GPUs, safe to run in parallel):
+
+```bash
+# Terminal 1 — 7B filter (GPUs 0,1)
+bash scripts/runs/run_webshop_small_combos.sh --steps 200 --gpus 0,1 --gpus-per-exp 2 --filters filter --combos 3
+
+# Terminal 2 — 7B nofilter (GPUs 2,3)
+bash scripts/runs/run_webshop_small_combos.sh --steps 200 --gpus 2,3 --gpus-per-exp 2 --filters nofilter --combos 3
+
+# Terminal 3 — 3B Qwen PPO nofilter (GPU 4)
+bash scripts/runs/run_webshop_small_combos.sh --steps 200 --gpus 4 --filters nofilter --combos 1
+
+# Terminal 4 — 3B Qwen GRPO nofilter (GPU 5)
+bash scripts/runs/run_webshop_small_combos.sh --steps 200 --gpus 5 --filters nofilter --combos 2
+
+# Terminal 5 — 3B Llama PPO nofilter (GPU 6)
+bash scripts/runs/run_webshop_small_combos.sh --steps 200 --gpus 6 --filters nofilter --combos 4
+```
+
+## Key Parameters
+
+| Flag | Default | Description |
+|------|---------|-------------|
+| `--steps N` | 100 | Training steps |
+| `--gpus LIST` | auto-detect | Comma-separated GPU IDs |
+| `--gpus-per-exp N` | 1 | GPUs per experiment |
+| `--combos LIST` | all | Which combos to run (1-4) |
+| `--filters LIST` | all | filter, nofilter, or all |
+| `--save-freq N` | 100 | Checkpoint save frequency |
+| `--cooldown N` | 30 | Seconds between runs on same GPU slot |
+| `--gpu-memory-utilization V` | 0.3 | vLLM rollout GPU memory fraction |
+
+## Output
+
+- Logs: `logs/webshop_small_combos/<name>.log`
+- Results: `logs/webshop_small_combos/<name>.result`
+- Checkpoints: `model_saving/webshop_small_combos/<model>/<algo>/<filter>/<name>/`
+- Wandb project: `main_webshop`
diff --git a/scripts/runs/run_entropy_sweep.sh b/scripts/runs/run_entropy_sweep.sh
new file mode 100644
index 0000000000000000000000000000000000000000..cdfde173e7888597a6a1fc4f508f748d4ee03151
--- /dev/null
+++ b/scripts/runs/run_entropy_sweep.sh
@@ -0,0 +1,463 @@
+#!/bin/bash
+# Entropy coefficient sweep for sokoban + GAE, keeping KL loss fixed and top_p filtering.
+set -euo pipefail
+
+# Defaults
+STEPS=400
+MODEL_NAME="Qwen2.5-3B"
+MODEL_PATH="Qwen/${MODEL_NAME}"
+PROJECT_NAME="ragen_release_entropy_sweep"
+CONFIG_NAME="_2_sokoban"
+SAVE_FREQ=-1
+ENTROPY_VALUES="0,0.001,0.003,0.01,0.03,0.1"
+ROLL_FILTER_INCLUDE_ZERO="True"
+GPUS=()
+GPUS_PROVIDED=false
+GPUS_PER_EXP=1
+COOLDOWN_SECONDS=0
+GPU_MEMORY_UTILIZATION=0.5
+RAY_NUM_CPUS=16
+
+usage() {
+    cat <<'EOF'
+Usage: $0 [options]
+Options:
+  --steps N                     Training steps (default: 400)
+  --entropy-values LIST         Comma-separated entropy_coeff values (default: 0,0.001,0.003,0.01,0.03,0.1)
+  --rollout_filter_include_zero BOOL  Whether rollout_filter_include_zero (default: True)
+  --gpus LIST                   Comma-separated GPU IDs
+  --gpus-per-exp N              GPUs per experiment (default: 1)
+  --ray-num-cpus N              Max CPUs per task for ray.init (default: 16)
+  --gpu-memory-utilization V    GPU memory utilization for rollouts (default: 0.5)
+  --save-freq N                 Checkpoint save frequency (default: -1)
+  -h, --help                    Show this help
+EOF
+    exit 0
+}
+
+parse_bool() {
+    local val="${1,,}"
+    case "$val" in
+        true|1|yes|y) echo "True" ;;
+        false|0|no|n) echo "False" ;;
+        *)
+            echo "Error: expected boolean, got '$1'" >&2
+            exit 1
+            ;;
+    esac
+}
+
+while [ $# -gt 0 ]; do
+    case "$1" in
+        --steps) STEPS="$2"; shift 2 ;;
+        --steps=*) STEPS="${1#*=}"; shift ;;
+        --entropy-values) ENTROPY_VALUES="$2"; shift 2 ;;
+        --entropy-values=*) ENTROPY_VALUES="${1#*=}"; shift ;;
+        --rollout_filter_include_zero) ROLL_FILTER_INCLUDE_ZERO=$(parse_bool "$2"); shift 2 ;;
+        --rollout_filter_include_zero=*) ROLL_FILTER_INCLUDE_ZERO=$(parse_bool "${1#*=}"); shift ;;
+        --gpus) IFS=',' read -r -a GPUS <<< "$2"; GPUS_PROVIDED=true; shift 2 ;;
+        --gpus=*) IFS=',' read -r -a GPUS <<< "${1#*=}"; GPUS_PROVIDED=true; shift ;;
+        --gpus-per-exp) GPUS_PER_EXP="$2"; shift 2 ;;
+        --gpus-per-exp=*) GPUS_PER_EXP="${1#*=}"; shift ;;
+        --ray-num-cpus) RAY_NUM_CPUS="$2"; shift 2 ;;
+        --ray-num-cpus=*) RAY_NUM_CPUS="${1#*=}"; shift ;;
+        --gpu-memory-utilization) GPU_MEMORY_UTILIZATION="$2"; shift 2 ;;
+        --gpu-memory-utilization=*) GPU_MEMORY_UTILIZATION="${1#*=}"; shift ;;
+        --save-freq) SAVE_FREQ="$2"; shift 2 ;;
+        --save-freq=*) SAVE_FREQ="${1#*=}"; shift ;;
+        -h|--help) usage ;;
+        *) echo "Unknown argument: $1"; usage ;;
+    esac
+done
+
+if [ "$GPUS_PROVIDED" = false ]; then
+    if command -v nvidia-smi >/dev/null 2>&1; then
+        GPU_COUNT=$(nvidia-smi -L 2>/dev/null | wc -l | tr -d ' ')
+        if [[ "$GPU_COUNT" =~ ^[0-9]+$ ]] && [ "$GPU_COUNT" -gt 0 ]; then
+            GPUS=()
+            for ((i=0; i<GPU_COUNT; i++)); do
+                GPUS+=("$i")
+            done
+        fi
+    fi
+    if [ ${#GPUS[@]} -eq 0 ]; then
+        echo "Warning: failed to auto-detect GPUs, falling back to 0-7" >&2
+        GPUS=(0 1 2 3 4 5 6 7)
+    fi
+fi
+
+if ! [[ "$GPUS_PER_EXP" =~ ^[0-9]+$ ]] || [ "$GPUS_PER_EXP" -lt 1 ]; then
+    echo "Error: --gpus-per-exp must be a positive integer"
+    exit 1
+fi
+if (( ${#GPUS[@]} < GPUS_PER_EXP )); then
+    echo "Error: --gpus-per-exp (${GPUS_PER_EXP}) exceeds available GPUs (${#GPUS[@]})"
+    exit 1
+fi
+if (( ${#GPUS[@]} % GPUS_PER_EXP != 0 )); then
+    echo "Error: GPU count (${#GPUS[@]}) must be divisible by --gpus-per-exp (${GPUS_PER_EXP})"
+    exit 1
+fi
+if ! [[ "$RAY_NUM_CPUS" =~ ^[0-9]+$ ]] || [ "$RAY_NUM_CPUS" -lt 1 ]; then
+    echo "Error: --ray-num-cpus must be a positive integer"
+    exit 1
+fi
+
+GPU_GROUPS=()
+for ((i=0; i<${#GPUS[@]}; i+=GPUS_PER_EXP)); do
+    group="${GPUS[$i]}"
+    for ((j=1; j<GPUS_PER_EXP; j++)); do
+        group+=",${GPUS[$((i+j))]}"
+    done
+    GPU_GROUPS+=("$group")
+done
+NUM_SLOTS=${#GPU_GROUPS[@]}
+
+short_gpu_name() {
+    local name="$1"
+    local cleaned
+    cleaned=$(echo "$name" | sed -E 's/^NVIDIA //; s/^Tesla //; s/^GeForce //; s/^Quadro //; s/^RTX //')
+    if [[ "$cleaned" =~ (B[0-9]{2,3}|H[0-9]{2,3}|A[0-9]{2,3}|L[0-9]{2,3}|V100|T4|P100|K80) ]]; then
+        echo "${BASH_REMATCH[1]}"
+        return
+    fi
+    echo "${cleaned%% *}"
+}
+
+declare -A GPU_LABELS
+get_gpu_label() {
+    local gpu_id="$1"
+    if [ -n "${GPU_LABELS[$gpu_id]+x}" ]; then
+        echo "${GPU_LABELS[$gpu_id]}"
+        return
+    fi
+    local name=""
+    if command -v nvidia-smi >/dev/null 2>&1; then
+        name=$(nvidia-smi --query-gpu=name --format=csv,noheader -i "$gpu_id" 2>/dev/null | head -1)
+    fi
+    if [ -z "$name" ]; then
+        GPU_LABELS[$gpu_id]="1xGPU${gpu_id}"
+        echo "${GPU_LABELS[$gpu_id]}"
+        return
+    fi
+    local short
+    short=$(short_gpu_name "$name")
+    GPU_LABELS[$gpu_id]="1x${short}"
+    echo "${GPU_LABELS[$gpu_id]}"
+}
+
+get_gpu_model_label() {
+    local models=()
+    local id label model
+    for id in "${GPUS[@]}"; do
+        label=$(get_gpu_label "$id")
+        model="${label#1x}"
+        models+=("$model")
+    done
+    local unique_models=()
+    local m found
+    for m in "${models[@]}"; do
+        found=false
+        for u in "${unique_models[@]}"; do
+            if [ "$u" = "$m" ]; then
+                found=true
+                break
+            fi
+        done
+        if [ "$found" = false ]; then
+            unique_models+=("$m")
+        fi
+    done
+    if [ ${#unique_models[@]} -eq 1 ]; then
+        echo "${unique_models[0]}"
+    else
+        echo "mixed"
+    fi
+}
+
+get_gpu_label_for_list() {
+    local gpu_list="$1"
+    IFS=',' read -r -a ids <<< "$gpu_list"
+    local count=${#ids[@]}
+    if [ "$count" -eq 0 ]; then
+        echo "0xGPU"
+        return
+    fi
+    local first_model
+    first_model="$(get_gpu_label "${ids[0]}")"
+    first_model="${first_model#1x}"
+    local id model
+    for id in "${ids[@]:1}"; do
+        model="$(get_gpu_label "$id")"
+        model="${model#1x}"
+        if [ "$model" != "$first_model" ]; then
+            echo "${count}xmixed"
+            return
+        fi
+    done
+    echo "${count}x${first_model}"
+}
+
+GPU_MODEL_LABEL=$(get_gpu_model_label)
+GPU_LOG_LABEL="${GPUS_PER_EXP}x${GPU_MODEL_LABEL}"
+LOG_FILE="logs/entropy_sweep_${MODEL_NAME}.log"
+RESULT_ROOT="logs/entropy_sweep_${MODEL_NAME}"
+CHECKPOINT_ROOT="model_saving/entropy_sweep_${MODEL_NAME}"
+
+mkdir -p logs
+mkdir -p "$RESULT_ROOT"
+mkdir -p "$CHECKPOINT_ROOT"
+
+echo "=== Entropy Sweep Runner (${MODEL_NAME}): $(date) ===" | tee "$LOG_FILE"
+echo "Values: ${ENTROPY_VALUES} | Steps: ${STEPS} | GPUs per exp: ${GPU_LOG_LABEL}" | tee -a "$LOG_FILE"
+echo "Groups: ${GPU_GROUPS[*]} | GPU memory util: ${GPU_MEMORY_UTILIZATION} | ray_num_cpus: ${RAY_NUM_CPUS} | save_freq: ${SAVE_FREQ}" | tee -a "$LOG_FILE"
+
+parse_values() {
+    IFS=',' read -r -a raw <<< "$1"
+    VALUES=()
+    for token in "${raw[@]}"; do
+        token="${token// /}"
+        if [ -n "$token" ]; then
+            VALUES+=("$token")
+        fi
+    done
+    if [ ${#VALUES[@]} -eq 0 ]; then
+        echo "Error: no entries provided for value list" >&2
+        exit 1
+    fi
+}
+
+parse_values "$ENTROPY_VALUES"
+EXPERIMENTS=("${VALUES[@]}")
+
+run_experiment() {
+    local value="$1"
+    local gpu_list="$2"
+    local safe_label="${value//./}"
+    safe_label="${safe_label,,}"
+    local filter_tag="nofilter"
+    if [ "${ROLL_FILTER_INCLUDE_ZERO}" = "False" ]; then
+        filter_tag="filter_zero"
+    fi
+
+    local name="sokoban_entropy_sweep_${filter_tag}_${safe_label}-${MODEL_NAME}"
+    local task_dir="${RESULT_ROOT}/${filter_tag}/${safe_label}"
+    local log_path="${task_dir}/${name}.log"
+    local checkpoint_dir="${CHECKPOINT_ROOT}/${safe_label}/${name}"
+    local gpus_per_exp
+    IFS=',' read -r -a gpu_ids <<< "$gpu_list"
+    gpus_per_exp=${#gpu_ids[@]}
+
+    mkdir -p "$task_dir"
+    mkdir -p "$checkpoint_dir"
+
+    START=$(date +%s)
+    CUDA_VISIBLE_DEVICES="${gpu_list}" python train.py --config-name "$CONFIG_NAME" \
+        model_path="${MODEL_PATH}" \
+        trainer.project_name="${PROJECT_NAME}" \
+        trainer.experiment_name="${name}" \
+        trainer.total_training_steps="${STEPS}" \
+        trainer.save_freq="${SAVE_FREQ}" \
+        trainer.default_local_dir="${checkpoint_dir}" \
+        trainer.logger="['console','wandb']" \
+        trainer.val_before_train=True \
+        trainer.n_gpus_per_node="${gpus_per_exp}" \
+        ray_kwargs.ray_init.num_cpus="${RAY_NUM_CPUS}" \
+        system.CUDA_VISIBLE_DEVICES="'${gpu_list}'" \
+        algorithm.adv_estimator=gae \
+        actor_rollout_ref.actor.use_kl_loss=False \
+        actor_rollout_ref.actor.kl_loss_coef=0 \
+        actor_rollout_ref.actor.entropy_coeff="${value}" \
+        actor_rollout_ref.actor.entropy_from_logits_with_chunking=True \
+        actor_rollout_ref.actor.filter_loss_scaling=none \
+        actor_rollout_ref.actor.ppo_mini_batch_size=32 \
+        actor_rollout_ref.actor.ppo_micro_batch_size_per_gpu=4 \
+        actor_rollout_ref.ref.log_prob_micro_batch_size_per_gpu=8 \
+        critic.ppo_mini_batch_size=32 \
+        critic.ppo_micro_batch_size_per_gpu=4 \
+        ppo_mini_batch_size=32 \
+        actor_rollout_ref.rollout.log_prob_micro_batch_size_per_gpu=8 \
+        actor_rollout_ref.rollout.rollout_filter_strategy=top_p \
+        actor_rollout_ref.rollout.rollout_filter_top_p_prob_mode=softmax \
+        actor_rollout_ref.rollout.rollout_filter_value=1 \
+        actor_rollout_ref.rollout.rollout_filter_include_zero=${ROLL_FILTER_INCLUDE_ZERO} \
+        actor_rollout_ref.rollout.rollout_filter_type=largest \
+        actor_rollout_ref.rollout.gpu_memory_utilization="${GPU_MEMORY_UTILIZATION}" \
+        actor_rollout_ref.rollout.rollout_filter_metric=reward_variance \
+        es_manager.train.env_groups=8 \
+        es_manager.train.group_size=16 \
+        es_manager.train.env_configs.n_groups='[8]' \
+        es_manager.val.env_groups=512 \
+        es_manager.val.group_size=1 \
+        es_manager.val.env_configs.n_groups='[512]' \
+        2>&1 | tee "$log_path"
+    EXIT_CODE=${PIPESTATUS[0]}
+
+    END=$(date +%s)
+    TOTAL_TIME=$((END - START))
+
+    timing_values=()
+    mapfile -t timing_values < <(
+        python - "$log_path" <<'PY'
+import re
+import sys
+from pathlib import Path
+
+def last(pattern, text):
+    matches = re.findall(pattern, text)
+    return matches[-1] if matches else ""
+
+try:
+    text = Path(sys.argv[1]).read_text(errors="ignore")
+except Exception:
+    text = ""
+
+patterns = [
+    r"timing_s/train_total[:\s]+([\d.]+)",
+    r"timing_s/eval_total[:\s]+([\d.]+)",
+    r"timing_s/total[:\s]+([\d.]+)",
+]
+
+for pattern in patterns:
+    print(last(pattern, text))
+PY
+    )
+
+    TRAIN_TIME_RAW="${timing_values[0]:-}"
+    EVAL_TIME_RAW="${timing_values[1]:-}"
+    TOTAL_TIME_RAW="${timing_values[2]:-}"
+    TRAIN_TIME=$([ -n "$TRAIN_TIME_RAW" ] && printf "%.2f" "$TRAIN_TIME_RAW" || echo "N/A")
+    EVAL_TIME=$([ -n "$EVAL_TIME_RAW" ] && printf "%.2f" "$EVAL_TIME_RAW" || echo "N/A")
+    TOTAL_TIME_METRIC=$([ -n "$TOTAL_TIME_RAW" ] && printf "%.2f" "$TOTAL_TIME_RAW" || echo "N/A")
+
+    local status="success"
+    local error_line=""
+    if [ $EXIT_CODE -ne 0 ]; then
+        status="fail"
+        error_line=$(tail -2 "$log_path" | tr '\n' ' ')
+    fi
+
+    local gpu_label
+    gpu_label=$(get_gpu_label_for_list "$gpu_list")
+    local summary_line="entropy=${value} | filter=${filter_tag} | include_zero=${ROLL_FILTER_INCLUDE_ZERO} | train_time=${TRAIN_TIME}s | eval_time=${EVAL_TIME}s | total_time=${TOTAL_TIME_METRIC}s | wall_time=${TOTAL_TIME}s | gpu=${gpu_label} | status=${status}"
+    echo "${summary_line}" > "${task_dir}/${name}.result"
+    echo "${summary_line}" | tee -a "$LOG_FILE"
+    if [ "$status" = "fail" ]; then
+        echo "  error: ${error_line}" | tee -a "$LOG_FILE"
+    fi
+}
+
+EXPERIMENT_COUNT=${#EXPERIMENTS[@]}
+if [ $EXPERIMENT_COUNT -eq 0 ]; then
+    echo "No experiments to run" >&2
+    exit 1
+fi
+
+QUEUE_FILE=$(mktemp -t ragen_entropy_queue.XXXXXX)
+echo 0 > "$QUEUE_FILE"
+QUEUE_LOCK="${QUEUE_FILE}.lock"
+QUEUE_LOCK_DIR="${QUEUE_LOCK}.d"
+USE_FLOCK=false
+MAIN_PID=$$
+
+cleanup_queue() {
+    if [ "$MAIN_PID" != "$$" ]; then
+        return
+    fi
+    rm -f "$QUEUE_FILE" "$QUEUE_LOCK"
+    rmdir "$QUEUE_LOCK_DIR" 2>/dev/null || true
+}
+trap cleanup_queue EXIT
+
+if command -v flock >/dev/null 2>&1; then
+    USE_FLOCK=true
+fi
+
+next_experiment_index() {
+    local idx
+    if [ "$USE_FLOCK" = true ]; then
+        flock -x "$QUEUE_LOCK_FD"
+        idx=$(cat "$QUEUE_FILE")
+        if [ -z "$idx" ]; then
+            idx=0
+        fi
+        if (( idx >= ${#EXPERIMENTS[@]} )); then
+            flock -u "$QUEUE_LOCK_FD"
+            echo -1
+            return
+        fi
+        echo $((idx + 1)) > "$QUEUE_FILE"
+        flock -u "$QUEUE_LOCK_FD"
+        echo "$idx"
+        return
+    fi
+
+    while ! mkdir "$QUEUE_LOCK_DIR" 2>/dev/null; do
+        sleep 0.05
+    done
+    idx=$(cat "$QUEUE_FILE")
+    if [ -z "$idx" ]; then
+        idx=0
+    fi
+    if (( idx >= ${#EXPERIMENTS[@]} )); then
+        rmdir "$QUEUE_LOCK_DIR"
+        echo -1
+        return
+    fi
+    echo $((idx + 1)) > "$QUEUE_FILE"
+    rmdir "$QUEUE_LOCK_DIR"
+    echo "$idx"
+}
+
+run_queue_for_slot() {
+    local gpu_list="$1"
+    if [ "$USE_FLOCK" = true ]; then
+        exec {QUEUE_LOCK_FD}>"$QUEUE_LOCK"
+    fi
+    while true; do
+        local idx
+        idx=$(next_experiment_index)
+        if [ "$idx" -lt 0 ]; then
+            break
+        fi
+        local value="${EXPERIMENTS[$idx]}"
+        run_experiment "$value" "$gpu_list" || true
+        if [ "$COOLDOWN_SECONDS" -gt 0 ]; then
+            sleep "$COOLDOWN_SECONDS"
+        fi
+    done
+    if [ "$USE_FLOCK" = true ]; then
+        exec {QUEUE_LOCK_FD}>&-
+    fi
+}
+
+pids=()
+for idx in "${!GPU_GROUPS[@]}"; do
+    run_queue_for_slot "${GPU_GROUPS[$idx]}" &
+    pids+=("$!")
+done
+
+for pid in "${pids[@]}"; do
+    wait "$pid"
+done
+
+{
+    echo ""
+    echo "=== Entropy Sweep Summary ==="
+    echo "Project: ${PROJECT_NAME} | Steps: ${STEPS} | GPU per exp: ${GPU_LOG_LABEL}"
+    for value in "${EXPERIMENTS[@]}"; do
+        safe_label="${value//./}"
+        safe_label="${safe_label,,}"
+        filter_tag="nofilter"
+        if [ "${ROLL_FILTER_INCLUDE_ZERO}" = "False" ]; then
+            filter_tag="filter_zero"
+        fi
+        name="sokoban_entropy_sweep_${filter_tag}_${safe_label}-${MODEL_NAME}"
+        task_dir="${RESULT_ROOT}/${filter_tag}/${safe_label}"
+        if [ -f "${task_dir}/${name}.result" ]; then
+            cat "${task_dir}/${name}.result"
+        else
+            echo "entropy=${value} | status=missing"
+        fi
+    done
+} | tee -a "$LOG_FILE"
diff --git a/scripts/runs/run_filtering_final.sh b/scripts/runs/run_filtering_final.sh
new file mode 100644
index 0000000000000000000000000000000000000000..55f09b543d956dccbd0115a120f19a488d485be0
--- /dev/null
+++ b/scripts/runs/run_filtering_final.sh
@@ -0,0 +1,144 @@
+#!/bin/bash
+set -euo pipefail
+
+# usage: bash scripts/runs/run_filtering_final.sh [gpus_per_exp]
+GPUS_PER_EXP="${1:-2}" 
+
+# -----------------------
+# GPU AUTO-DETECTION
+# -----------------------
+detect_gpus() {
+  if command -v nvidia-smi >/dev/null 2>&1; then
+    nvidia-smi -L 2>/dev/null | grep -c '^GPU ' || true
+  else
+    echo 0
+  fi
+}
+
+TOTAL_GPUS=$(detect_gpus)
+if [ "$TOTAL_GPUS" -eq 0 ]; then
+    echo "ERROR: No GPUs detected via nvidia-smi." >&2
+    exit 1
+fi
+echo "INFO: Detected $TOTAL_GPUS GPUs."
+
+# -----------------------
+# Parallel GPU Management
+# -----------------------
+GPU_POOL_FIFO="/tmp/gpu_pool_$$"
+mkfifo "$GPU_POOL_FIFO"
+exec 3<>"$GPU_POOL_FIFO"
+rm "$GPU_POOL_FIFO"
+
+for ((i=0; i<TOTAL_GPUS; i++)); do
+    echo "$i" >&3
+done
+
+# -----------------------
+# Experiment List
+# -----------------------
+# Format: "ALGO METRIC STRATEGY VALUE TYPE INCLUDE_ZERO EXP_SUFFIX"
+EXPS=(
+    # Reward Variance - topP
+    "ppo reward_variance top_p 1.0 largest False rv_tp1.0"
+    "ppo reward_variance top_p 0.95 largest False rv_tp0.95"
+    "ppo reward_variance top_p 0.9 largest False rv_tp0.9"
+    "ppo reward_variance top_p 0.5 largest False rv_tp0.5"
+    
+    # Reward Variance - minP
+    "ppo reward_variance min_p 0.1 largest False rv_mp0.1"
+    "ppo reward_variance min_p 0.05 largest False rv_mp0.05"
+    "ppo reward_variance min_p 0.2 largest False rv_mp0.2"
+    
+    # Reward Variance - topK (Fractional)
+    "ppo reward_variance top_k 0.25 smallest False rv_tk0.25_rev"
+    "ppo reward_variance top_k 0.5 smallest False rv_tk0.5_rev"
+    "ppo reward_variance top_k 0.25 largest False rv_tk0.25"
+    "ppo reward_variance top_k 0.5 largest False rv_tk0.5"
+    
+    # Entropy
+    "ppo entropy top_p 0.9 largest False ent_tp0.9"
+    
+    # Entropy Variance
+    "ppo entropy_variance top_p 0.9 largest False entv_tp0.9"
+    
+    # Length
+    "ppo length top_p 0.9 largest False len_tp0.9"
+    "ppo length top_p 0.9 smallest False len_tp0.9_rev"
+)
+
+# -----------------------
+# Setup
+# -----------------------
+ENV="_2_sokoban"
+OUTPUT_DIR="/mnt/permanent/xjin/20260126_filters_final"
+mkdir -p "$OUTPUT_DIR"
+DONE_LIST="filter_final_donelist.txt"
+touch "$DONE_LIST"
+
+COMMON_FLAGS_BASE="trainer.total_training_steps=400 micro_batch_size_per_gpu=4 ppo_mini_batch_size=32 trainer.save_freq=-1 \
+    trainer.project_name=filtering_final \
+    algorithm.kl_ctrl.kl_coef=0.001 actor_rollout_ref.actor.kl_loss_coef=0.001 \
+    es_manager.train.env_groups=8 es_manager.train.group_size=16 es_manager.train.env_configs.n_groups=[8]"
+
+echo "========================================"
+echo "Starting Final Filtering Experiments"
+echo "Pool: $TOTAL_GPUS GPUs | Per-Exp: $GPUS_PER_EXP"
+echo "Output: $OUTPUT_DIR"
+echo "========================================"
+
+# -----------------------
+# Execution Loop
+# -----------------------
+for exp_str in "${EXPS[@]}"; do
+    read -r alg metric strategy value ftype inc_zero suffix <<< "$exp_str"
+    
+    exp_name="soko_3b_${alg}_${suffix}"
+    
+    if grep -q "^${exp_name}$" "$DONE_LIST"; then
+        echo "Skipping ${exp_name} (Already Done)"
+        continue
+    fi
+
+    # Acquire GPUs
+    allocated_gpus=()
+    for ((i=0; i<GPUS_PER_EXP; i++)); do
+        read -u 3 gid
+        allocated_gpus+=("$gid")
+    done
+    gpu_csv=$(IFS=,; echo "${allocated_gpus[*]}")
+
+    (
+        echo "Running: $exp_name on GPUs $gpu_csv"
+        
+        alg_flag="algorithm.adv_estimator=grpo"
+        [ "$alg" == "ppo" ] && alg_flag="algorithm.adv_estimator=gae"
+
+        if CUDA_VISIBLE_DEVICES="$gpu_csv" python train.py --config-name "$ENV" \
+            trainer.experiment_name="${exp_name}" \
+            actor_rollout_ref.rollout.rollout_filter_metric="${metric}" \
+            actor_rollout_ref.rollout.rollout_filter_strategy="${strategy}" \
+            actor_rollout_ref.rollout.rollout_filter_value="${value}" \
+            actor_rollout_ref.rollout.rollout_filter_type="${ftype}" \
+            actor_rollout_ref.rollout.rollout_filter_include_zero="${inc_zero}" \
+            trainer.n_gpus_per_node="${GPUS_PER_EXP}" \
+            system.CUDA_VISIBLE_DEVICES="\"${gpu_csv}\"" \
+            $alg_flag \
+            $COMMON_FLAGS_BASE \
+            trainer.default_local_dir="${OUTPUT_DIR}/${exp_name}"; then
+            
+            echo "$exp_name" >> "$DONE_LIST"
+        else
+            echo "ERROR: $exp_name failed on GPUs $gpu_csv." >&2
+        fi
+
+        # Release GPUs
+        for gid in "${allocated_gpus[@]}"; do
+            echo "$gid" >&3
+        done
+    ) &
+done
+
+wait
+exec 3>&-
+echo "All requested experiments completed."
diff --git a/scripts/runs/run_frozen_lake_slipper_rate_sweep.sh b/scripts/runs/run_frozen_lake_slipper_rate_sweep.sh
new file mode 100644
index 0000000000000000000000000000000000000000..86b5f1b80aae203a4589617c56296d55cb10fe86
--- /dev/null
+++ b/scripts/runs/run_frozen_lake_slipper_rate_sweep.sh
@@ -0,0 +1,527 @@
+#!/bin/bash
+# FrozenLake slipper_rate sweep with fixed KL/Entropy and filter vs no-filter baselines.
+set -euo pipefail
+
+# Defaults
+STEPS=400
+MODEL_NAME="Qwen2.5-3B"
+MODEL_PATH="Qwen/${MODEL_NAME}"
+PROJECT_NAME="ragen_release_frozenlake_slipper_rate_sweep"
+CONFIG_NAME="_3_frozen_lake"
+SAVE_FREQ=-1
+SLIPPER_RATES="100,50,20,10,5,2,0"
+FILTER_MODES="filter,nofilter"
+FILTER_TOP_P="0.9"
+NOFILTER_TOP_P="1.0"
+GPUS=()
+GPUS_PROVIDED=false
+GPUS_PER_EXP=1
+COOLDOWN_SECONDS=30
+GPU_MEMORY_UTILIZATION=0.5
+RAY_NUM_CPUS=16
+declare -A GPU_LABELS
+
+usage() {
+    cat <<'EOF'
+Usage: $0 [options]
+Options:
+  --steps N                     Training steps (default: 400)
+  --slipper-rate LIST           Comma-separated slipper rates. Supports:
+                                percentages (100,50,20,10,5,2,0),
+                                ratios (1.0,0.5,0.2...), and '%' suffix.
+  --filter-modes LIST           Comma-separated modes: filter,nofilter (default: both)
+  --filter-top-p V              top-p for filter mode (default: 0.9)
+  --nofilter-top-p V            top-p for nofilter mode (default: 1.0)
+  --gpus LIST                   Comma-separated GPU IDs (auto-detected if omitted)
+  --gpus-per-exp N              GPUs per experiment (default: 1)
+  --ray-num-cpus N              Max CPUs per task for ray.init (default: 16)
+  --cooldown SECONDS            Cooldown between runs on same GPU group (default: 30)
+  --gpu-memory-utilization V    Rollout gpu_memory_utilization (default: 0.5)
+  --save-freq N                 Checkpoint save frequency (default: -1)
+  -h, --help                    Show this help message
+EOF
+    exit 0
+}
+
+while [ $# -gt 0 ]; do
+    case "$1" in
+        --steps) STEPS="$2"; shift 2 ;;
+        --steps=*) STEPS="${1#*=}"; shift ;;
+        --slipper-rate) SLIPPER_RATES="$2"; shift 2 ;;
+        --slipper-rate=*) SLIPPER_RATES="${1#*=}"; shift ;;
+        --filter-modes) FILTER_MODES="$2"; shift 2 ;;
+        --filter-modes=*) FILTER_MODES="${1#*=}"; shift ;;
+        --filter-top-p) FILTER_TOP_P="$2"; shift 2 ;;
+        --filter-top-p=*) FILTER_TOP_P="${1#*=}"; shift ;;
+        --nofilter-top-p) NOFILTER_TOP_P="$2"; shift 2 ;;
+        --nofilter-top-p=*) NOFILTER_TOP_P="${1#*=}"; shift ;;
+        --gpus) IFS=',' read -r -a GPUS <<< "$2"; GPUS_PROVIDED=true; shift 2 ;;
+        --gpus=*) IFS=',' read -r -a GPUS <<< "${1#*=}"; GPUS_PROVIDED=true; shift ;;
+        --gpus-per-exp) GPUS_PER_EXP="$2"; shift 2 ;;
+        --gpus-per-exp=*) GPUS_PER_EXP="${1#*=}"; shift ;;
+        --ray-num-cpus) RAY_NUM_CPUS="$2"; shift 2 ;;
+        --ray-num-cpus=*) RAY_NUM_CPUS="${1#*=}"; shift ;;
+        --cooldown) COOLDOWN_SECONDS="$2"; shift 2 ;;
+        --cooldown=*) COOLDOWN_SECONDS="${1#*=}"; shift ;;
+        --gpu-memory-utilization) GPU_MEMORY_UTILIZATION="$2"; shift 2 ;;
+        --gpu-memory-utilization=*) GPU_MEMORY_UTILIZATION="${1#*=}"; shift ;;
+        --save-freq) SAVE_FREQ="$2"; shift 2 ;;
+        --save-freq=*) SAVE_FREQ="${1#*=}"; shift ;;
+        -h|--help) usage ;;
+        *) echo "Unknown argument: $1"; usage ;;
+    esac
+done
+
+if [ "$GPUS_PROVIDED" = false ]; then
+    if command -v nvidia-smi >/dev/null 2>&1; then
+        GPU_COUNT=$(nvidia-smi -L 2>/dev/null | wc -l | tr -d ' ')
+        if [[ "$GPU_COUNT" =~ ^[0-9]+$ ]] && [ "$GPU_COUNT" -gt 0 ]; then
+            GPUS=()
+            for ((i=0; i<GPU_COUNT; i++)); do
+                GPUS+=("$i")
+            done
+        fi
+    fi
+    if [ ${#GPUS[@]} -eq 0 ]; then
+        echo "Warning: failed to auto-detect GPUs, falling back to 0-7" >&2
+        GPUS=(0 1 2 3 4 5 6 7)
+    fi
+fi
+
+if ! [[ "$GPUS_PER_EXP" =~ ^[0-9]+$ ]] || [ "$GPUS_PER_EXP" -lt 1 ]; then
+    echo "Error: --gpus-per-exp must be a positive integer"
+    exit 1
+fi
+if (( ${#GPUS[@]} < GPUS_PER_EXP )); then
+    echo "Error: --gpus-per-exp (${GPUS_PER_EXP}) exceeds available GPUs (${#GPUS[@]})"
+    exit 1
+fi
+if (( ${#GPUS[@]} % GPUS_PER_EXP != 0 )); then
+    echo "Error: GPU count (${#GPUS[@]}) must be divisible by --gpus-per-exp (${GPUS_PER_EXP})"
+    exit 1
+fi
+if ! [[ "$RAY_NUM_CPUS" =~ ^[0-9]+$ ]] || [ "$RAY_NUM_CPUS" -lt 1 ]; then
+    echo "Error: --ray-num-cpus must be a positive integer"
+    exit 1
+fi
+
+GPU_GROUPS=()
+for ((i=0; i<${#GPUS[@]}; i+=GPUS_PER_EXP)); do
+    group="${GPUS[$i]}"
+    for ((j=1; j<GPUS_PER_EXP; j++)); do
+        group+=",${GPUS[$((i+j))]}"
+    done
+    GPU_GROUPS+=("$group")
+done
+
+short_gpu_name() {
+    local name="$1"
+    local cleaned
+    cleaned=$(echo "$name" | sed -E 's/^NVIDIA //; s/^Tesla //; s/^GeForce //; s/^Quadro //; s/^RTX //')
+    if [[ "$cleaned" =~ (B[0-9]{2,3}|H[0-9]{2,3}|A[0-9]{2,3}|L[0-9]{2,3}|V100|T4|P100|K80) ]]; then
+        echo "${BASH_REMATCH[1]}"
+        return
+    fi
+    echo "${cleaned%% *}"
+}
+
+get_gpu_label() {
+    local gpu_id="$1"
+    if [ -n "${GPU_LABELS[$gpu_id]+x}" ]; then
+        echo "${GPU_LABELS[$gpu_id]}"
+        return
+    fi
+    local name=""
+    if command -v nvidia-smi >/dev/null 2>&1; then
+        name=$(nvidia-smi --query-gpu=name --format=csv,noheader -i "$gpu_id" 2>/dev/null | head -1)
+    fi
+    if [ -z "$name" ]; then
+        GPU_LABELS[$gpu_id]="1xGPU${gpu_id}"
+        echo "${GPU_LABELS[$gpu_id]}"
+        return
+    fi
+    local short
+    short=$(short_gpu_name "$name")
+    GPU_LABELS[$gpu_id]="1x${short}"
+    echo "${GPU_LABELS[$gpu_id]}"
+}
+
+get_gpu_label_for_list() {
+    local gpu_list="$1"
+    IFS=',' read -r -a ids <<< "$gpu_list"
+    local count=${#ids[@]}
+    if [ "$count" -eq 0 ]; then
+        echo "0xGPU"
+        return
+    fi
+    local first_model
+    first_model="$(get_gpu_label "${ids[0]}")"
+    first_model="${first_model#1x}"
+    local id model
+    for id in "${ids[@]:1}"; do
+        model="$(get_gpu_label "$id")"
+        model="${model#1x}"
+        if [ "$model" != "$first_model" ]; then
+            echo "${count}xmixed"
+            return
+        fi
+    done
+    echo "${count}x${first_model}"
+}
+
+normalize_slipper_rate() {
+    local raw="$1"
+    local val="${raw// /}"
+    val="${val%%%}"
+    python - "$val" <<'PY'
+import sys
+
+token = sys.argv[1].strip()
+if not token:
+    print("ERR:empty")
+    raise SystemExit(0)
+try:
+    x = float(token)
+except Exception:
+    print("ERR:not_numeric")
+    raise SystemExit(0)
+
+# <=1: already ratio; >1: treat as percentage
+if x > 1.0:
+    x = x / 100.0
+
+if x < 0.0 or x > 1.0:
+    print("ERR:out_of_range")
+    raise SystemExit(0)
+
+print(f"{x:.6f}")
+PY
+}
+
+parse_slipper_rates() {
+    IFS=',' read -r -a raw <<< "$SLIPPER_RATES"
+    SLIPPER_VALUES=()
+    for token in "${raw[@]}"; do
+        token="${token// /}"
+        if [ -z "$token" ]; then
+            continue
+        fi
+        local normalized
+        normalized=$(normalize_slipper_rate "$token")
+        if [[ "$normalized" == ERR:* ]]; then
+            echo "Error: invalid slipper rate '${token}' (${normalized#ERR:})" >&2
+            exit 1
+        fi
+        SLIPPER_VALUES+=("$normalized")
+    done
+    if [ ${#SLIPPER_VALUES[@]} -eq 0 ]; then
+        echo "Error: no valid slipper-rate entries provided" >&2
+        exit 1
+    fi
+}
+
+parse_filter_modes() {
+    IFS=',' read -r -a raw <<< "$FILTER_MODES"
+    MODES=()
+    for token in "${raw[@]}"; do
+        token="${token// /}"
+        token="${token,,}"
+        if [ -z "$token" ]; then
+            continue
+        fi
+        case "$token" in
+            filter|nofilter) MODES+=("$token") ;;
+            *)
+                echo "Error: invalid filter mode '${token}'. Use filter or nofilter." >&2
+                exit 1
+                ;;
+        esac
+    done
+    if [ ${#MODES[@]} -eq 0 ]; then
+        echo "Error: no valid filter modes provided" >&2
+        exit 1
+    fi
+}
+
+parse_slipper_rates
+parse_filter_modes
+
+format_rate_label() {
+    local raw="$1"
+    python - "$raw" <<'PY'
+import sys
+x = float(sys.argv[1])
+s = f"{x:.6f}".rstrip("0").rstrip(".")
+print(s.replace(".", "p"))
+PY
+}
+
+EXPERIMENTS=()
+for mode in "${MODES[@]}"; do
+    if [ "$mode" = "filter" ]; then
+        top_p="$FILTER_TOP_P"
+        include_zero="False"
+    else
+        top_p="$NOFILTER_TOP_P"
+        include_zero="True"
+    fi
+    for slipper_rate in "${SLIPPER_VALUES[@]}"; do
+        success_rate=$(python - "$slipper_rate" <<'PY'
+import sys
+s = float(sys.argv[1])
+print(f"{1.0 - s:.6f}")
+PY
+)
+        EXPERIMENTS+=("${mode}|${top_p}|${include_zero}|${slipper_rate}|${success_rate}")
+    done
+done
+
+if [ ${#EXPERIMENTS[@]} -eq 0 ]; then
+    echo "Error: no experiments generated" >&2
+    exit 1
+fi
+
+LOG_FILE="logs/frozenlake_slipper_rate_sweep_${MODEL_NAME}.log"
+RESULT_ROOT="logs/frozenlake_slipper_rate_sweep_${MODEL_NAME}"
+CHECKPOINT_ROOT="model_saving/frozenlake_slipper_rate_sweep_${MODEL_NAME}"
+
+mkdir -p logs
+mkdir -p "$RESULT_ROOT"
+mkdir -p "$CHECKPOINT_ROOT"
+
+echo "=== FrozenLake slipper_rate sweep (${MODEL_NAME}): $(date) ===" | tee "$LOG_FILE"
+echo "Slipper rates: ${SLIPPER_RATES} | Modes: ${FILTER_MODES} | Steps: ${STEPS}" | tee -a "$LOG_FILE"
+echo "Filter top-p: ${FILTER_TOP_P} | NoFilter top-p: ${NOFILTER_TOP_P}" | tee -a "$LOG_FILE"
+echo "GPU groups: ${GPU_GROUPS[*]} | cooldown=${COOLDOWN_SECONDS}s | ray_num_cpus=${RAY_NUM_CPUS}" | tee -a "$LOG_FILE"
+
+run_experiment() {
+    local mode="$1"
+    local top_p="$2"
+    local include_zero="$3"
+    local slipper_rate="$4"
+    local success_rate="$5"
+    local gpu_list="$6"
+
+    local slip_pct
+    slip_pct=$(python - "$slipper_rate" <<'PY'
+import sys
+s = float(sys.argv[1])
+print(f"{s * 100:.1f}")
+PY
+)
+    local slip_label
+    slip_label=$(format_rate_label "$slipper_rate")
+    local safe_label="slip${slip_label}"
+    safe_label="${safe_label,,}"
+
+    local name="frozenlake_${mode}_${safe_label}-${MODEL_NAME}"
+    local task_dir="${RESULT_ROOT}/${mode}/${safe_label}"
+    local log_path="${task_dir}/${name}.log"
+    local checkpoint_dir="${CHECKPOINT_ROOT}/${mode}/${safe_label}/${name}"
+    local gpus_per_exp
+    IFS=',' read -r -a gpu_ids <<< "$gpu_list"
+    gpus_per_exp=${#gpu_ids[@]}
+
+    mkdir -p "$task_dir"
+    mkdir -p "$checkpoint_dir"
+
+    START=$(date +%s)
+    CUDA_VISIBLE_DEVICES="${gpu_list}" python train.py --config-name "$CONFIG_NAME" \
+        model_path="${MODEL_PATH}" \
+        trainer.project_name="${PROJECT_NAME}" \
+        trainer.experiment_name="${name}" \
+        trainer.total_training_steps="${STEPS}" \
+        trainer.save_freq="${SAVE_FREQ}" \
+        trainer.default_local_dir="${checkpoint_dir}" \
+        trainer.logger="['console','wandb']" \
+        trainer.val_before_train=True \
+        trainer.n_gpus_per_node="${gpus_per_exp}" \
+        ray_kwargs.ray_init.num_cpus="${RAY_NUM_CPUS}" \
+        system.CUDA_VISIBLE_DEVICES="'${gpu_list}'" \
+        algorithm.adv_estimator=gae \
+        actor_rollout_ref.actor.loss_agg_mode=token-mean \
+        actor_rollout_ref.actor.use_kl_loss=False \
+        actor_rollout_ref.actor.kl_loss_type=low-var-kl \
+        actor_rollout_ref.actor.kl_loss_coef=0 \
+        actor_rollout_ref.actor.entropy_coeff=0 \
+        actor_rollout_ref.actor.entropy_from_logits_with_chunking=True \
+        actor_rollout_ref.actor.filter_loss_scaling=none \
+        actor_rollout_ref.actor.ppo_mini_batch_size=32 \
+        actor_rollout_ref.actor.ppo_micro_batch_size_per_gpu=4 \
+        actor_rollout_ref.ref.log_prob_micro_batch_size_per_gpu=8 \
+        critic.ppo_mini_batch_size=32 \
+        critic.ppo_micro_batch_size_per_gpu=4 \
+        ppo_mini_batch_size=32 \
+        actor_rollout_ref.rollout.log_prob_micro_batch_size_per_gpu=8 \
+        actor_rollout_ref.rollout.gpu_memory_utilization="${GPU_MEMORY_UTILIZATION}" \
+        actor_rollout_ref.rollout.rollout_filter_strategy=top_p \
+        actor_rollout_ref.rollout.rollout_filter_top_p_prob_mode=softmax \
+        actor_rollout_ref.rollout.rollout_filter_value="${top_p}" \
+        actor_rollout_ref.rollout.rollout_filter_include_zero="${include_zero}" \
+        actor_rollout_ref.rollout.rollout_filter_type=largest \
+        actor_rollout_ref.rollout.rollout_filter_metric=reward_variance \
+        custom_envs.CoordFrozenLake.env_config.success_rate="${success_rate}" \
+        actor_rollout_ref.actor.checkpoint.save_contents=[model] \
+        critic.checkpoint.save_contents=[model] \
+        2>&1 | tee "$log_path"
+    EXIT_CODE=${PIPESTATUS[0]}
+    END=$(date +%s)
+    TOTAL_TIME=$((END - START))
+
+    timing_values=()
+    mapfile -t timing_values < <(
+        python - "$log_path" <<'PY'
+import re
+import sys
+from pathlib import Path
+
+def last(pattern, text):
+    matches = re.findall(pattern, text)
+    return matches[-1] if matches else ""
+
+try:
+    text = Path(sys.argv[1]).read_text(errors="ignore")
+except Exception:
+    text = ""
+
+patterns = [
+    r"timing_s/train_total[:\\s]+([\\d.]+)",
+    r"timing_s/eval_total[:\\s]+([\\d.]+)",
+    r"timing_s/total[:\\s]+([\\d.]+)",
+]
+
+for pattern in patterns:
+    print(last(pattern, text))
+PY
+    )
+
+    TRAIN_TIME_RAW="${timing_values[0]:-}"
+    EVAL_TIME_RAW="${timing_values[1]:-}"
+    TOTAL_TIME_RAW="${timing_values[2]:-}"
+    TRAIN_TIME=$([ -n "$TRAIN_TIME_RAW" ] && printf "%.2f" "$TRAIN_TIME_RAW" || echo "N/A")
+    EVAL_TIME=$([ -n "$EVAL_TIME_RAW" ] && printf "%.2f" "$EVAL_TIME_RAW" || echo "N/A")
+    TOTAL_TIME_METRIC=$([ -n "$TOTAL_TIME_RAW" ] && printf "%.2f" "$TOTAL_TIME_RAW" || echo "N/A")
+
+    local status="success"
+    local error_line=""
+    if [ $EXIT_CODE -ne 0 ]; then
+        status="fail"
+        error_line=$(tail -2 "$log_path" | tr '\n' ' ')
+    fi
+
+    local gpu_label
+    gpu_label=$(get_gpu_label_for_list "$gpu_list")
+    local summary_line="mode=${mode} | slipper_rate=${slipper_rate} (${slip_pct}%) | success_rate=${success_rate} | top_p=${top_p} | include_zero=${include_zero} | train_time=${TRAIN_TIME}s | eval_time=${EVAL_TIME}s | total_time=${TOTAL_TIME_METRIC}s | wall_time=${TOTAL_TIME}s | gpu=${gpu_label} | status=${status}"
+    echo "${summary_line}" > "${task_dir}/${name}.result"
+    echo "${summary_line}" | tee -a "$LOG_FILE"
+    if [ "$status" = "fail" ]; then
+        echo "  error: ${error_line}" | tee -a "$LOG_FILE"
+    fi
+}
+
+QUEUE_FILE=$(mktemp -t ragen_frozenlake_slipper_queue.XXXXXX)
+echo 0 > "$QUEUE_FILE"
+QUEUE_LOCK="${QUEUE_FILE}.lock"
+QUEUE_LOCK_DIR="${QUEUE_LOCK}.d"
+USE_FLOCK=false
+MAIN_PID=$$
+
+cleanup_queue() {
+    if [ "$MAIN_PID" != "$$" ]; then
+        return
+    fi
+    rm -f "$QUEUE_FILE" "$QUEUE_LOCK"
+    rmdir "$QUEUE_LOCK_DIR" 2>/dev/null || true
+}
+trap cleanup_queue EXIT
+
+if command -v flock >/dev/null 2>&1; then
+    USE_FLOCK=true
+fi
+
+next_experiment_index() {
+    local idx
+    if [ "$USE_FLOCK" = true ]; then
+        flock -x "$QUEUE_LOCK_FD"
+        idx=$(cat "$QUEUE_FILE")
+        if [ -z "$idx" ]; then
+            idx=0
+        fi
+        if (( idx >= ${#EXPERIMENTS[@]} )); then
+            flock -u "$QUEUE_LOCK_FD"
+            echo -1
+            return
+        fi
+        echo $((idx + 1)) > "$QUEUE_FILE"
+        flock -u "$QUEUE_LOCK_FD"
+        echo "$idx"
+        return
+    fi
+
+    while ! mkdir "$QUEUE_LOCK_DIR" 2>/dev/null; do
+        sleep 0.05
+    done
+    idx=$(cat "$QUEUE_FILE")
+    if [ -z "$idx" ]; then
+        idx=0
+    fi
+    if (( idx >= ${#EXPERIMENTS[@]} )); then
+        rmdir "$QUEUE_LOCK_DIR"
+        echo -1
+        return
+    fi
+    echo $((idx + 1)) > "$QUEUE_FILE"
+    rmdir "$QUEUE_LOCK_DIR"
+    echo "$idx"
+}
+
+run_queue_for_slot() {
+    local gpu_list="$1"
+    if [ "$USE_FLOCK" = true ]; then
+        exec {QUEUE_LOCK_FD}>"$QUEUE_LOCK"
+    fi
+    while true; do
+        local idx
+        idx=$(next_experiment_index)
+        if [ "$idx" -lt 0 ]; then
+            break
+        fi
+        IFS='|' read -r mode top_p include_zero slipper_rate success_rate <<< "${EXPERIMENTS[$idx]}"
+        run_experiment "$mode" "$top_p" "$include_zero" "$slipper_rate" "$success_rate" "$gpu_list" || true
+        if [ "$COOLDOWN_SECONDS" -gt 0 ]; then
+            sleep "$COOLDOWN_SECONDS"
+        fi
+    done
+    if [ "$USE_FLOCK" = true ]; then
+        exec {QUEUE_LOCK_FD}>&-
+    fi
+}
+
+pids=()
+for idx in "${!GPU_GROUPS[@]}"; do
+    run_queue_for_slot "${GPU_GROUPS[$idx]}" &
+    pids+=("$!")
+done
+
+for pid in "${pids[@]}"; do
+    wait "$pid"
+done
+
+{
+    echo ""
+    echo "=== FrozenLake slipper_rate Sweep Summary ==="
+    echo "Project: ${PROJECT_NAME} | Steps: ${STEPS} | Modes: ${FILTER_MODES}"
+    for exp in "${EXPERIMENTS[@]}"; do
+        IFS='|' read -r mode top_p include_zero slipper_rate success_rate <<< "$exp"
+        slip_label=$(format_rate_label "$slipper_rate")
+        safe_label="slip${slip_label}"
+        safe_label="${safe_label,,}"
+        name="frozenlake_${mode}_${safe_label}-${MODEL_NAME}"
+        task_dir="${RESULT_ROOT}/${mode}/${safe_label}"
+        if [ -f "${task_dir}/${name}.result" ]; then
+            cat "${task_dir}/${name}.result"
+        else
+            echo "mode=${mode} | slipper_rate=${slipper_rate} | top_p=${top_p} | status=missing"
+        fi
+    done
+} | tee -a "$LOG_FILE"
diff --git a/scripts/runs/run_kl_sweep.sh b/scripts/runs/run_kl_sweep.sh
new file mode 100644
index 0000000000000000000000000000000000000000..6b15109f9cdba3ac94f1ea89598c844d9846f692
--- /dev/null
+++ b/scripts/runs/run_kl_sweep.sh
@@ -0,0 +1,467 @@
+#!/bin/bash
+# KL coefficient sweep for sokoban + GAE, fixing entropy at 0 and top_p filtering.
+set -euo pipefail
+
+# Defaults
+STEPS=400
+MODEL_NAME="Qwen2.5-3B"
+MODEL_PATH="Qwen/${MODEL_NAME}"
+PROJECT_NAME="ragen_release_kl_sweep"
+CONFIG_NAME="_2_sokoban"
+SAVE_FREQ=-1
+KL_VALUES="0,0.001,0.003,0.01,0.03,0.1"
+ROLL_FILTER_INCLUDE_ZERO="True"
+GPUS=()
+GPUS_PROVIDED=false
+GPUS_PER_EXP=1
+COOLDOWN_SECONDS=0
+GPU_MEMORY_UTILIZATION=0.5
+RAY_NUM_CPUS=16
+
+usage() {
+    cat <<'EOF'
+Usage: $0 [options]
+Options:
+  --steps N                     Training steps (default: 400)
+  --kl-values LIST              Comma-separated kl_loss_coef values (default: 0,0.001,0.003,0.01,0.03,0.1)
+  --rollout_filter_include_zero BOOL  Whether rollout_filter_include_zero (default: True)
+  --gpus LIST                   Comma-separated GPU IDs
+  --gpus-per-exp N              GPUs per experiment (default: 1)
+  --ray-num-cpus N              Max CPUs per task for ray.init (default: 16)
+  --gpu-memory-utilization V    GPU memory utilization for rollouts (default: 0.5)
+  --save-freq N                 Checkpoint save frequency (default: -1)
+  -h, --help                    Show this help
+EOF
+    exit 0
+}
+
+parse_bool() {
+    local val="${1,,}"
+    case "$val" in
+        true|1|yes|y) echo "True" ;;
+        false|0|no|n) echo "False" ;;
+        *)
+            echo "Error: expected boolean, got '$1'" >&2
+            exit 1
+            ;;
+    esac
+}
+
+while [ $# -gt 0 ]; do
+    case "$1" in
+        --steps) STEPS="$2"; shift 2 ;;
+        --steps=*) STEPS="${1#*=}"; shift ;;
+        --kl-values) KL_VALUES="$2"; shift 2 ;;
+        --kl-values=*) KL_VALUES="${1#*=}"; shift ;;
+        --rollout_filter_include_zero) ROLL_FILTER_INCLUDE_ZERO=$(parse_bool "$2"); shift 2 ;;
+        --rollout_filter_include_zero=*) ROLL_FILTER_INCLUDE_ZERO=$(parse_bool "${1#*=}"); shift ;;
+        --gpus) IFS=',' read -r -a GPUS <<< "$2"; GPUS_PROVIDED=true; shift 2 ;;
+        --gpus=*) IFS=',' read -r -a GPUS <<< "${1#*=}"; GPUS_PROVIDED=true; shift ;;
+        --gpus-per-exp) GPUS_PER_EXP="$2"; shift 2 ;;
+        --gpus-per-exp=*) GPUS_PER_EXP="${1#*=}"; shift ;;
+        --ray-num-cpus) RAY_NUM_CPUS="$2"; shift 2 ;;
+        --ray-num-cpus=*) RAY_NUM_CPUS="${1#*=}"; shift ;;
+        --gpu-memory-utilization) GPU_MEMORY_UTILIZATION="$2"; shift 2 ;;
+        --gpu-memory-utilization=*) GPU_MEMORY_UTILIZATION="${1#*=}"; shift ;;
+        --save-freq) SAVE_FREQ="$2"; shift 2 ;;
+        --save-freq=*) SAVE_FREQ="${1#*=}"; shift ;;
+        -h|--help) usage ;;
+        *) echo "Unknown argument: $1"; usage ;;
+    esac
+done
+
+if [ "$GPUS_PROVIDED" = false ]; then
+    if command -v nvidia-smi >/dev/null 2>&1; then
+        GPU_COUNT=$(nvidia-smi -L 2>/dev/null | wc -l | tr -d ' ')
+        if [[ "$GPU_COUNT" =~ ^[0-9]+$ ]] && [ "$GPU_COUNT" -gt 0 ]; then
+            GPUS=()
+            for ((i=0; i<GPU_COUNT; i++)); do
+                GPUS+=("$i")
+            done
+        fi
+    fi
+    if [ ${#GPUS[@]} -eq 0 ]; then
+        echo "Warning: failed to auto-detect GPUs, falling back to 0-7" >&2
+        GPUS=(0 1 2 3 4 5 6 7)
+    fi
+fi
+
+if ! [[ "$GPUS_PER_EXP" =~ ^[0-9]+$ ]] || [ "$GPUS_PER_EXP" -lt 1 ]; then
+    echo "Error: --gpus-per-exp must be a positive integer"
+    exit 1
+fi
+if (( ${#GPUS[@]} < GPUS_PER_EXP )); then
+    echo "Error: --gpus-per-exp (${GPUS_PER_EXP}) exceeds available GPUs (${#GPUS[@]})"
+    exit 1
+fi
+if (( ${#GPUS[@]} % GPUS_PER_EXP != 0 )); then
+    echo "Error: GPU count (${#GPUS[@]}) must be divisible by --gpus-per-exp (${GPUS_PER_EXP})"
+    exit 1
+fi
+if ! [[ "$RAY_NUM_CPUS" =~ ^[0-9]+$ ]] || [ "$RAY_NUM_CPUS" -lt 1 ]; then
+    echo "Error: --ray-num-cpus must be a positive integer"
+    exit 1
+fi
+
+GPU_GROUPS=()
+for ((i=0; i<${#GPUS[@]}; i+=GPUS_PER_EXP)); do
+    group="${GPUS[$i]}"
+    for ((j=1; j<GPUS_PER_EXP; j++)); do
+        group+=",${GPUS[$((i+j))]}"
+    done
+    GPU_GROUPS+=("$group")
+done
+NUM_SLOTS=${#GPU_GROUPS[@]}
+
+short_gpu_name() {
+    local name="$1"
+    local cleaned
+    cleaned=$(echo "$name" | sed -E 's/^NVIDIA //; s/^Tesla //; s/^GeForce //; s/^Quadro //; s/^RTX //')
+    if [[ "$cleaned" =~ (B[0-9]{2,3}|H[0-9]{2,3}|A[0-9]{2,3}|L[0-9]{2,3}|V100|T4|P100|K80) ]]; then
+        echo "${BASH_REMATCH[1]}"
+        return
+    fi
+    echo "${cleaned%% *}"
+}
+
+declare -A GPU_LABELS
+get_gpu_label() {
+    local gpu_id="$1"
+    if [ -n "${GPU_LABELS[$gpu_id]+x}" ]; then
+        echo "${GPU_LABELS[$gpu_id]}"
+        return
+    fi
+    local name=""
+    if command -v nvidia-smi >/dev/null 2>&1; then
+        name=$(nvidia-smi --query-gpu=name --format=csv,noheader -i "$gpu_id" 2>/dev/null | head -1)
+    fi
+    if [ -z "$name" ]; then
+        GPU_LABELS[$gpu_id]="1xGPU${gpu_id}"
+        echo "${GPU_LABELS[$gpu_id]}"
+        return
+    fi
+    local short
+    short=$(short_gpu_name "$name")
+    GPU_LABELS[$gpu_id]="1x${short}"
+    echo "${GPU_LABELS[$gpu_id]}"
+}
+
+get_gpu_model_label() {
+    local models=()
+    local id label model
+    for id in "${GPUS[@]}"; do
+        label=$(get_gpu_label "$id")
+        model="${label#1x}"
+        models+=("$model")
+    done
+    local unique_models=()
+    local m found
+    for m in "${models[@]}"; do
+        found=false
+        for u in "${unique_models[@]}"; do
+            if [ "$u" = "$m" ]; then
+                found=true
+                break
+            fi
+        done
+        if [ "$found" = false ]; then
+            unique_models+=("$m")
+        fi
+    done
+    if [ ${#unique_models[@]} -eq 1 ]; then
+        echo "${unique_models[0]}"
+    else
+        echo "mixed"
+    fi
+}
+
+get_gpu_label_for_list() {
+    local gpu_list="$1"
+    IFS=',' read -r -a ids <<< "$gpu_list"
+    local count=${#ids[@]}
+    if [ "$count" -eq 0 ]; then
+        echo "0xGPU"
+        return
+    fi
+    local first_model
+    first_model="$(get_gpu_label "${ids[0]}")"
+    first_model="${first_model#1x}"
+    local id model
+    for id in "${ids[@]:1}"; do
+        model="$(get_gpu_label "$id")"
+        model="${model#1x}"
+        if [ "$model" != "$first_model" ]; then
+            echo "${count}xmixed"
+            return
+        fi
+    done
+    echo "${count}x${first_model}"
+}
+
+GPU_MODEL_LABEL=$(get_gpu_model_label)
+GPU_LOG_LABEL="${GPUS_PER_EXP}x${GPU_MODEL_LABEL}"
+LOG_FILE="logs/kl_sweep_${MODEL_NAME}.log"
+RESULT_ROOT="logs/kl_sweep_${MODEL_NAME}"
+CHECKPOINT_ROOT="model_saving/kl_sweep_${MODEL_NAME}"
+
+mkdir -p logs
+mkdir -p "$RESULT_ROOT"
+mkdir -p "$CHECKPOINT_ROOT"
+
+echo "=== KL Sweep Runner (${MODEL_NAME}): $(date) ===" | tee "$LOG_FILE"
+echo "Values: ${KL_VALUES} | Steps: ${STEPS} | GPUs per exp: ${GPU_LOG_LABEL}" | tee -a "$LOG_FILE"
+echo "Groups: ${GPU_GROUPS[*]} | GPU memory util: ${GPU_MEMORY_UTILIZATION} | ray_num_cpus: ${RAY_NUM_CPUS} | save_freq: ${SAVE_FREQ}" | tee -a "$LOG_FILE"
+
+parse_values() {
+    IFS=',' read -r -a raw <<< "$1"
+    VALUES=()
+    for token in "${raw[@]}"; do
+        token="${token// /}"
+        if [ -n "$token" ]; then
+            VALUES+=("$token")
+        fi
+    done
+    if [ ${#VALUES[@]} -eq 0 ]; then
+        echo "Error: no entries provided for value list" >&2
+        exit 1
+    fi
+}
+
+parse_values "$KL_VALUES"
+EXPERIMENTS=("${VALUES[@]}")
+
+run_experiment() {
+    local value="$1"
+    local gpu_list="$2"
+    local safe_label="${value//./}"
+    local use_kl_loss="False"
+    if [ "$value" != "0" ]; then
+        use_kl_loss="True"
+    fi
+    safe_label="${safe_label,,}"
+    local filter_tag="nofilter"
+    if [ "${ROLL_FILTER_INCLUDE_ZERO}" = "False" ]; then
+        filter_tag="filter_zero"
+    fi
+
+    local name="sokoban_kl_sweep_${filter_tag}_${safe_label}-${MODEL_NAME}"
+    local task_dir="${RESULT_ROOT}/${filter_tag}/${safe_label}"
+    local log_path="${task_dir}/${name}.log"
+    local checkpoint_dir="${CHECKPOINT_ROOT}/${safe_label}/${name}"
+    local gpus_per_exp
+    IFS=',' read -r -a gpu_ids <<< "$gpu_list"
+    gpus_per_exp=${#gpu_ids[@]}
+
+    mkdir -p "$task_dir"
+    mkdir -p "$checkpoint_dir"
+
+    START=$(date +%s)
+    CUDA_VISIBLE_DEVICES="${gpu_list}" python train.py --config-name "$CONFIG_NAME" \
+        model_path="${MODEL_PATH}" \
+        trainer.project_name="${PROJECT_NAME}" \
+        trainer.experiment_name="${name}" \
+        trainer.total_training_steps="${STEPS}" \
+        trainer.save_freq="${SAVE_FREQ}" \
+        trainer.default_local_dir="${checkpoint_dir}" \
+        trainer.logger="['console','wandb']" \
+        trainer.val_before_train=True \
+        trainer.n_gpus_per_node="${gpus_per_exp}" \
+        ray_kwargs.ray_init.num_cpus="${RAY_NUM_CPUS}" \
+        system.CUDA_VISIBLE_DEVICES="'${gpu_list}'" \
+        algorithm.adv_estimator=gae \
+        actor_rollout_ref.actor.use_kl_loss=${use_kl_loss} \
+        actor_rollout_ref.actor.kl_loss_coef="${value}" \
+        actor_rollout_ref.actor.entropy_coeff=0.0 \
+        actor_rollout_ref.actor.entropy_from_logits_with_chunking=True \
+        actor_rollout_ref.actor.filter_loss_scaling=none \
+        actor_rollout_ref.actor.ppo_mini_batch_size=32 \
+        actor_rollout_ref.actor.ppo_micro_batch_size_per_gpu=4 \
+        actor_rollout_ref.ref.log_prob_micro_batch_size_per_gpu=8 \
+        critic.ppo_mini_batch_size=32 \
+        critic.ppo_micro_batch_size_per_gpu=4 \
+        ppo_mini_batch_size=32 \
+        actor_rollout_ref.rollout.log_prob_micro_batch_size_per_gpu=8 \
+        actor_rollout_ref.rollout.rollout_filter_strategy=top_p \
+        actor_rollout_ref.rollout.rollout_filter_top_p_prob_mode=softmax \
+        actor_rollout_ref.rollout.rollout_filter_value=1 \
+        actor_rollout_ref.rollout.rollout_filter_include_zero=${ROLL_FILTER_INCLUDE_ZERO} \
+        actor_rollout_ref.rollout.rollout_filter_type=largest \
+        actor_rollout_ref.rollout.gpu_memory_utilization="${GPU_MEMORY_UTILIZATION}" \
+        actor_rollout_ref.rollout.rollout_filter_metric=reward_variance \
+        es_manager.train.env_groups=8 \
+        es_manager.train.group_size=16 \
+        es_manager.train.env_configs.n_groups='[8]' \
+        es_manager.val.env_groups=512 \
+        es_manager.val.group_size=1 \
+        es_manager.val.env_configs.n_groups='[512]' \
+        2>&1 | tee "$log_path"
+    EXIT_CODE=${PIPESTATUS[0]}
+
+    END=$(date +%s)
+    TOTAL_TIME=$((END - START))
+
+    timing_values=()
+    mapfile -t timing_values < <(
+        python - "$log_path" <<'PY'
+import re
+import sys
+from pathlib import Path
+
+def last(pattern, text):
+    matches = re.findall(pattern, text)
+    return matches[-1] if matches else ""
+
+try:
+    text = Path(sys.argv[1]).read_text(errors="ignore")
+except Exception:
+    text = ""
+
+patterns = [
+    r"timing_s/train_total[:\s]+([\d.]+)",
+    r"timing_s/eval_total[:\s]+([\d.]+)",
+    r"timing_s/total[:\s]+([\d.]+)",
+]
+
+for pattern in patterns:
+    print(last(pattern, text))
+PY
+    )
+
+    TRAIN_TIME_RAW="${timing_values[0]:-}"
+    EVAL_TIME_RAW="${timing_values[1]:-}"
+    TOTAL_TIME_RAW="${timing_values[2]:-}"
+    TRAIN_TIME=$([ -n "$TRAIN_TIME_RAW" ] && printf "%.2f" "$TRAIN_TIME_RAW" || echo "N/A")
+    EVAL_TIME=$([ -n "$EVAL_TIME_RAW" ] && printf "%.2f" "$EVAL_TIME_RAW" || echo "N/A")
+    TOTAL_TIME_METRIC=$([ -n "$TOTAL_TIME_RAW" ] && printf "%.2f" "$TOTAL_TIME_RAW" || echo "N/A")
+
+    local status="success"
+    local error_line=""
+    if [ $EXIT_CODE -ne 0 ]; then
+        status="fail"
+        error_line=$(tail -2 "$log_path" | tr '\n' ' ')
+    fi
+
+    local gpu_label
+    gpu_label=$(get_gpu_label_for_list "$gpu_list")
+    local summary_line="kl=${value} | filter=${filter_tag} | include_zero=${ROLL_FILTER_INCLUDE_ZERO} | train_time=${TRAIN_TIME}s | eval_time=${EVAL_TIME}s | total_time=${TOTAL_TIME_METRIC}s | wall_time=${TOTAL_TIME}s | gpu=${gpu_label} | status=${status}"
+    echo "${summary_line}" > "${task_dir}/${name}.result"
+    echo "${summary_line}" | tee -a "$LOG_FILE"
+    if [ "$status" = "fail" ]; then
+        echo "  error: ${error_line}" | tee -a "$LOG_FILE"
+    fi
+}
+
+EXPERIMENT_COUNT=${#EXPERIMENTS[@]}
+if [ $EXPERIMENT_COUNT -eq 0 ]; then
+    echo "No experiments to run" >&2
+    exit 1
+fi
+
+QUEUE_FILE=$(mktemp -t ragen_kl_queue.XXXXXX)
+echo 0 > "$QUEUE_FILE"
+QUEUE_LOCK="${QUEUE_FILE}.lock"
+QUEUE_LOCK_DIR="${QUEUE_LOCK}.d"
+USE_FLOCK=false
+MAIN_PID=$$
+
+cleanup_queue() {
+    if [ "$MAIN_PID" != "$$" ]; then
+        return
+    fi
+    rm -f "$QUEUE_FILE" "$QUEUE_LOCK"
+    rmdir "$QUEUE_LOCK_DIR" 2>/dev/null || true
+}
+trap cleanup_queue EXIT
+
+if command -v flock >/dev/null 2>&1; then
+    USE_FLOCK=true
+fi
+
+next_experiment_index() {
+    local idx
+    if [ "$USE_FLOCK" = true ]; then
+        flock -x "$QUEUE_LOCK_FD"
+        idx=$(cat "$QUEUE_FILE")
+        if [ -z "$idx" ]; then
+            idx=0
+        fi
+        if (( idx >= ${#EXPERIMENTS[@]} )); then
+            flock -u "$QUEUE_LOCK_FD"
+            echo -1
+            return
+        fi
+        echo $((idx + 1)) > "$QUEUE_FILE"
+        flock -u "$QUEUE_LOCK_FD"
+        echo "$idx"
+        return
+    fi
+
+    while ! mkdir "$QUEUE_LOCK_DIR" 2>/dev/null; do
+        sleep 0.05
+    done
+    idx=$(cat "$QUEUE_FILE")
+    if [ -z "$idx" ]; then
+        idx=0
+    fi
+    if (( idx >= ${#EXPERIMENTS[@]} )); then
+        rmdir "$QUEUE_LOCK_DIR"
+        echo -1
+        return
+    fi
+    echo $((idx + 1)) > "$QUEUE_FILE"
+    rmdir "$QUEUE_LOCK_DIR"
+    echo "$idx"
+}
+
+run_queue_for_slot() {
+    local gpu_list="$1"
+    if [ "$USE_FLOCK" = true ]; then
+        exec {QUEUE_LOCK_FD}>"$QUEUE_LOCK"
+    fi
+    while true; do
+        local idx
+        idx=$(next_experiment_index)
+        if [ "$idx" -lt 0 ]; then
+            break
+        fi
+        local value="${EXPERIMENTS[$idx]}"
+        run_experiment "$value" "$gpu_list" || true
+        if [ "$COOLDOWN_SECONDS" -gt 0 ]; then
+            sleep "$COOLDOWN_SECONDS"
+        fi
+    done
+    if [ "$USE_FLOCK" = true ]; then
+        exec {QUEUE_LOCK_FD}>&-
+    fi
+}
+
+pids=()
+for idx in "${!GPU_GROUPS[@]}"; do
+    run_queue_for_slot "${GPU_GROUPS[$idx]}" &
+    pids+=("$!")
+done
+
+for pid in "${pids[@]}"; do
+    wait "$pid"
+done
+
+{
+    echo ""
+    echo "=== KL Sweep Summary ==="
+    echo "Project: ${PROJECT_NAME} | Steps: ${STEPS} | GPU per exp: ${GPU_LOG_LABEL}"
+    for value in "${EXPERIMENTS[@]}"; do
+        safe_label="${value//./}"
+        safe_label="${safe_label,,}"
+        filter_tag="nofilter"
+        if [ "${ROLL_FILTER_INCLUDE_ZERO}" = "False" ]; then
+            filter_tag="filter_zero"
+        fi
+        name="sokoban_kl_sweep_${filter_tag}_${safe_label}-${MODEL_NAME}"
+        task_dir="${RESULT_ROOT}/${filter_tag}/${safe_label}"
+        if [ -f "${task_dir}/${name}.result" ]; then
+            cat "${task_dir}/${name}.result"
+        else
+            echo "kl=${value} | status=missing"
+        fi
+    done
+} | tee -a "$LOG_FILE"
diff --git a/scripts/runs/run_main_table_diff_algo.sh b/scripts/runs/run_main_table_diff_algo.sh
new file mode 100644
index 0000000000000000000000000000000000000000..09b188d2c520fb3b53ebfbe44a37e1c9f2219ed6
--- /dev/null
+++ b/scripts/runs/run_main_table_diff_algo.sh
@@ -0,0 +1,546 @@
+#!/bin/bash
+# Main Table: Different algorithms (PPO/DAPO/GRPO/DrGRPO) × tasks × filter/no-filter
+# Model: Qwen2.5-3B only
+# Filtering rule: filter => top_p=0.9, nofilter => top_p=1.0
+
+set -euo pipefail
+
+# Defaults
+STEPS=400
+MODEL_NAME="Qwen2.5-3B"
+TASKS=("sokoban" "frozenlake" "webshop" "metamathqa" "countdown")
+ALGORITHMS=("PPO" "DAPO" "GRPO" "DrGRPO")
+MODEL_PATH=""
+SAVE_FREQ=-1
+FILTER_MODES=("filter" "nofilter")
+FILTERS_OPTION="all"
+SELECTED_FILTERS=("${FILTER_MODES[@]}")
+
+# GPU settings
+GPUS=()
+GPUS_PROVIDED=false
+GPUS_PER_EXP=1
+COOLDOWN_SECONDS=30
+GPU_MEMORY_UTILIZATION=0.3
+RAY_NUM_CPUS=16
+declare -A GPU_LABELS
+
+usage() {
+    echo "Usage: $0 [options]"
+    echo "Options:"
+    echo "  --steps N             Training steps (default: 400)"
+    echo "  --tasks LIST          Comma-separated tasks (default: sokoban,frozenlake,webshop,metamathqa,countdown)"
+    echo "  --algos LIST          Comma-separated algorithms (default: PPO,DAPO,GRPO,DrGRPO)"
+    echo "  --gpus LIST           Comma-separated GPU IDs (default: auto-detect)"
+    echo "  --gpus-per-exp N      GPUs per experiment (default: 1)"
+    echo "  --cooldown SECONDS    Cooldown between runs on the same GPU group (default: 30)"
+    echo "  --gpu-memory-utilization V  Rollout gpu_memory_utilization (default: 0.3)"
+    echo "  --ray-num-cpus N      Max CPUs per task for ray.init (default: 16)"
+    echo "  --save-freq N         Checkpoint save frequency (default: -1 to disable saving)"
+    echo "  --filters LIST        Comma-separated filter modes (filter,nofilter,all). Default: all"
+    echo "  -h, --help            Show this help"
+    exit 0
+}
+
+while [ $# -gt 0 ]; do
+    case "$1" in
+        --steps) STEPS="$2"; shift 2 ;;
+        --steps=*) STEPS="${1#*=}"; shift ;;
+        --tasks) IFS=',' read -r -a TASKS <<< "$2"; shift 2 ;;
+        --tasks=*) IFS=',' read -r -a TASKS <<< "${1#*=}"; shift ;;
+        --algos) IFS=',' read -r -a ALGORITHMS <<< "$2"; shift 2 ;;
+        --algos=*) IFS=',' read -r -a ALGORITHMS <<< "${1#*=}"; shift ;;
+        --gpus) IFS=',' read -r -a GPUS <<< "$2"; GPUS_PROVIDED=true; shift 2 ;;
+        --gpus=*) IFS=',' read -r -a GPUS <<< "${1#*=}"; GPUS_PROVIDED=true; shift ;;
+        --gpus-per-exp) GPUS_PER_EXP="$2"; shift 2 ;;
+        --gpus-per-exp=*) GPUS_PER_EXP="${1#*=}"; shift ;;
+        --cooldown) COOLDOWN_SECONDS="$2"; shift 2 ;;
+        --cooldown=*) COOLDOWN_SECONDS="${1#*=}"; shift ;;
+        --gpu-memory-utilization) GPU_MEMORY_UTILIZATION="$2"; shift 2 ;;
+        --gpu-memory-utilization=*) GPU_MEMORY_UTILIZATION="${1#*=}"; shift ;;
+        --ray-num-cpus) RAY_NUM_CPUS="$2"; shift 2 ;;
+        --ray-num-cpus=*) RAY_NUM_CPUS="${1#*=}"; shift ;;
+        --save-freq) SAVE_FREQ="$2"; shift 2 ;;
+        --save-freq=*) SAVE_FREQ="${1#*=}"; shift ;;
+        --filters) FILTERS_OPTION="$2"; shift 2 ;;
+        --filters=*) FILTERS_OPTION="${1#*=}"; shift ;;
+        -h|--help) usage ;;
+        *) echo "Unknown argument: $1"; usage ;;
+    esac
+done
+
+MODEL_PATH="Qwen/${MODEL_NAME}"
+
+if [ "$GPUS_PROVIDED" = false ]; then
+    if command -v nvidia-smi >/dev/null 2>&1; then
+        GPU_COUNT=$(nvidia-smi -L 2>/dev/null | wc -l | tr -d ' ')
+        if [[ "$GPU_COUNT" =~ ^[0-9]+$ ]] && [ "$GPU_COUNT" -gt 0 ]; then
+            GPUS=()
+            for ((i=0; i<GPU_COUNT; i++)); do
+                GPUS+=("$i")
+            done
+        fi
+    fi
+    if [ ${#GPUS[@]} -eq 0 ]; then
+        echo "Warning: failed to auto-detect GPUs, falling back to 0-7" >&2
+        GPUS=(0 1 2 3 4 5 6 7)
+    fi
+fi
+
+if ! [[ "$GPUS_PER_EXP" =~ ^[0-9]+$ ]] || [ "$GPUS_PER_EXP" -lt 1 ]; then
+    echo "Error: --gpus-per-exp must be a positive integer"
+    exit 1
+fi
+if (( ${#GPUS[@]} < GPUS_PER_EXP )); then
+    echo "Error: --gpus-per-exp (${GPUS_PER_EXP}) exceeds available GPUs (${#GPUS[@]})"
+    exit 1
+fi
+if (( ${#GPUS[@]} % GPUS_PER_EXP != 0 )); then
+    echo "Error: GPU count (${#GPUS[@]}) must be divisible by --gpus-per-exp (${GPUS_PER_EXP})"
+    exit 1
+fi
+if ! [[ "$RAY_NUM_CPUS" =~ ^[0-9]+$ ]] || [ "$RAY_NUM_CPUS" -lt 1 ]; then
+    echo "Error: --ray-num-cpus must be a positive integer"
+    exit 1
+fi
+
+GPU_GROUPS=()
+for ((i=0; i<${#GPUS[@]}; i+=GPUS_PER_EXP)); do
+    group="${GPUS[$i]}"
+    for ((j=1; j<GPUS_PER_EXP; j++)); do
+        group+=",${GPUS[$((i+j))]}"
+    done
+    GPU_GROUPS+=("$group")
+done
+NUM_SLOTS=${#GPU_GROUPS[@]}
+
+short_gpu_name() {
+    local name="$1"
+    local cleaned
+    cleaned=$(echo "$name" | sed -E 's/^NVIDIA //; s/^Tesla //; s/^GeForce //; s/^Quadro //; s/^RTX //')
+    if [[ "$cleaned" =~ (B[0-9]{2,3}|H[0-9]{2,3}|A[0-9]{2,3}|L[0-9]{2,3}|V100|T4|P100|K80) ]]; then
+        echo "${BASH_REMATCH[1]}"
+        return
+    fi
+    echo "${cleaned%% *}"
+}
+
+get_gpu_label() {
+    local gpu_id="$1"
+    if [ -n "${GPU_LABELS[$gpu_id]+x}" ]; then
+        echo "${GPU_LABELS[$gpu_id]}"
+        return
+    fi
+    local name=""
+    if command -v nvidia-smi >/dev/null 2>&1; then
+        name=$(nvidia-smi --query-gpu=name --format=csv,noheader -i "$gpu_id" 2>/dev/null | head -1)
+    fi
+    if [ -z "$name" ]; then
+        GPU_LABELS[$gpu_id]="1xGPU${gpu_id}"
+        echo "${GPU_LABELS[$gpu_id]}"
+        return
+    fi
+    local short
+    short=$(short_gpu_name "$name")
+    GPU_LABELS[$gpu_id]="1x${short}"
+    echo "${GPU_LABELS[$gpu_id]}"
+}
+
+get_gpu_model_label() {
+    local models=()
+    local id label model
+    for id in "${GPUS[@]}"; do
+        label=$(get_gpu_label "$id")
+        model="${label#1x}"
+        models+=("$model")
+    done
+    local unique_models=()
+    local m found
+    for m in "${models[@]}"; do
+        found=false
+        for u in "${unique_models[@]}"; do
+            if [ "$u" = "$m" ]; then
+                found=true
+                break
+            fi
+        done
+        if [ "$found" = false ]; then
+            unique_models+=("$m")
+        fi
+    done
+    if [ ${#unique_models[@]} -eq 1 ]; then
+        echo "${unique_models[0]}"
+    else
+        echo "mixed"
+    fi
+}
+
+get_gpu_label_for_list() {
+    local gpu_list="$1"
+    IFS=',' read -r -a ids <<< "$gpu_list"
+    local count=${#ids[@]}
+    if [ "$count" -eq 0 ]; then
+        echo "0xGPU"
+        return
+    fi
+    local first_model
+    first_model="$(get_gpu_label "${ids[0]}")"
+    first_model="${first_model#1x}"
+    local id model
+    for id in "${ids[@]:1}"; do
+        model="$(get_gpu_label "$id")"
+        model="${model#1x}"
+        if [ "$model" != "$first_model" ]; then
+            echo "${count}xmixed"
+            return
+        fi
+    done
+    echo "${count}x${first_model}"
+}
+
+GPU_MODEL_LABEL=$(get_gpu_model_label)
+GPU_LOG_LABEL="${GPUS_PER_EXP}x${GPU_MODEL_LABEL}"
+LOG_FILE="logs/diff_algo_${MODEL_NAME}.log"
+RESULT_ROOT="logs"
+CHECKPOINT_ROOT="model_saving/diff_algo_${MODEL_NAME}"
+
+mkdir -p logs
+mkdir -p "$RESULT_ROOT"
+mkdir -p "$CHECKPOINT_ROOT"
+
+echo "=== Perf Table Runner for ${MODEL_NAME}: $(date) ===" | tee "$LOG_FILE"
+echo "Tasks: ${TASKS[*]} | Steps: ${STEPS} | GPU per exp: ${GPUS_PER_EXP}x${GPU_MODEL_LABEL}" | tee -a "$LOG_FILE"
+echo "GPUS: ${GPUS[*]} | groups: ${GPU_GROUPS[*]} | cooldown=${COOLDOWN_SECONDS}s" | tee -a "$LOG_FILE"
+
+get_config_for_task() {
+    case "$1" in
+        countdown) echo "_4_countdown" ;;
+        sokoban) echo "_2_sokoban" ;;
+        frozenlake) echo "_3_frozen_lake" ;;
+        webshop) echo "_6_webshop" ;;
+        metamathqa) echo "_5_metamathqa" ;;
+        *) echo "" ;;
+    esac
+}
+
+get_algo_overrides() {
+    case "$1" in
+        PPO)
+            echo "algorithm.adv_estimator=gae actor_rollout_ref.actor.loss_agg_mode=token-mean"
+            ;;
+        DAPO)
+            # DAPO here = PPO + higher clip + no KL + token-level loss.
+            echo "algorithm.adv_estimator=gae actor_rollout_ref.actor.loss_agg_mode=token-mean actor_rollout_ref.actor.clip_ratio_low=0.2 actor_rollout_ref.actor.clip_ratio_high=0.28 actor_rollout_ref.actor.use_kl_loss=False actor_rollout_ref.actor.kl_loss_coef=0.0 algorithm.use_kl_in_reward=False algorithm.kl_ctrl.kl_coef=0.0"
+            ;;
+        GRPO)
+            echo "algorithm.adv_estimator=grpo algorithm.norm_adv_by_std_in_grpo=True actor_rollout_ref.actor.loss_agg_mode=seq-mean-token-mean"
+            ;;
+        DrGRPO)
+            echo "algorithm.adv_estimator=grpo algorithm.norm_adv_by_std_in_grpo=False actor_rollout_ref.actor.loss_agg_mode=seq-mean-token-sum"
+            ;;
+        *)
+            echo ""
+            ;;
+    esac
+}
+
+run_experiment() {
+    local task=$1
+    local algo=$2
+    local filter=$3
+    local config=$4
+    local gpu_list=$5
+
+    local filter_value
+    if [ "$filter" = "filter" ]; then
+        filter_value=0.9
+    else
+        filter_value=1.0
+    fi
+    local filter_strategy="top_p"
+
+    local common_overrides=(
+        "actor_rollout_ref.actor.use_kl_loss=False"
+        "actor_rollout_ref.actor.kl_loss_type=low-var-kl"
+        "actor_rollout_ref.actor.kl_loss_coef=0.001"
+        "actor_rollout_ref.actor.entropy_coeff=0.001"
+        "actor_rollout_ref.actor.entropy_from_logits_with_chunking=True"
+        "actor_rollout_ref.actor.filter_loss_scaling=none"
+        "actor_rollout_ref.rollout.gpu_memory_utilization=${GPU_MEMORY_UTILIZATION}"
+        "actor_rollout_ref.rollout.rollout_filter_strategy=${filter_strategy}"
+        "actor_rollout_ref.rollout.rollout_filter_top_p_prob_mode=softmax"
+        "actor_rollout_ref.rollout.rollout_filter_type=largest"
+        "actor_rollout_ref.rollout.rollout_filter_metric=reward_variance"
+        "actor_rollout_ref.rollout.rollout_filter_include_zero=True"
+    )
+
+    local env_overrides=()
+    if [ "$task" = "frozenlake" ]; then
+        env_overrides+=("custom_envs.CoordFrozenLake.env_config.success_rate=1.0")
+    fi
+
+    local checkpoint_overrides=(
+        "actor_rollout_ref.actor.checkpoint.save_contents=[model]"
+        "critic.checkpoint.save_contents=[model]"
+    )
+
+    local algo_overrides
+    algo_overrides=$(get_algo_overrides "$algo")
+    read -r -a algo_args <<< "$algo_overrides"
+
+    local name="${task}-${algo}-${filter}-${MODEL_NAME}"
+    local task_dir="${RESULT_ROOT}/diff_algo_${task}_${MODEL_NAME}"
+    local log_path="${task_dir}/${name}.log"
+    local checkpoint_dir="${CHECKPOINT_ROOT}/${task}/${algo}/${filter}/${name}"
+    local gpus_per_exp
+    IFS=',' read -r -a gpu_ids <<< "$gpu_list"
+    gpus_per_exp=${#gpu_ids[@]}
+
+    mkdir -p "$task_dir"
+    mkdir -p "${checkpoint_dir}"
+    START=$(date +%s)
+    CUDA_VISIBLE_DEVICES="${gpu_list}" python train.py --config-name "$config" \
+        model_path="${MODEL_PATH}" \
+        trainer.project_name="ragen_main_table_diff_algo" \
+        trainer.total_training_steps="${STEPS}" \
+        trainer.experiment_name="${name}" \
+        trainer.save_freq="${SAVE_FREQ}" \
+        trainer.default_local_dir="${checkpoint_dir}" \
+        trainer.logger="['console','wandb']" \
+        trainer.val_before_train=True \
+        trainer.n_gpus_per_node="${gpus_per_exp}" \
+        ray_kwargs.ray_init.num_cpus="${RAY_NUM_CPUS}" \
+        system.CUDA_VISIBLE_DEVICES="'${gpu_list}'" \
+        actor_rollout_ref.rollout.rollout_filter_value="${filter_value}" \
+        "${common_overrides[@]}" \
+        "${env_overrides[@]}" \
+        "${checkpoint_overrides[@]}" \
+        "${algo_args[@]}" \
+        2>&1 | tee "$log_path"
+    EXIT_CODE=${PIPESTATUS[0]}
+    END=$(date +%s)
+
+    TOTAL_TIME=$((END - START))
+    timing_values=()
+    mapfile -t timing_values < <(
+        python - "$log_path" <<'PY'
+import re
+import sys
+from pathlib import Path
+
+def last(pattern, text):
+    matches = re.findall(pattern, text)
+    return matches[-1] if matches else ""
+
+try:
+    text = Path(sys.argv[1]).read_text(errors="ignore")
+except Exception:
+    text = ""
+
+patterns = [
+    r"timing_s/train_total[:\s]+([\d.]+)",
+    r"timing_s/eval_total[:\s]+([\d.]+)",
+    r"timing_s/total[:\s]+([\d.]+)",
+]
+
+for pattern in patterns:
+    print(last(pattern, text))
+PY
+    )
+    TRAIN_TIME_RAW="${timing_values[0]:-}"
+    EVAL_TIME_RAW="${timing_values[1]:-}"
+    TOTAL_TIME_RAW="${timing_values[2]:-}"
+    TRAIN_TIME=$([ -n "$TRAIN_TIME_RAW" ] && printf "%.2f" "$TRAIN_TIME_RAW" || echo "N/A")
+    EVAL_TIME=$([ -n "$EVAL_TIME_RAW" ] && printf "%.2f" "$EVAL_TIME_RAW" || echo "N/A")
+    TOTAL_TIME_METRIC=$([ -n "$TOTAL_TIME_RAW" ] && printf "%.2f" "$TOTAL_TIME_RAW" || echo "N/A")
+
+    local status="success"
+    local error_line=""
+    if [ $EXIT_CODE -ne 0 ]; then
+        status="fail"
+        error_line=$(tail -2 "$log_path" | tr '\n' ' ')
+    fi
+
+    local gpu_label
+    gpu_label=$(get_gpu_label_for_list "$gpu_list")
+    local summary_line="task=${task} | algo=${algo} | filter=${filter} | model=${MODEL_NAME} | steps=${STEPS} | filter=${filter_strategy}:${filter_value} | train_time=${TRAIN_TIME}s | eval_time=${EVAL_TIME}s | total_time=${TOTAL_TIME_METRIC}s | wall_time=${TOTAL_TIME}s | gpu=${gpu_label} | status=${status}"
+    echo "${summary_line}" > "${task_dir}/${name}.result"
+    echo "${summary_line}" | tee -a "$LOG_FILE"
+    if [ "$status" = "fail" ]; then
+        echo "  error: ${error_line}" | tee -a "$LOG_FILE"
+    fi
+    return 0
+}
+
+EXPERIMENTS=()
+GROUP_LABELS=()
+CURRENT_GROUP=""
+
+set_group() {
+    CURRENT_GROUP="$1"
+    GROUP_LABELS+=("$1")
+}
+
+add_experiment() {
+    local task=$1
+    local algo=$2
+    local filter=$3
+    local config=$4
+    EXPERIMENTS+=("${CURRENT_GROUP}|${task}|${algo}|${filter}|${config}")
+}
+
+resolve_filter_selection() {
+    local raw="$1"
+    if [ -z "$raw" ] || [ "$raw" = "all" ]; then
+        SELECTED_FILTERS=("${FILTER_MODES[@]}")
+        return
+    fi
+    IFS=',' read -r -a candidates <<< "$raw"
+    SELECTED_FILTERS=()
+    for candidate in "${candidates[@]}"; do
+        candidate="${candidate// /}"
+        case "$candidate" in
+            filter|nofilter)
+                SELECTED_FILTERS+=("$candidate")
+                ;;
+            "")
+                continue
+                ;;
+            *)
+                echo "Unknown filter mode: $candidate" >&2
+                exit 1
+                ;;
+        esac
+    done
+    if [ ${#SELECTED_FILTERS[@]} -eq 0 ]; then
+        echo "No valid filters selected via --filters" >&2
+        exit 1
+    fi
+}
+
+resolve_filter_selection "$FILTERS_OPTION"
+
+for algo in "${ALGORITHMS[@]}"; do
+    set_group "Algorithm: ${algo}"
+    for task in "${TASKS[@]}"; do
+        config=$(get_config_for_task "$task")
+        if [ -z "$config" ]; then
+            echo "Unknown task: $task" >&2
+            exit 1
+        fi
+        for filter in "${SELECTED_FILTERS[@]}"; do
+            add_experiment "$task" "$algo" "$filter" "$config"
+        done
+    done
+done
+
+QUEUE_FILE=$(mktemp -t ragen_main_table_queue.XXXXXX)
+QUEUE_LOCK="${QUEUE_FILE}.lock"
+echo 0 > "$QUEUE_FILE"
+USE_FLOCK=false
+QUEUE_LOCK_DIR="${QUEUE_LOCK}.d"
+MAIN_PID=$$
+
+cleanup_queue() {
+    if [ "$$" -ne "$MAIN_PID" ]; then
+        return
+    fi
+    rm -f "$QUEUE_FILE" "$QUEUE_LOCK"
+    rmdir "$QUEUE_LOCK_DIR" 2>/dev/null || true
+}
+trap cleanup_queue EXIT
+
+if command -v flock >/dev/null 2>&1; then
+    USE_FLOCK=true
+fi
+
+next_experiment_index() {
+    local idx
+    if [ "$USE_FLOCK" = true ]; then
+        flock -x "$QUEUE_LOCK_FD"
+        idx=$(cat "$QUEUE_FILE")
+        if [ -z "$idx" ]; then
+            idx=0
+        fi
+        if (( idx >= ${#EXPERIMENTS[@]} )); then
+            flock -u "$QUEUE_LOCK_FD"
+            echo -1
+            return
+        fi
+        echo $((idx + 1)) > "$QUEUE_FILE"
+        flock -u "$QUEUE_LOCK_FD"
+        echo "$idx"
+        return
+    fi
+
+    while ! mkdir "$QUEUE_LOCK_DIR" 2>/dev/null; do
+        sleep 0.05
+    done
+    idx=$(cat "$QUEUE_FILE")
+    if [ -z "$idx" ]; then
+        idx=0
+    fi
+    if (( idx >= ${#EXPERIMENTS[@]} )); then
+        rmdir "$QUEUE_LOCK_DIR"
+        echo -1
+        return
+    fi
+    echo $((idx + 1)) > "$QUEUE_FILE"
+    rmdir "$QUEUE_LOCK_DIR"
+    echo "$idx"
+}
+
+run_queue_for_slot() {
+    local gpu_list=$1
+    if [ "$USE_FLOCK" = true ]; then
+        exec {QUEUE_LOCK_FD}>"$QUEUE_LOCK"
+    fi
+    while true; do
+        local idx
+        idx=$(next_experiment_index)
+        if [ "$idx" -lt 0 ]; then
+            break
+        fi
+        local exp="${EXPERIMENTS[$idx]}"
+        IFS='|' read -r exp_group task algo filter config <<< "$exp"
+        run_experiment "$task" "$algo" "$filter" "$config" "$gpu_list" || true
+        if [ "$COOLDOWN_SECONDS" -gt 0 ]; then
+            sleep "$COOLDOWN_SECONDS"
+        fi
+    done
+    if [ "$USE_FLOCK" = true ]; then
+        exec {QUEUE_LOCK_FD}>&-
+    fi
+}
+
+pids=()
+for idx in "${!GPU_GROUPS[@]}"; do
+    run_queue_for_slot "${GPU_GROUPS[$idx]}" &
+    pids+=("$!")
+done
+
+for pid in "${pids[@]}"; do
+    wait "$pid"
+done
+
+{
+    echo ""
+    echo "=== Grouped Summary ==="
+echo "GPU per exp: ${GPUS_PER_EXP}x${GPU_MODEL_LABEL} | Model: ${MODEL_NAME} | Steps: ${STEPS}"
+    for group_label in "${GROUP_LABELS[@]}"; do
+        echo "=== ${group_label} ==="
+        for exp in "${EXPERIMENTS[@]}"; do
+            IFS='|' read -r exp_group task algo filter config <<< "$exp"
+            if [ "$exp_group" != "$group_label" ]; then
+                continue
+            fi
+            name="${task}-${algo}-${filter}-${MODEL_NAME}"
+            task_dir="${RESULT_ROOT}/diff_algo_${task}_${MODEL_NAME}"
+            if [ -f "${task_dir}/${name}.result" ]; then
+                cat "${task_dir}/${name}.result"
+            else
+                echo "task=${task} | algo=${algo} | filter=${filter} | model=${MODEL_NAME} | status=missing"
+            fi
+        done
+    done
+} | tee -a "$LOG_FILE"
diff --git a/scripts/runs/run_main_table_diff_model.sh b/scripts/runs/run_main_table_diff_model.sh
new file mode 100644
index 0000000000000000000000000000000000000000..0f93a34ea40131276e53c830b670d12d6a4e8c83
--- /dev/null
+++ b/scripts/runs/run_main_table_diff_model.sh
@@ -0,0 +1,541 @@
+#!/bin/bash
+# Model Type: Different model types (Instruct/Reasoning) × tasks × filter/no-filter
+# Algorithm: PPO only
+# Filtering rule: filter => top_p=0.9, nofilter => top_p=1.0
+
+set -euo pipefail
+
+# Defaults
+STEPS=400
+MODEL_NAMES=("Qwen2.5-3B-Instruct")
+TASKS=("sokoban" "frozenlake" "metamathqa" "countdown")
+SAVE_FREQ=-1
+FILTER_MODES=("filter" "nofilter")
+FILTERS_OPTION="all"
+SELECTED_FILTERS=("${FILTER_MODES[@]}")
+
+# GPU settings
+GPUS=()
+GPUS_PROVIDED=false
+GPUS_PER_EXP=1
+COOLDOWN_SECONDS=30
+GPU_MEMORY_UTILIZATION=0.3
+RAY_NUM_CPUS=16
+declare -A GPU_LABELS
+
+usage() {
+    echo "Usage: $0 [options]"
+    echo "Options:"
+    echo "  --steps N             Training steps (default: 400)"
+    echo "  --tasks LIST          Comma-separated tasks (default: sokoban,frozenlake,webshop,metamathqa,countdown)"
+    echo "  --models LIST         Comma-separated model names or HF paths (default: Qwen2.5-3B-Instruct)"
+    echo "  --gpus LIST           Comma-separated GPU IDs (default: auto-detect)"
+    echo "  --gpus-per-exp N      GPUs per experiment (default: 1)"
+    echo "  --cooldown SECONDS    Cooldown between runs on the same GPU group (default: 30)"
+    echo "  --gpu-memory-utilization V  Rollout gpu_memory_utilization (default: 0.3)"
+    echo "  --ray-num-cpus N      Max CPUs per task for ray.init (default: 16)"
+    echo "  --save-freq N         Checkpoint save frequency (default: -1 to disable saving)"
+    echo "  --filters LIST        Comma-separated filter modes (filter,nofilter,all). Default: all"
+    echo "  -h, --help            Show this help"
+    exit 0
+}
+
+while [ $# -gt 0 ]; do
+    case "$1" in
+        --steps) STEPS="$2"; shift 2 ;;
+        --steps=*) STEPS="${1#*=}"; shift ;;
+        --tasks) IFS=',' read -r -a TASKS <<< "$2"; shift 2 ;;
+        --tasks=*) IFS=',' read -r -a TASKS <<< "${1#*=}"; shift ;;
+        --models) IFS=',' read -r -a MODEL_NAMES <<< "$2"; shift 2 ;;
+        --models=*) IFS=',' read -r -a MODEL_NAMES <<< "${1#*=}"; shift ;;
+        --gpus) IFS=',' read -r -a GPUS <<< "$2"; GPUS_PROVIDED=true; shift 2 ;;
+        --gpus=*) IFS=',' read -r -a GPUS <<< "${1#*=}"; GPUS_PROVIDED=true; shift ;;
+        --gpus-per-exp) GPUS_PER_EXP="$2"; shift 2 ;;
+        --gpus-per-exp=*) GPUS_PER_EXP="${1#*=}"; shift ;;
+        --cooldown) COOLDOWN_SECONDS="$2"; shift 2 ;;
+        --cooldown=*) COOLDOWN_SECONDS="${1#*=}"; shift ;;
+        --gpu-memory-utilization) GPU_MEMORY_UTILIZATION="$2"; shift 2 ;;
+        --gpu-memory-utilization=*) GPU_MEMORY_UTILIZATION="${1#*=}"; shift ;;
+        --ray-num-cpus) RAY_NUM_CPUS="$2"; shift 2 ;;
+        --ray-num-cpus=*) RAY_NUM_CPUS="${1#*=}"; shift ;;
+        --save-freq) SAVE_FREQ="$2"; shift 2 ;;
+        --save-freq=*) SAVE_FREQ="${1#*=}"; shift ;;
+        --filters) FILTERS_OPTION="$2"; shift 2 ;;
+        --filters=*) FILTERS_OPTION="${1#*=}"; shift ;;
+        -h|--help) usage ;;
+        *) echo "Unknown argument: $1"; usage ;;
+    esac
+done
+
+# Map model names to HuggingFace paths
+get_model_path() {
+    if [[ "$1" == *"/"* ]]; then
+        echo "$1"
+        return
+    fi
+    case "$1" in
+        Qwen2.5-3B-Instruct) echo "Qwen/Qwen2.5-3B-Instruct" ;;
+        QwQ-32B) echo "Qwen/QwQ-32B" ;;
+        Llama-3.2-3B-Instruct) echo "meta-llama/Llama-3.2-3B-Instruct" ;;
+        *) echo "Qwen/$1" ;;
+    esac
+}
+
+if [ "$GPUS_PROVIDED" = false ]; then
+    if command -v nvidia-smi >/dev/null 2>&1; then
+        GPU_COUNT=$(nvidia-smi -L 2>/dev/null | wc -l | tr -d ' ')
+        if [[ "$GPU_COUNT" =~ ^[0-9]+$ ]] && [ "$GPU_COUNT" -gt 0 ]; then
+            GPUS=()
+            for ((i=0; i<GPU_COUNT; i++)); do
+                GPUS+=("$i")
+            done
+        fi
+    fi
+    if [ ${#GPUS[@]} -eq 0 ]; then
+        echo "Warning: failed to auto-detect GPUs, falling back to 0-7" >&2
+        GPUS=(0 1 2 3 4 5 6 7)
+    fi
+fi
+
+if ! [[ "$GPUS_PER_EXP" =~ ^[0-9]+$ ]] || [ "$GPUS_PER_EXP" -lt 1 ]; then
+    echo "Error: --gpus-per-exp must be a positive integer"
+    exit 1
+fi
+if (( ${#GPUS[@]} < GPUS_PER_EXP )); then
+    echo "Error: --gpus-per-exp (${GPUS_PER_EXP}) exceeds available GPUs (${#GPUS[@]})"
+    exit 1
+fi
+if (( ${#GPUS[@]} % GPUS_PER_EXP != 0 )); then
+    echo "Error: GPU count (${#GPUS[@]}) must be divisible by --gpus-per-exp (${GPUS_PER_EXP})"
+    exit 1
+fi
+if ! [[ "$RAY_NUM_CPUS" =~ ^[0-9]+$ ]] || [ "$RAY_NUM_CPUS" -lt 1 ]; then
+    echo "Error: --ray-num-cpus must be a positive integer"
+    exit 1
+fi
+
+GPU_GROUPS=()
+for ((i=0; i<${#GPUS[@]}; i+=GPUS_PER_EXP)); do
+    group="${GPUS[$i]}"
+    for ((j=1; j<GPUS_PER_EXP; j++)); do
+        group+=",${GPUS[$((i+j))]}"
+    done
+    GPU_GROUPS+=("$group")
+done
+NUM_SLOTS=${#GPU_GROUPS[@]}
+
+short_gpu_name() {
+    local name="$1"
+    local cleaned
+    cleaned=$(echo "$name" | sed -E 's/^NVIDIA //; s/^Tesla //; s/^GeForce //; s/^Quadro //; s/^RTX //')
+    if [[ "$cleaned" =~ (B[0-9]{2,3}|H[0-9]{2,3}|A[0-9]{2,3}|L[0-9]{2,3}|V100|T4|P100|K80) ]]; then
+        echo "${BASH_REMATCH[1]}"
+        return
+    fi
+    echo "${cleaned%% *}"
+}
+
+get_gpu_label() {
+    local gpu_id="$1"
+    if [ -n "${GPU_LABELS[$gpu_id]+x}" ]; then
+        echo "${GPU_LABELS[$gpu_id]}"
+        return
+    fi
+    local name=""
+    if command -v nvidia-smi >/dev/null 2>&1; then
+        name=$(nvidia-smi --query-gpu=name --format=csv,noheader -i "$gpu_id" 2>/dev/null | head -1)
+    fi
+    if [ -z "$name" ]; then
+        GPU_LABELS[$gpu_id]="1xGPU${gpu_id}"
+        echo "${GPU_LABELS[$gpu_id]}"
+        return
+    fi
+    local short
+    short=$(short_gpu_name "$name")
+    GPU_LABELS[$gpu_id]="1x${short}"
+    echo "${GPU_LABELS[$gpu_id]}"
+}
+
+get_gpu_model_label() {
+    local models=()
+    local id label model
+    for id in "${GPUS[@]}"; do
+        label=$(get_gpu_label "$id")
+        model="${label#1x}"
+        models+=("$model")
+    done
+    local unique_models=()
+    local m found
+    for m in "${models[@]}"; do
+        found=false
+        for u in "${unique_models[@]}"; do
+            if [ "$u" = "$m" ]; then
+                found=true
+                break
+            fi
+        done
+        if [ "$found" = false ]; then
+            unique_models+=("$m")
+        fi
+    done
+    if [ ${#unique_models[@]} -eq 1 ]; then
+        echo "${unique_models[0]}"
+    else
+        echo "mixed"
+    fi
+}
+
+get_gpu_label_for_list() {
+    local gpu_list="$1"
+    IFS=',' read -r -a ids <<< "$gpu_list"
+    local count=${#ids[@]}
+    if [ "$count" -eq 0 ]; then
+        echo "0xGPU"
+        return
+    fi
+    local first_model
+    first_model="$(get_gpu_label "${ids[0]}")"
+    first_model="${first_model#1x}"
+    local id model
+    for id in "${ids[@]:1}"; do
+        model="$(get_gpu_label "$id")"
+        model="${model#1x}"
+        if [ "$model" != "$first_model" ]; then
+            echo "${count}xmixed"
+            return
+        fi
+    done
+    echo "${count}x${first_model}"
+}
+
+GPU_MODEL_LABEL=$(get_gpu_model_label)
+GPU_LOG_LABEL="${GPUS_PER_EXP}x${GPU_MODEL_LABEL}"
+LOG_FILE="logs/diff_model_PPO.log"
+RESULT_ROOT="logs"
+CHECKPOINT_ROOT="model_saving/diff_model"
+
+mkdir -p logs
+mkdir -p "$RESULT_ROOT"
+mkdir -p "$CHECKPOINT_ROOT"
+
+echo "=== Model Type Runner (PPO): $(date) ===" | tee "$LOG_FILE"
+echo "Models: ${MODEL_NAMES[*]} | Tasks: ${TASKS[*]} | Steps: ${STEPS} | GPU per exp: ${GPUS_PER_EXP}x${GPU_MODEL_LABEL}" | tee -a "$LOG_FILE"
+echo "GPUS: ${GPUS[*]} | groups: ${GPU_GROUPS[*]} | cooldown=${COOLDOWN_SECONDS}s" | tee -a "$LOG_FILE"
+
+get_config_for_task() {
+    case "$1" in
+        countdown) echo "_4_countdown" ;;
+        sokoban) echo "_2_sokoban" ;;
+        frozenlake) echo "_3_frozen_lake" ;;
+        webshop) echo "_6_webshop" ;;
+        metamathqa) echo "_5_metamathqa" ;;
+        *) echo "" ;;
+    esac
+}
+
+run_experiment() {
+    local task=$1
+    local model_name=$2
+    local filter=$3
+    local config=$4
+    local gpu_list=$5
+
+    local model_path
+    model_path=$(get_model_path "$model_name")
+    local algo="PPO"
+    local safe_model_name="${model_name//\//__}"
+
+    local filter_value
+    if [ "$filter" = "filter" ]; then
+        filter_value=0.9
+    else
+        filter_value=1.0
+    fi
+    local filter_strategy="top_p"
+
+    local common_overrides=(
+        "actor_rollout_ref.actor.use_kl_loss=False"
+        "actor_rollout_ref.actor.kl_loss_type=low-var-kl"
+        "actor_rollout_ref.actor.kl_loss_coef=0.001"
+        "actor_rollout_ref.actor.entropy_coeff=0.001"
+        "actor_rollout_ref.actor.entropy_from_logits_with_chunking=True"
+        "actor_rollout_ref.actor.filter_loss_scaling=none"
+        "actor_rollout_ref.rollout.gpu_memory_utilization=${GPU_MEMORY_UTILIZATION}"
+        "actor_rollout_ref.rollout.rollout_filter_strategy=${filter_strategy}"
+        "actor_rollout_ref.rollout.rollout_filter_top_p_prob_mode=softmax"
+        "actor_rollout_ref.rollout.rollout_filter_type=largest"
+        "actor_rollout_ref.rollout.rollout_filter_metric=reward_variance"
+        "actor_rollout_ref.rollout.rollout_filter_include_zero=True"
+    )
+
+    local env_overrides=()
+    if [ "$task" = "frozenlake" ]; then
+        env_overrides+=("custom_envs.CoordFrozenLake.env_config.success_rate=1.0")
+    fi
+
+    local checkpoint_overrides=(
+        "actor_rollout_ref.actor.checkpoint.save_contents=[model]"
+        "critic.checkpoint.save_contents=[model]"
+    )
+
+    # PPO algorithm overrides
+    local algo_overrides="algorithm.adv_estimator=gae actor_rollout_ref.actor.loss_agg_mode=token-mean"
+    read -r -a algo_args <<< "$algo_overrides"
+
+    local name="${task}-${algo}-${filter}-${safe_model_name}"
+    local task_dir="${RESULT_ROOT}/diff_model_${task}"
+    local log_path="${task_dir}/${name}.log"
+    local checkpoint_dir="${CHECKPOINT_ROOT}/${task}/${safe_model_name}/${filter}/${name}"
+    local gpus_per_exp
+    IFS=',' read -r -a gpu_ids <<< "$gpu_list"
+    gpus_per_exp=${#gpu_ids[@]}
+
+    mkdir -p "$task_dir"
+    mkdir -p "${checkpoint_dir}"
+    START=$(date +%s)
+    CUDA_VISIBLE_DEVICES="${gpu_list}" python train.py --config-name "$config" \
+        model_path="${model_path}" \
+        trainer.project_name="ragen_main_table_diff_model" \
+        trainer.total_training_steps="${STEPS}" \
+        trainer.experiment_name="${name}" \
+        trainer.save_freq="${SAVE_FREQ}" \
+        trainer.default_local_dir="${checkpoint_dir}" \
+        trainer.logger="['console','wandb']" \
+        trainer.val_before_train=True \
+        trainer.n_gpus_per_node="${gpus_per_exp}" \
+        ray_kwargs.ray_init.num_cpus="${RAY_NUM_CPUS}" \
+        system.CUDA_VISIBLE_DEVICES="'${gpu_list}'" \
+        actor_rollout_ref.rollout.rollout_filter_value="${filter_value}" \
+        "${common_overrides[@]}" \
+        "${env_overrides[@]}" \
+        "${checkpoint_overrides[@]}" \
+        "${algo_args[@]}" \
+        2>&1 | tee "$log_path"
+    EXIT_CODE=${PIPESTATUS[0]}
+    END=$(date +%s)
+
+    TOTAL_TIME=$((END - START))
+    timing_values=()
+    mapfile -t timing_values < <(
+        python - "$log_path" <<'PY'
+import re
+import sys
+from pathlib import Path
+
+def last(pattern, text):
+    matches = re.findall(pattern, text)
+    return matches[-1] if matches else ""
+
+try:
+    text = Path(sys.argv[1]).read_text(errors="ignore")
+except Exception:
+    text = ""
+
+patterns = [
+    r"timing_s/train_total[:\s]+([\d.]+)",
+    r"timing_s/eval_total[:\s]+([\d.]+)",
+    r"timing_s/total[:\s]+([\d.]+)",
+]
+
+for pattern in patterns:
+    print(last(pattern, text))
+PY
+    )
+    TRAIN_TIME_RAW="${timing_values[0]:-}"
+    EVAL_TIME_RAW="${timing_values[1]:-}"
+    TOTAL_TIME_RAW="${timing_values[2]:-}"
+    TRAIN_TIME=$([ -n "$TRAIN_TIME_RAW" ] && printf "%.2f" "$TRAIN_TIME_RAW" || echo "N/A")
+    EVAL_TIME=$([ -n "$EVAL_TIME_RAW" ] && printf "%.2f" "$EVAL_TIME_RAW" || echo "N/A")
+    TOTAL_TIME_METRIC=$([ -n "$TOTAL_TIME_RAW" ] && printf "%.2f" "$TOTAL_TIME_RAW" || echo "N/A")
+
+    local status="success"
+    local error_line=""
+    if [ $EXIT_CODE -ne 0 ]; then
+        status="fail"
+        error_line=$(tail -2 "$log_path" | tr '\n' ' ')
+    fi
+
+    local gpu_label
+    gpu_label=$(get_gpu_label_for_list "$gpu_list")
+    local summary_line="task=${task} | algo=${algo} | filter=${filter} | model=${model_name} | steps=${STEPS} | filter=${filter_strategy}:${filter_value} | train_time=${TRAIN_TIME}s | eval_time=${EVAL_TIME}s | total_time=${TOTAL_TIME_METRIC}s | wall_time=${TOTAL_TIME}s | gpu=${gpu_label} | status=${status}"
+    echo "${summary_line}" > "${task_dir}/${name}.result"
+    echo "${summary_line}" | tee -a "$LOG_FILE"
+    if [ "$status" = "fail" ]; then
+        echo "  error: ${error_line}" | tee -a "$LOG_FILE"
+    fi
+    return 0
+}
+
+EXPERIMENTS=()
+GROUP_LABELS=()
+CURRENT_GROUP=""
+
+resolve_filter_selection() {
+    local raw="$1"
+    if [ -z "$raw" ] || [ "$raw" = "all" ]; then
+        SELECTED_FILTERS=("${FILTER_MODES[@]}")
+        return
+    fi
+    IFS=',' read -r -a candidates <<< "$raw"
+    SELECTED_FILTERS=()
+    for candidate in "${candidates[@]}"; do
+        candidate="${candidate// /}"
+        case "$candidate" in
+            filter|nofilter)
+                SELECTED_FILTERS+=("$candidate")
+                ;;
+            "")
+                continue
+                ;;
+            *)
+                echo "Unknown filter mode: $candidate" >&2
+                exit 1
+                ;;
+        esac
+    done
+    if [ ${#SELECTED_FILTERS[@]} -eq 0 ]; then
+        echo "No valid filters selected via --filters" >&2
+        exit 1
+    fi
+}
+
+set_group() {
+    CURRENT_GROUP="$1"
+    GROUP_LABELS+=("$1")
+}
+
+add_experiment() {
+    local task=$1
+    local model_name=$2
+    local filter=$3
+    local config=$4
+    EXPERIMENTS+=("${CURRENT_GROUP}|${task}|${model_name}|${filter}|${config}")
+}
+
+resolve_filter_selection "$FILTERS_OPTION"
+
+for model_name in "${MODEL_NAMES[@]}"; do
+    set_group "Model: ${model_name}"
+    for task in "${TASKS[@]}"; do
+        config=$(get_config_for_task "$task")
+        if [ -z "$config" ]; then
+            echo "Unknown task: $task" >&2
+            exit 1
+        fi
+        for filter in "${SELECTED_FILTERS[@]}"; do
+            add_experiment "$task" "$model_name" "$filter" "$config"
+        done
+    done
+done
+
+QUEUE_FILE=$(mktemp -t ragen_model_type_queue.XXXXXX)
+QUEUE_LOCK="${QUEUE_FILE}.lock"
+echo 0 > "$QUEUE_FILE"
+USE_FLOCK=false
+QUEUE_LOCK_DIR="${QUEUE_LOCK}.d"
+MAIN_PID=$$
+
+cleanup_queue() {
+    if [ "$$" -ne "$MAIN_PID" ]; then
+        return
+    fi
+    rm -f "$QUEUE_FILE" "$QUEUE_LOCK"
+    rmdir "$QUEUE_LOCK_DIR" 2>/dev/null || true
+}
+trap cleanup_queue EXIT
+
+if command -v flock >/dev/null 2>&1; then
+    USE_FLOCK=true
+fi
+
+next_experiment_index() {
+    local idx
+    if [ "$USE_FLOCK" = true ]; then
+        flock -x "$QUEUE_LOCK_FD"
+        idx=$(cat "$QUEUE_FILE")
+        if [ -z "$idx" ]; then
+            idx=0
+        fi
+        if (( idx >= ${#EXPERIMENTS[@]} )); then
+            flock -u "$QUEUE_LOCK_FD"
+            echo -1
+            return
+        fi
+        echo $((idx + 1)) > "$QUEUE_FILE"
+        flock -u "$QUEUE_LOCK_FD"
+        echo "$idx"
+        return
+    fi
+
+    while ! mkdir "$QUEUE_LOCK_DIR" 2>/dev/null; do
+        sleep 0.05
+    done
+    idx=$(cat "$QUEUE_FILE")
+    if [ -z "$idx" ]; then
+        idx=0
+    fi
+    if (( idx >= ${#EXPERIMENTS[@]} )); then
+        rmdir "$QUEUE_LOCK_DIR"
+        echo -1
+        return
+    fi
+    echo $((idx + 1)) > "$QUEUE_FILE"
+    rmdir "$QUEUE_LOCK_DIR"
+    echo "$idx"
+}
+
+run_queue_for_slot() {
+    local gpu_list=$1
+    if [ "$USE_FLOCK" = true ]; then
+        exec {QUEUE_LOCK_FD}>"$QUEUE_LOCK"
+    fi
+    while true; do
+        local idx
+        idx=$(next_experiment_index)
+        if [ "$idx" -lt 0 ]; then
+            break
+        fi
+        local exp="${EXPERIMENTS[$idx]}"
+        IFS='|' read -r exp_group task model_name filter config <<< "$exp"
+        run_experiment "$task" "$model_name" "$filter" "$config" "$gpu_list" || true
+        if [ "$COOLDOWN_SECONDS" -gt 0 ]; then
+            sleep "$COOLDOWN_SECONDS"
+        fi
+    done
+    if [ "$USE_FLOCK" = true ]; then
+        exec {QUEUE_LOCK_FD}>&-
+    fi
+}
+
+pids=()
+for idx in "${!GPU_GROUPS[@]}"; do
+    run_queue_for_slot "${GPU_GROUPS[$idx]}" &
+    pids+=("$!")
+done
+
+for pid in "${pids[@]}"; do
+    wait "$pid"
+done
+
+{
+    echo ""
+    echo "=== Grouped Summary ==="
+    echo "GPU per exp: ${GPUS_PER_EXP}x${GPU_MODEL_LABEL} | Algorithm: PPO | Steps: ${STEPS}"
+    for group_label in "${GROUP_LABELS[@]}"; do
+        echo "=== ${group_label} ==="
+        for exp in "${EXPERIMENTS[@]}"; do
+            IFS='|' read -r exp_group task model_name filter config <<< "$exp"
+            if [ "$exp_group" != "$group_label" ]; then
+                continue
+            fi
+            local safe_model_name="${model_name//\//__}"
+            name="${task}-PPO-${filter}-${safe_model_name}"
+            task_dir="${RESULT_ROOT}/diff_model_${task}"
+            if [ -f "${task_dir}/${name}.result" ]; then
+                cat "${task_dir}/${name}.result"
+            else
+                echo "task=${task} | algo=PPO | filter=${filter} | model=${model_name} | status=missing"
+            fi
+        done
+    done
+} | tee -a "$LOG_FILE"
diff --git a/scripts/runs/run_main_table_diff_size.sh b/scripts/runs/run_main_table_diff_size.sh
new file mode 100644
index 0000000000000000000000000000000000000000..c4dca2547ac9d4b38aa61accf871af54f40b0fb9
--- /dev/null
+++ b/scripts/runs/run_main_table_diff_size.sh
@@ -0,0 +1,524 @@
+#!/bin/bash
+# Model Size: Different model sizes (0.5B/1.5B/3B/7B) × tasks × filter/no-filter
+# Algorithm: PPO only
+# Filtering rule: filter => top_p=0.9, nofilter => top_p=1.0
+
+set -euo pipefail
+
+# Defaults
+STEPS=400
+MODEL_NAMES=("Qwen2.5-0.5B" "Qwen2.5-1.5B" "Qwen2.5-3B" "Qwen2.5-7B")
+TASKS=("sokoban" "frozenlake" "webshop" "metamathqa" "countdown")
+SAVE_FREQ=-1
+FILTER_MODES=("filter" "nofilter")
+FILTERS_OPTION="all"
+SELECTED_FILTERS=("${FILTER_MODES[@]}")
+
+# GPU settings
+GPUS=()
+GPUS_PROVIDED=false
+GPUS_PER_EXP=1
+COOLDOWN_SECONDS=30
+GPU_MEMORY_UTILIZATION=0.3
+RAY_NUM_CPUS=16
+declare -A GPU_LABELS
+
+usage() {
+    echo "Usage: $0 [options]"
+    echo "Options:"
+    echo "  --steps N             Training steps (default: 400)"
+    echo "  --tasks LIST          Comma-separated tasks (default: sokoban,frozenlake,webshop,metamathqa,countdown)"
+    echo "  --models LIST         Comma-separated model names (default: Qwen2.5-0.5B,Qwen2.5-1.5B,Qwen2.5-3B,Qwen2.5-7B)"
+    echo "  --gpus LIST           Comma-separated GPU IDs (default: auto-detect)"
+    echo "  --gpus-per-exp N      GPUs per experiment (default: 1)"
+    echo "  --cooldown SECONDS    Cooldown between runs on the same GPU group (default: 30)"
+    echo "  --gpu-memory-utilization V  Rollout gpu_memory_utilization (default: 0.3)"
+    echo "  --ray-num-cpus N      Max CPUs per task for ray.init (default: 16)"
+    echo "  --save-freq N         Checkpoint save frequency (default: -1 to disable saving)"
+    echo "  --filters LIST        Comma-separated filter modes (filter,nofilter,all). Default: all"
+    echo "  -h, --help            Show this help"
+    exit 0
+}
+
+while [ $# -gt 0 ]; do
+    case "$1" in
+        --steps) STEPS="$2"; shift 2 ;;
+        --steps=*) STEPS="${1#*=}"; shift ;;
+        --tasks) IFS=',' read -r -a TASKS <<< "$2"; shift 2 ;;
+        --tasks=*) IFS=',' read -r -a TASKS <<< "${1#*=}"; shift ;;
+        --models) IFS=',' read -r -a MODEL_NAMES <<< "$2"; shift 2 ;;
+        --models=*) IFS=',' read -r -a MODEL_NAMES <<< "${1#*=}"; shift ;;
+        --gpus) IFS=',' read -r -a GPUS <<< "$2"; GPUS_PROVIDED=true; shift 2 ;;
+        --gpus=*) IFS=',' read -r -a GPUS <<< "${1#*=}"; GPUS_PROVIDED=true; shift ;;
+        --gpus-per-exp) GPUS_PER_EXP="$2"; shift 2 ;;
+        --gpus-per-exp=*) GPUS_PER_EXP="${1#*=}"; shift ;;
+        --cooldown) COOLDOWN_SECONDS="$2"; shift 2 ;;
+        --cooldown=*) COOLDOWN_SECONDS="${1#*=}"; shift ;;
+        --gpu-memory-utilization) GPU_MEMORY_UTILIZATION="$2"; shift 2 ;;
+        --gpu-memory-utilization=*) GPU_MEMORY_UTILIZATION="${1#*=}"; shift ;;
+        --ray-num-cpus) RAY_NUM_CPUS="$2"; shift 2 ;;
+        --ray-num-cpus=*) RAY_NUM_CPUS="${1#*=}"; shift ;;
+        --save-freq) SAVE_FREQ="$2"; shift 2 ;;
+        --save-freq=*) SAVE_FREQ="${1#*=}"; shift ;;
+        --filters) FILTERS_OPTION="$2"; shift 2 ;;
+        --filters=*) FILTERS_OPTION="${1#*=}"; shift ;;
+        -h|--help) usage ;;
+        *) echo "Unknown argument: $1"; usage ;;
+    esac
+done
+
+if [ "$GPUS_PROVIDED" = false ]; then
+    if command -v nvidia-smi >/dev/null 2>&1; then
+        GPU_COUNT=$(nvidia-smi -L 2>/dev/null | wc -l | tr -d ' ')
+        if [[ "$GPU_COUNT" =~ ^[0-9]+$ ]] && [ "$GPU_COUNT" -gt 0 ]; then
+            GPUS=()
+            for ((i=0; i<GPU_COUNT; i++)); do
+                GPUS+=("$i")
+            done
+        fi
+    fi
+    if [ ${#GPUS[@]} -eq 0 ]; then
+        echo "Warning: failed to auto-detect GPUs, falling back to 0-7" >&2
+        GPUS=(0 1 2 3 4 5 6 7)
+    fi
+fi
+
+if ! [[ "$GPUS_PER_EXP" =~ ^[0-9]+$ ]] || [ "$GPUS_PER_EXP" -lt 1 ]; then
+    echo "Error: --gpus-per-exp must be a positive integer"
+    exit 1
+fi
+if (( ${#GPUS[@]} < GPUS_PER_EXP )); then
+    echo "Error: --gpus-per-exp (${GPUS_PER_EXP}) exceeds available GPUs (${#GPUS[@]})"
+    exit 1
+fi
+if (( ${#GPUS[@]} % GPUS_PER_EXP != 0 )); then
+    echo "Error: GPU count (${#GPUS[@]}) must be divisible by --gpus-per-exp (${GPUS_PER_EXP})"
+    exit 1
+fi
+if ! [[ "$RAY_NUM_CPUS" =~ ^[0-9]+$ ]] || [ "$RAY_NUM_CPUS" -lt 1 ]; then
+    echo "Error: --ray-num-cpus must be a positive integer"
+    exit 1
+fi
+
+GPU_GROUPS=()
+for ((i=0; i<${#GPUS[@]}; i+=GPUS_PER_EXP)); do
+    group="${GPUS[$i]}"
+    for ((j=1; j<GPUS_PER_EXP; j++)); do
+        group+=",${GPUS[$((i+j))]}"
+    done
+    GPU_GROUPS+=("$group")
+done
+NUM_SLOTS=${#GPU_GROUPS[@]}
+
+short_gpu_name() {
+    local name="$1"
+    local cleaned
+    cleaned=$(echo "$name" | sed -E 's/^NVIDIA //; s/^Tesla //; s/^GeForce //; s/^Quadro //; s/^RTX //')
+    if [[ "$cleaned" =~ (B[0-9]{2,3}|H[0-9]{2,3}|A[0-9]{2,3}|L[0-9]{2,3}|V100|T4|P100|K80) ]]; then
+        echo "${BASH_REMATCH[1]}"
+        return
+    fi
+    echo "${cleaned%% *}"
+}
+
+get_gpu_label() {
+    local gpu_id="$1"
+    if [ -n "${GPU_LABELS[$gpu_id]+x}" ]; then
+        echo "${GPU_LABELS[$gpu_id]}"
+        return
+    fi
+    local name=""
+    if command -v nvidia-smi >/dev/null 2>&1; then
+        name=$(nvidia-smi --query-gpu=name --format=csv,noheader -i "$gpu_id" 2>/dev/null | head -1)
+    fi
+    if [ -z "$name" ]; then
+        GPU_LABELS[$gpu_id]="1xGPU${gpu_id}"
+        echo "${GPU_LABELS[$gpu_id]}"
+        return
+    fi
+    local short
+    short=$(short_gpu_name "$name")
+    GPU_LABELS[$gpu_id]="1x${short}"
+    echo "${GPU_LABELS[$gpu_id]}"
+}
+
+get_gpu_model_label() {
+    local models=()
+    local id label model
+    for id in "${GPUS[@]}"; do
+        label=$(get_gpu_label "$id")
+        model="${label#1x}"
+        models+=("$model")
+    done
+    local unique_models=()
+    local m found
+    for m in "${models[@]}"; do
+        found=false
+        for u in "${unique_models[@]}"; do
+            if [ "$u" = "$m" ]; then
+                found=true
+                break
+            fi
+        done
+        if [ "$found" = false ]; then
+            unique_models+=("$m")
+        fi
+    done
+    if [ ${#unique_models[@]} -eq 1 ]; then
+        echo "${unique_models[0]}"
+    else
+        echo "mixed"
+    fi
+}
+
+get_gpu_label_for_list() {
+    local gpu_list="$1"
+    IFS=',' read -r -a ids <<< "$gpu_list"
+    local count=${#ids[@]}
+    if [ "$count" -eq 0 ]; then
+        echo "0xGPU"
+        return
+    fi
+    local first_model
+    first_model="$(get_gpu_label "${ids[0]}")"
+    first_model="${first_model#1x}"
+    local id model
+    for id in "${ids[@]:1}"; do
+        model="$(get_gpu_label "$id")"
+        model="${model#1x}"
+        if [ "$model" != "$first_model" ]; then
+            echo "${count}xmixed"
+            return
+        fi
+    done
+    echo "${count}x${first_model}"
+}
+
+GPU_MODEL_LABEL=$(get_gpu_model_label)
+GPU_LOG_LABEL="${GPUS_PER_EXP}x${GPU_MODEL_LABEL}"
+LOG_FILE="logs/diff_size_PPO.log"
+RESULT_ROOT="logs"
+CHECKPOINT_ROOT="model_saving/diff_size"
+
+mkdir -p logs
+mkdir -p "$RESULT_ROOT"
+mkdir -p "$CHECKPOINT_ROOT"
+
+echo "=== Model Size Runner (PPO): $(date) ===" | tee "$LOG_FILE"
+echo "Models: ${MODEL_NAMES[*]} | Tasks: ${TASKS[*]} | Steps: ${STEPS} | GPU per exp: ${GPUS_PER_EXP}x${GPU_MODEL_LABEL}" | tee -a "$LOG_FILE"
+echo "GPUS: ${GPUS[*]} | groups: ${GPU_GROUPS[*]} | cooldown=${COOLDOWN_SECONDS}s" | tee -a "$LOG_FILE"
+
+get_config_for_task() {
+    case "$1" in
+        countdown) echo "_4_countdown" ;;
+        sokoban) echo "_2_sokoban" ;;
+        frozenlake) echo "_3_frozen_lake" ;;
+        webshop) echo "_6_webshop" ;;
+        metamathqa) echo "_5_metamathqa" ;;
+        *) echo "" ;;
+    esac
+}
+
+run_experiment() {
+    local task=$1
+    local model_name=$2
+    local filter=$3
+    local config=$4
+    local gpu_list=$5
+
+    local model_path="Qwen/${model_name}"
+    local algo="PPO"
+
+    local filter_value
+    if [ "$filter" = "filter" ]; then
+        filter_value=0.9
+    else
+        filter_value=1.0
+    fi
+    local filter_strategy="top_p"
+
+    local common_overrides=(
+        "actor_rollout_ref.actor.use_kl_loss=False"
+        "actor_rollout_ref.actor.kl_loss_type=low-var-kl"
+        "actor_rollout_ref.actor.kl_loss_coef=0.001"
+        "actor_rollout_ref.actor.entropy_coeff=0.001"
+        "actor_rollout_ref.actor.entropy_from_logits_with_chunking=True"
+        "actor_rollout_ref.actor.filter_loss_scaling=none"
+        "actor_rollout_ref.rollout.gpu_memory_utilization=${GPU_MEMORY_UTILIZATION}"
+        "actor_rollout_ref.rollout.rollout_filter_strategy=${filter_strategy}"
+        "actor_rollout_ref.rollout.rollout_filter_top_p_prob_mode=softmax"
+        "actor_rollout_ref.rollout.rollout_filter_type=largest"
+        "actor_rollout_ref.rollout.rollout_filter_metric=reward_variance"
+        "actor_rollout_ref.rollout.rollout_filter_include_zero=True"
+    )
+
+    local env_overrides=()
+    if [ "$task" = "frozenlake" ]; then
+        env_overrides+=("custom_envs.CoordFrozenLake.env_config.success_rate=1.0")
+    fi
+
+    local checkpoint_overrides=(
+        "actor_rollout_ref.actor.checkpoint.save_contents=[model]"
+        "critic.checkpoint.save_contents=[model]"
+    )
+
+    # PPO algorithm overrides
+    local algo_overrides="algorithm.adv_estimator=gae actor_rollout_ref.actor.loss_agg_mode=token-mean"
+    read -r -a algo_args <<< "$algo_overrides"
+
+    local name="${task}-${algo}-${filter}-${model_name}"
+    local task_dir="${RESULT_ROOT}/diff_size_${task}"
+    local log_path="${task_dir}/${name}.log"
+    local checkpoint_dir="${CHECKPOINT_ROOT}/${task}/${model_name}/${filter}/${name}"
+    local gpus_per_exp
+    IFS=',' read -r -a gpu_ids <<< "$gpu_list"
+    gpus_per_exp=${#gpu_ids[@]}
+
+    mkdir -p "$task_dir"
+    mkdir -p "${checkpoint_dir}"
+    START=$(date +%s)
+    CUDA_VISIBLE_DEVICES="${gpu_list}" python train.py --config-name "$config" \
+        model_path="${model_path}" \
+        trainer.project_name="ragen_main_table_diff_size" \
+        trainer.total_training_steps="${STEPS}" \
+        trainer.experiment_name="${name}" \
+        trainer.save_freq="${SAVE_FREQ}" \
+        trainer.default_local_dir="${checkpoint_dir}" \
+        trainer.logger="['console','wandb']" \
+        trainer.val_before_train=True \
+        trainer.n_gpus_per_node="${gpus_per_exp}" \
+        ray_kwargs.ray_init.num_cpus="${RAY_NUM_CPUS}" \
+        system.CUDA_VISIBLE_DEVICES="'${gpu_list}'" \
+        actor_rollout_ref.rollout.rollout_filter_value="${filter_value}" \
+        "${common_overrides[@]}" \
+        "${env_overrides[@]}" \
+        "${checkpoint_overrides[@]}" \
+        "${algo_args[@]}" \
+        2>&1 | tee "$log_path"
+    EXIT_CODE=${PIPESTATUS[0]}
+    END=$(date +%s)
+
+    TOTAL_TIME=$((END - START))
+    timing_values=()
+    mapfile -t timing_values < <(
+        python - "$log_path" <<'PY'
+import re
+import sys
+from pathlib import Path
+
+def last(pattern, text):
+    matches = re.findall(pattern, text)
+    return matches[-1] if matches else ""
+
+try:
+    text = Path(sys.argv[1]).read_text(errors="ignore")
+except Exception:
+    text = ""
+
+patterns = [
+    r"timing_s/train_total[:\s]+([\d.]+)",
+    r"timing_s/eval_total[:\s]+([\d.]+)",
+    r"timing_s/total[:\s]+([\d.]+)",
+]
+
+for pattern in patterns:
+    print(last(pattern, text))
+PY
+    )
+    TRAIN_TIME_RAW="${timing_values[0]:-}"
+    EVAL_TIME_RAW="${timing_values[1]:-}"
+    TOTAL_TIME_RAW="${timing_values[2]:-}"
+    TRAIN_TIME=$([ -n "$TRAIN_TIME_RAW" ] && printf "%.2f" "$TRAIN_TIME_RAW" || echo "N/A")
+    EVAL_TIME=$([ -n "$EVAL_TIME_RAW" ] && printf "%.2f" "$EVAL_TIME_RAW" || echo "N/A")
+    TOTAL_TIME_METRIC=$([ -n "$TOTAL_TIME_RAW" ] && printf "%.2f" "$TOTAL_TIME_RAW" || echo "N/A")
+
+    local status="success"
+    local error_line=""
+    if [ $EXIT_CODE -ne 0 ]; then
+        status="fail"
+        error_line=$(tail -2 "$log_path" | tr '\n' ' ')
+    fi
+
+    local gpu_label
+    gpu_label=$(get_gpu_label_for_list "$gpu_list")
+    local summary_line="task=${task} | algo=${algo} | filter=${filter} | model=${model_name} | steps=${STEPS} | filter=${filter_strategy}:${filter_value} | train_time=${TRAIN_TIME}s | eval_time=${EVAL_TIME}s | total_time=${TOTAL_TIME_METRIC}s | wall_time=${TOTAL_TIME}s | gpu=${gpu_label} | status=${status}"
+    echo "${summary_line}" > "${task_dir}/${name}.result"
+    echo "${summary_line}" | tee -a "$LOG_FILE"
+    if [ "$status" = "fail" ]; then
+        echo "  error: ${error_line}" | tee -a "$LOG_FILE"
+    fi
+    return 0
+}
+
+EXPERIMENTS=()
+GROUP_LABELS=()
+CURRENT_GROUP=""
+
+resolve_filter_selection() {
+    local raw="$1"
+    if [ -z "$raw" ] || [ "$raw" = "all" ]; then
+        SELECTED_FILTERS=("${FILTER_MODES[@]}")
+        return
+    fi
+    IFS=',' read -r -a candidates <<< "$raw"
+    SELECTED_FILTERS=()
+    for candidate in "${candidates[@]}"; do
+        candidate="${candidate// /}"
+        case "$candidate" in
+            filter|nofilter)
+                SELECTED_FILTERS+=("$candidate")
+                ;;
+            "")
+                continue
+                ;;
+            *)
+                echo "Unknown filter mode: $candidate" >&2
+                exit 1
+                ;;
+        esac
+    done
+    if [ ${#SELECTED_FILTERS[@]} -eq 0 ]; then
+        echo "No valid filters selected via --filters" >&2
+        exit 1
+    fi
+}
+
+set_group() {
+    CURRENT_GROUP="$1"
+    GROUP_LABELS+=("$1")
+}
+
+add_experiment() {
+    local task=$1
+    local model_name=$2
+    local filter=$3
+    local config=$4
+    EXPERIMENTS+=("${CURRENT_GROUP}|${task}|${model_name}|${filter}|${config}")
+}
+
+resolve_filter_selection "$FILTERS_OPTION"
+
+for model_name in "${MODEL_NAMES[@]}"; do
+    set_group "Model: ${model_name}"
+    for task in "${TASKS[@]}"; do
+        config=$(get_config_for_task "$task")
+        if [ -z "$config" ]; then
+            echo "Unknown task: $task" >&2
+            exit 1
+        fi
+        for filter in "${SELECTED_FILTERS[@]}"; do
+            add_experiment "$task" "$model_name" "$filter" "$config"
+        done
+    done
+done
+
+QUEUE_FILE=$(mktemp -t ragen_model_size_queue.XXXXXX)
+QUEUE_LOCK="${QUEUE_FILE}.lock"
+echo 0 > "$QUEUE_FILE"
+USE_FLOCK=false
+QUEUE_LOCK_DIR="${QUEUE_LOCK}.d"
+MAIN_PID=$$
+
+cleanup_queue() {
+    if [ "$$" -ne "$MAIN_PID" ]; then
+        return
+    fi
+    rm -f "$QUEUE_FILE" "$QUEUE_LOCK"
+    rmdir "$QUEUE_LOCK_DIR" 2>/dev/null || true
+}
+trap cleanup_queue EXIT
+
+if command -v flock >/dev/null 2>&1; then
+    USE_FLOCK=true
+fi
+
+next_experiment_index() {
+    local idx
+    if [ "$USE_FLOCK" = true ]; then
+        flock -x "$QUEUE_LOCK_FD"
+        idx=$(cat "$QUEUE_FILE")
+        if [ -z "$idx" ]; then
+            idx=0
+        fi
+        if (( idx >= ${#EXPERIMENTS[@]} )); then
+            flock -u "$QUEUE_LOCK_FD"
+            echo -1
+            return
+        fi
+        echo $((idx + 1)) > "$QUEUE_FILE"
+        flock -u "$QUEUE_LOCK_FD"
+        echo "$idx"
+        return
+    fi
+
+    while ! mkdir "$QUEUE_LOCK_DIR" 2>/dev/null; do
+        sleep 0.05
+    done
+    idx=$(cat "$QUEUE_FILE")
+    if [ -z "$idx" ]; then
+        idx=0
+    fi
+    if (( idx >= ${#EXPERIMENTS[@]} )); then
+        rmdir "$QUEUE_LOCK_DIR"
+        echo -1
+        return
+    fi
+    echo $((idx + 1)) > "$QUEUE_FILE"
+    rmdir "$QUEUE_LOCK_DIR"
+    echo "$idx"
+}
+
+run_queue_for_slot() {
+    local gpu_list=$1
+    if [ "$USE_FLOCK" = true ]; then
+        exec {QUEUE_LOCK_FD}>"$QUEUE_LOCK"
+    fi
+    while true; do
+        local idx
+        idx=$(next_experiment_index)
+        if [ "$idx" -lt 0 ]; then
+            break
+        fi
+        local exp="${EXPERIMENTS[$idx]}"
+        IFS='|' read -r exp_group task model_name filter config <<< "$exp"
+        run_experiment "$task" "$model_name" "$filter" "$config" "$gpu_list" || true
+        if [ "$COOLDOWN_SECONDS" -gt 0 ]; then
+            sleep "$COOLDOWN_SECONDS"
+        fi
+    done
+    if [ "$USE_FLOCK" = true ]; then
+        exec {QUEUE_LOCK_FD}>&-
+    fi
+}
+
+pids=()
+for idx in "${!GPU_GROUPS[@]}"; do
+    run_queue_for_slot "${GPU_GROUPS[$idx]}" &
+    pids+=("$!")
+done
+
+for pid in "${pids[@]}"; do
+    wait "$pid"
+done
+
+{
+    echo ""
+    echo "=== Grouped Summary ==="
+    echo "GPU per exp: ${GPUS_PER_EXP}x${GPU_MODEL_LABEL} | Algorithm: PPO | Steps: ${STEPS}"
+    for group_label in "${GROUP_LABELS[@]}"; do
+        echo "=== ${group_label} ==="
+        for exp in "${EXPERIMENTS[@]}"; do
+            IFS='|' read -r exp_group task model_name filter config <<< "$exp"
+            if [ "$exp_group" != "$group_label" ]; then
+                continue
+            fi
+            name="${task}-PPO-${filter}-${model_name}"
+            task_dir="${RESULT_ROOT}/diff_size_${task}"
+            if [ -f "${task_dir}/${name}.result" ]; then
+                cat "${task_dir}/${name}.result"
+            else
+                echo "task=${task} | algo=PPO | filter=${filter} | model=${model_name} | status=missing"
+            fi
+        done
+    done
+} | tee -a "$LOG_FILE"
diff --git a/scripts/runs/run_search_benchmark.sh b/scripts/runs/run_search_benchmark.sh
new file mode 100644
index 0000000000000000000000000000000000000000..977d6f82095c11061dc4d1c750a64785746049e1
--- /dev/null
+++ b/scripts/runs/run_search_benchmark.sh
@@ -0,0 +1,542 @@
+#!/bin/bash
+# Search Benchmark: models × algorithms × filter/no-filter on SearchQA (HotpotQA + Dense Retrieval)
+# Models: Qwen2.5-3B-Instruct, Qwen2.5-7B-Instruct, Llama-3.2-3B-Instruct
+# Algorithms: PPO, GRPO
+# Filtering rule: filter => top_p=0.9, nofilter => top_p=1.0
+
+set -euo pipefail
+
+# Activate ragen conda environment
+eval "$(conda shell.bash hook 2>/dev/null || true)"
+conda activate ragen 2>/dev/null || true
+
+# Use user-writable datasets cache to avoid permission conflicts with root-owned lock files
+export HF_DATASETS_CACHE="${HF_DATASETS_CACHE:-${HOME}/.hf_cache/datasets}"
+
+# Defaults
+STEPS=200
+MODEL_NAMES=("Qwen2.5-3B-Instruct")
+ALGORITHMS=("PPO")
+SAVE_FREQ=-1
+FILTER_STRATEGY="top_p"
+FILTER_VALUE=""
+
+# GPU settings
+GPUS=()
+GPUS_PROVIDED=false
+GPUS_PER_EXP=1
+COOLDOWN_SECONDS=30
+GPU_MEMORY_UTILIZATION=0.6
+TENSOR_PARALLEL_SIZE=1
+MICRO_BATCH_SIZE=""
+MINI_BATCH_SIZE=""
+COLLAPSE_FREQ=""
+RETRIEVAL_PORT=""
+declare -A GPU_LABELS
+
+usage() {
+    echo "Usage: $0 [options]"
+    echo "Options:"
+    echo "  --steps N             Training steps (default: 400)"
+    echo "  --models LIST         Comma-separated model names (default: Qwen2.5-3B-Instruct)"
+    echo "  --algos LIST          Comma-separated algorithms: PPO,GRPO (default: PPO)"
+    echo "  --gpus LIST           Comma-separated GPU IDs (default: auto-detect)"
+    echo "  --gpus-per-exp N      GPUs per experiment (default: 1)"
+    echo "  --cooldown SECONDS    Cooldown between runs on the same GPU group (default: 30)"
+    echo "  --gpu-memory-utilization V  Rollout gpu_memory_utilization (default: 0.6)"
+    echo "  --tp N                Tensor parallel size for vLLM rollout (default: 1)"
+    echo "  --micro-batch N       micro_batch_size_per_gpu override"
+    echo "  --mini-batch N        ppo_mini_batch_size override"
+    echo "  --collapse-freq N     collapse_detection.compute_freq override"
+    echo "  --save-freq N         Checkpoint save frequency (default: -1 to disable saving)"
+    echo "  --retrieval-port N    Retrieval server port (overrides default 8000 in config)"
+    echo "  --filter-strategy S   Rollout filter strategy: top_p, top_k, etc. (default: top_p)"
+    echo "  --filter-value V     Rollout filter value (default: 1.0 for no filtering)"
+    echo "  -h, --help            Show this help"
+    exit 0
+}
+
+while [ $# -gt 0 ]; do
+    case "$1" in
+        --steps) STEPS="$2"; shift 2 ;;
+        --steps=*) STEPS="${1#*=}"; shift ;;
+        --models) IFS=',' read -r -a MODEL_NAMES <<< "$2"; shift 2 ;;
+        --models=*) IFS=',' read -r -a MODEL_NAMES <<< "${1#*=}"; shift ;;
+        --algos) IFS=',' read -r -a ALGORITHMS <<< "$2"; shift 2 ;;
+        --algos=*) IFS=',' read -r -a ALGORITHMS <<< "${1#*=}"; shift ;;
+        --gpus) IFS=',' read -r -a GPUS <<< "$2"; GPUS_PROVIDED=true; shift 2 ;;
+        --gpus=*) IFS=',' read -r -a GPUS <<< "${1#*=}"; GPUS_PROVIDED=true; shift ;;
+        --gpus-per-exp) GPUS_PER_EXP="$2"; shift 2 ;;
+        --gpus-per-exp=*) GPUS_PER_EXP="${1#*=}"; shift ;;
+        --cooldown) COOLDOWN_SECONDS="$2"; shift 2 ;;
+        --cooldown=*) COOLDOWN_SECONDS="${1#*=}"; shift ;;
+        --gpu-memory-utilization) GPU_MEMORY_UTILIZATION="$2"; shift 2 ;;
+        --gpu-memory-utilization=*) GPU_MEMORY_UTILIZATION="${1#*=}"; shift ;;
+        --save-freq) SAVE_FREQ="$2"; shift 2 ;;
+        --save-freq=*) SAVE_FREQ="${1#*=}"; shift ;;
+        --tp) TENSOR_PARALLEL_SIZE="$2"; shift 2 ;;
+        --tp=*) TENSOR_PARALLEL_SIZE="${1#*=}"; shift ;;
+        --micro-batch) MICRO_BATCH_SIZE="$2"; shift 2 ;;
+        --micro-batch=*) MICRO_BATCH_SIZE="${1#*=}"; shift ;;
+        --mini-batch) MINI_BATCH_SIZE="$2"; shift 2 ;;
+        --mini-batch=*) MINI_BATCH_SIZE="${1#*=}"; shift ;;
+        --collapse-freq) COLLAPSE_FREQ="$2"; shift 2 ;;
+        --collapse-freq=*) COLLAPSE_FREQ="${1#*=}"; shift ;;
+        --retrieval-port) RETRIEVAL_PORT="$2"; shift 2 ;;
+        --retrieval-port=*) RETRIEVAL_PORT="${1#*=}"; shift ;;
+        --filter-strategy) FILTER_STRATEGY="$2"; shift 2 ;;
+        --filter-strategy=*) FILTER_STRATEGY="${1#*=}"; shift ;;
+        --filter-value) FILTER_VALUE="$2"; shift 2 ;;
+        --filter-value=*) FILTER_VALUE="${1#*=}"; shift ;;
+        -h|--help) usage ;;
+        *) echo "Unknown argument: $1"; usage ;;
+    esac
+done
+
+# Default filter value: 1.0 (no filtering) if not specified
+if [ -z "$FILTER_VALUE" ]; then
+    FILTER_VALUE=1.0
+fi
+
+# Derive a short filter label for experiment naming / logs
+if [ "$FILTER_VALUE" = "1.0" ] || [ "$FILTER_VALUE" = "1" ]; then
+    FILTER_LABEL="nofilter"
+else
+    FILTER_LABEL="${FILTER_STRATEGY}${FILTER_VALUE}"
+fi
+
+# Fixed: search task config
+CONFIG="_9_search"
+
+# Map model names to HuggingFace paths
+get_model_path() {
+    if [[ "$1" == *"/"* ]]; then
+        echo "$1"
+        return
+    fi
+    case "$1" in
+        Qwen2.5-3B-Instruct) echo "Qwen/Qwen2.5-3B-Instruct" ;;
+        Qwen2.5-7B-Instruct) echo "Qwen/Qwen2.5-7B-Instruct" ;;
+        Llama-3.2-3B-Instruct) echo "meta-llama/Llama-3.2-3B-Instruct" ;;
+        *) echo "Qwen/$1" ;;
+    esac
+}
+
+# Algorithm-specific overrides
+get_algo_overrides() {
+    case "$1" in
+        PPO)
+            echo "algorithm.adv_estimator=gae actor_rollout_ref.actor.loss_agg_mode=token-mean"
+            ;;
+        GRPO)
+            echo "algorithm.adv_estimator=grpo algorithm.norm_adv_by_std_in_grpo=True actor_rollout_ref.actor.loss_agg_mode=seq-mean-token-mean"
+            ;;
+        *)
+            echo ""
+            ;;
+    esac
+}
+
+# Auto-detect GPUs
+if [ "$GPUS_PROVIDED" = false ]; then
+    if command -v nvidia-smi >/dev/null 2>&1; then
+        GPU_COUNT=$(nvidia-smi -L 2>/dev/null | wc -l | tr -d ' ')
+        if [[ "$GPU_COUNT" =~ ^[0-9]+$ ]] && [ "$GPU_COUNT" -gt 0 ]; then
+            GPUS=()
+            for ((i=0; i<GPU_COUNT; i++)); do
+                GPUS+=("$i")
+            done
+        fi
+    fi
+    if [ ${#GPUS[@]} -eq 0 ]; then
+        echo "Warning: failed to auto-detect GPUs, falling back to 0-7" >&2
+        GPUS=(0 1 2 3 4 5 6 7)
+    fi
+fi
+
+if ! [[ "$GPUS_PER_EXP" =~ ^[0-9]+$ ]] || [ "$GPUS_PER_EXP" -lt 1 ]; then
+    echo "Error: --gpus-per-exp must be a positive integer"
+    exit 1
+fi
+if (( ${#GPUS[@]} < GPUS_PER_EXP )); then
+    echo "Error: --gpus-per-exp (${GPUS_PER_EXP}) exceeds available GPUs (${#GPUS[@]})"
+    exit 1
+fi
+if (( ${#GPUS[@]} % GPUS_PER_EXP != 0 )); then
+    echo "Error: GPU count (${#GPUS[@]}) must be divisible by --gpus-per-exp (${GPUS_PER_EXP})"
+    exit 1
+fi
+
+GPU_GROUPS=()
+for ((i=0; i<${#GPUS[@]}; i+=GPUS_PER_EXP)); do
+    group="${GPUS[$i]}"
+    for ((j=1; j<GPUS_PER_EXP; j++)); do
+        group+=",${GPUS[$((i+j))]}"
+    done
+    GPU_GROUPS+=("$group")
+done
+NUM_SLOTS=${#GPU_GROUPS[@]}
+
+short_gpu_name() {
+    local name="$1"
+    local cleaned
+    cleaned=$(echo "$name" | sed -E 's/^NVIDIA //; s/^Tesla //; s/^GeForce //; s/^Quadro //; s/^RTX //')
+    if [[ "$cleaned" =~ (B[0-9]{2,3}|H[0-9]{2,3}|A[0-9]{2,3}|L[0-9]{2,3}|V100|T4|P100|K80) ]]; then
+        echo "${BASH_REMATCH[1]}"
+        return
+    fi
+    echo "${cleaned%% *}"
+}
+
+get_gpu_label() {
+    local gpu_id="$1"
+    if [ -n "${GPU_LABELS[$gpu_id]+x}" ]; then
+        echo "${GPU_LABELS[$gpu_id]}"
+        return
+    fi
+    local name=""
+    if command -v nvidia-smi >/dev/null 2>&1; then
+        name=$(nvidia-smi --query-gpu=name --format=csv,noheader -i "$gpu_id" 2>/dev/null | head -1)
+    fi
+    if [ -z "$name" ]; then
+        GPU_LABELS[$gpu_id]="1xGPU${gpu_id}"
+        echo "${GPU_LABELS[$gpu_id]}"
+        return
+    fi
+    local short
+    short=$(short_gpu_name "$name")
+    GPU_LABELS[$gpu_id]="1x${short}"
+    echo "${GPU_LABELS[$gpu_id]}"
+}
+
+get_gpu_model_label() {
+    local models=()
+    local id label model
+    for id in "${GPUS[@]}"; do
+        label=$(get_gpu_label "$id")
+        model="${label#1x}"
+        models+=("$model")
+    done
+    local unique_models=()
+    local m found
+    for m in "${models[@]}"; do
+        found=false
+        for u in "${unique_models[@]}"; do
+            if [ "$u" = "$m" ]; then
+                found=true
+                break
+            fi
+        done
+        if [ "$found" = false ]; then
+            unique_models+=("$m")
+        fi
+    done
+    if [ ${#unique_models[@]} -eq 1 ]; then
+        echo "${unique_models[0]}"
+    else
+        echo "mixed"
+    fi
+}
+
+get_gpu_label_for_list() {
+    local gpu_list="$1"
+    IFS=',' read -r -a ids <<< "$gpu_list"
+    local count=${#ids[@]}
+    if [ "$count" -eq 0 ]; then
+        echo "0xGPU"
+        return
+    fi
+    local first_model
+    first_model="$(get_gpu_label "${ids[0]}")"
+    first_model="${first_model#1x}"
+    local id model
+    for id in "${ids[@]:1}"; do
+        model="$(get_gpu_label "$id")"
+        model="${model#1x}"
+        if [ "$model" != "$first_model" ]; then
+            echo "${count}xmixed"
+            return
+        fi
+    done
+    echo "${count}x${first_model}"
+}
+
+GPU_MODEL_LABEL=$(get_gpu_model_label)
+GPU_LOG_LABEL="${GPUS_PER_EXP}x${GPU_MODEL_LABEL}"
+LOG_DIR="logs/search_benchmark"
+LOG_FILE="logs/search_benchmark.log"
+RESULT_ROOT="logs/search_benchmark"
+CHECKPOINT_ROOT="model_saving/search_benchmark"
+
+mkdir -p "$LOG_DIR"
+mkdir -p "$RESULT_ROOT"
+mkdir -p "$CHECKPOINT_ROOT"
+
+echo "=== Search Benchmark Runner: $(date) ===" | tee "$LOG_FILE"
+echo "Models: ${MODEL_NAMES[*]} | Algos: ${ALGORITHMS[*]} | Filter: ${FILTER_STRATEGY}:${FILTER_VALUE} | Steps: ${STEPS} | GPU per exp: ${GPUS_PER_EXP}x${GPU_MODEL_LABEL}" | tee -a "$LOG_FILE"
+echo "GPUS: ${GPUS[*]} | groups: ${GPU_GROUPS[*]} | cooldown=${COOLDOWN_SECONDS}s" | tee -a "$LOG_FILE"
+
+run_experiment() {
+    local model_name=$1
+    local algo=$2
+    local gpu_list=$3
+
+    local model_path
+    model_path=$(get_model_path "$model_name")
+
+    local filter_strategy="$FILTER_STRATEGY"
+    local filter_value="$FILTER_VALUE"
+
+    local common_overrides=(
+        "actor_rollout_ref.actor.use_kl_loss=False"
+        "actor_rollout_ref.actor.kl_loss_type=low-var-kl"
+        "actor_rollout_ref.actor.kl_loss_coef=0.001"
+        "actor_rollout_ref.actor.entropy_coeff=0.001"
+        "actor_rollout_ref.actor.entropy_from_logits_with_chunking=True"
+        "actor_rollout_ref.actor.filter_loss_scaling=none"
+        "actor_rollout_ref.rollout.gpu_memory_utilization=${GPU_MEMORY_UTILIZATION}"
+        "actor_rollout_ref.rollout.tensor_model_parallel_size=${TENSOR_PARALLEL_SIZE}"
+    )
+
+    if [ -n "$MICRO_BATCH_SIZE" ]; then
+        common_overrides+=("micro_batch_size_per_gpu=${MICRO_BATCH_SIZE}")
+    fi
+    if [ -n "$MINI_BATCH_SIZE" ]; then
+        common_overrides+=("ppo_mini_batch_size=${MINI_BATCH_SIZE}")
+    fi
+    if [ -n "$COLLAPSE_FREQ" ]; then
+        common_overrides+=("collapse_detection.compute_freq=${COLLAPSE_FREQ}")
+    fi
+
+    local checkpoint_overrides=(
+        "actor_rollout_ref.actor.checkpoint.save_contents=[model]"
+        "critic.checkpoint.save_contents=[model]"
+    )
+
+    local retrieval_overrides=()
+    if [ -n "$RETRIEVAL_PORT" ]; then
+        retrieval_overrides+=("+custom_envs.SearchQA.env_config.retrieval_server_url=http://127.0.0.1:${RETRIEVAL_PORT}")
+    fi
+
+    local algo_overrides
+    algo_overrides=$(get_algo_overrides "$algo")
+    read -r -a algo_args <<< "$algo_overrides"
+
+    local name="search-${algo}-${FILTER_LABEL}-${model_name}"
+    local log_path="${LOG_DIR}/${name}.log"
+    local checkpoint_dir="${CHECKPOINT_ROOT}/${model_name}/${algo}/${FILTER_LABEL}/${name}"
+    local gpus_per_exp
+    IFS=',' read -r -a gpu_ids <<< "$gpu_list"
+    gpus_per_exp=${#gpu_ids[@]}
+
+    # Limit Ray CPU workers to avoid spawning hundreds of idle workers (default: 8 per GPU)
+    local ray_num_cpus=$((gpus_per_exp * 8))
+    common_overrides+=("ray_kwargs.ray_init.num_cpus=${ray_num_cpus}")
+
+    mkdir -p "${checkpoint_dir}"
+    START=$(date +%s)
+    CUDA_VISIBLE_DEVICES="${gpu_list}" python train.py --config-name "$CONFIG" \
+        model_path="${model_path}" \
+        trainer.project_name="ragen_search_benchmark" \
+        trainer.total_training_steps="${STEPS}" \
+        trainer.experiment_name="${name}" \
+        trainer.save_freq="${SAVE_FREQ}" \
+        trainer.default_local_dir="${checkpoint_dir}" \
+        trainer.logger="['console','wandb']" \
+        trainer.val_before_train=True \
+        trainer.n_gpus_per_node="${gpus_per_exp}" \
+        system.CUDA_VISIBLE_DEVICES="'${gpu_list}'" \
+        actor_rollout_ref.rollout.rollout_filter_strategy="${filter_strategy}" \
+        actor_rollout_ref.rollout.rollout_filter_value="${filter_value}" \
+        "${common_overrides[@]}" \
+        "${checkpoint_overrides[@]}" \
+        "${retrieval_overrides[@]}" \
+        "${algo_args[@]}" \
+        2>&1 | tee "$log_path"
+    EXIT_CODE=${PIPESTATUS[0]}
+    END=$(date +%s)
+
+    TOTAL_TIME=$((END - START))
+    timing_values=()
+    mapfile -t timing_values < <(
+        python - "$log_path" <<'PY'
+import re
+import sys
+from pathlib import Path
+
+def last(pattern, text):
+    matches = re.findall(pattern, text)
+    return matches[-1] if matches else ""
+
+try:
+    text = Path(sys.argv[1]).read_text(errors="ignore")
+except Exception:
+    text = ""
+
+patterns = [
+    r"timing_s/train_total[:\s]+([\d.]+)",
+    r"timing_s/eval_total[:\s]+([\d.]+)",
+    r"timing_s/total[:\s]+([\d.]+)",
+]
+
+for pattern in patterns:
+    print(last(pattern, text))
+PY
+    )
+    TRAIN_TIME_RAW="${timing_values[0]:-}"
+    EVAL_TIME_RAW="${timing_values[1]:-}"
+    TOTAL_TIME_RAW="${timing_values[2]:-}"
+    TRAIN_TIME=$([ -n "$TRAIN_TIME_RAW" ] && printf "%.2f" "$TRAIN_TIME_RAW" || echo "N/A")
+    EVAL_TIME=$([ -n "$EVAL_TIME_RAW" ] && printf "%.2f" "$EVAL_TIME_RAW" || echo "N/A")
+    TOTAL_TIME_METRIC=$([ -n "$TOTAL_TIME_RAW" ] && printf "%.2f" "$TOTAL_TIME_RAW" || echo "N/A")
+
+    local status="success"
+    local error_line=""
+    if [ $EXIT_CODE -ne 0 ]; then
+        status="fail"
+        error_line=$(tail -2 "$log_path" | tr '\n' ' ')
+    fi
+
+    local gpu_label
+    gpu_label=$(get_gpu_label_for_list "$gpu_list")
+    local summary_line="task=search | algo=${algo} | filter=${FILTER_LABEL} | model=${model_name} | steps=${STEPS} | strategy=${filter_strategy}:${filter_value} | train_time=${TRAIN_TIME}s | eval_time=${EVAL_TIME}s | total_time=${TOTAL_TIME_METRIC}s | wall_time=${TOTAL_TIME}s | gpu=${gpu_label} | status=${status}"
+    echo "${summary_line}" > "${LOG_DIR}/${name}.result"
+    echo "${summary_line}" | tee -a "$LOG_FILE"
+    if [ "$status" = "fail" ]; then
+        echo "  error: ${error_line}" | tee -a "$LOG_FILE"
+    fi
+    return 0
+}
+
+EXPERIMENTS=()
+GROUP_LABELS=()
+CURRENT_GROUP=""
+
+set_group() {
+    CURRENT_GROUP="$1"
+    GROUP_LABELS+=("$1")
+}
+
+add_experiment() {
+    local model_name=$1
+    local algo=$2
+    EXPERIMENTS+=("${CURRENT_GROUP}|${model_name}|${algo}")
+}
+
+# Build experiment list: models × algos (filter is a global setting)
+for model_name in "${MODEL_NAMES[@]}"; do
+    for algo in "${ALGORITHMS[@]}"; do
+        set_group "${model_name} / ${algo}"
+        add_experiment "$model_name" "$algo"
+    done
+done
+
+QUEUE_FILE=$(mktemp -t ragen_search_bench_queue.XXXXXX)
+QUEUE_LOCK="${QUEUE_FILE}.lock"
+echo 0 > "$QUEUE_FILE"
+USE_FLOCK=false
+QUEUE_LOCK_DIR="${QUEUE_LOCK}.d"
+MAIN_PID=$$
+
+cleanup_queue() {
+    if [ "$$" -ne "$MAIN_PID" ]; then
+        return
+    fi
+    rm -f "$QUEUE_FILE" "$QUEUE_LOCK"
+    rmdir "$QUEUE_LOCK_DIR" 2>/dev/null || true
+}
+trap cleanup_queue EXIT
+
+if command -v flock >/dev/null 2>&1; then
+    USE_FLOCK=true
+fi
+
+next_experiment_index() {
+    local idx
+    if [ "$USE_FLOCK" = true ]; then
+        flock -x "$QUEUE_LOCK_FD"
+        idx=$(cat "$QUEUE_FILE")
+        if [ -z "$idx" ]; then
+            idx=0
+        fi
+        if (( idx >= ${#EXPERIMENTS[@]} )); then
+            flock -u "$QUEUE_LOCK_FD"
+            echo -1
+            return
+        fi
+        echo $((idx + 1)) > "$QUEUE_FILE"
+        flock -u "$QUEUE_LOCK_FD"
+        echo "$idx"
+        return
+    fi
+
+    while ! mkdir "$QUEUE_LOCK_DIR" 2>/dev/null; do
+        sleep 0.05
+    done
+    idx=$(cat "$QUEUE_FILE")
+    if [ -z "$idx" ]; then
+        idx=0
+    fi
+    if (( idx >= ${#EXPERIMENTS[@]} )); then
+        rmdir "$QUEUE_LOCK_DIR"
+        echo -1
+        return
+    fi
+    echo $((idx + 1)) > "$QUEUE_FILE"
+    rmdir "$QUEUE_LOCK_DIR"
+    echo "$idx"
+}
+
+run_queue_for_slot() {
+    local gpu_list=$1
+    if [ "$USE_FLOCK" = true ]; then
+        exec {QUEUE_LOCK_FD}>"$QUEUE_LOCK"
+    fi
+    while true; do
+        local idx
+        idx=$(next_experiment_index)
+        if [ "$idx" -lt 0 ]; then
+            break
+        fi
+        local exp="${EXPERIMENTS[$idx]}"
+        IFS='|' read -r exp_group model_name algo <<< "$exp"
+        run_experiment "$model_name" "$algo" "$gpu_list" || true
+        if [ "$COOLDOWN_SECONDS" -gt 0 ]; then
+            sleep "$COOLDOWN_SECONDS"
+        fi
+    done
+    if [ "$USE_FLOCK" = true ]; then
+        exec {QUEUE_LOCK_FD}>&-
+    fi
+}
+
+pids=()
+for idx in "${!GPU_GROUPS[@]}"; do
+    run_queue_for_slot "${GPU_GROUPS[$idx]}" &
+    pids+=("$!")
+done
+
+for pid in "${pids[@]}"; do
+    wait "$pid"
+done
+
+{
+    echo ""
+    echo "=== Grouped Summary ==="
+    echo "GPU per exp: ${GPUS_PER_EXP}x${GPU_MODEL_LABEL} | Steps: ${STEPS}"
+    for group_label in "${GROUP_LABELS[@]}"; do
+        echo "=== ${group_label} ==="
+        for exp in "${EXPERIMENTS[@]}"; do
+            IFS='|' read -r exp_group model_name algo <<< "$exp"
+            if [ "$exp_group" != "$group_label" ]; then
+                continue
+            fi
+            name="search-${algo}-${FILTER_LABEL}-${model_name}"
+            if [ -f "${LOG_DIR}/${name}.result" ]; then
+                cat "${LOG_DIR}/${name}.result"
+            else
+                echo "task=search | algo=${algo} | filter=${FILTER_LABEL} | model=${model_name} | status=missing"
+            fi
+        done
+    done
+} | tee -a "$LOG_FILE"
diff --git a/scripts/runs/run_sokoban_ppo_filter_grad_analysis.sh b/scripts/runs/run_sokoban_ppo_filter_grad_analysis.sh
new file mode 100644
index 0000000000000000000000000000000000000000..68dda1d9b8b614086f7015a898f8253b4f1c22f0
--- /dev/null
+++ b/scripts/runs/run_sokoban_ppo_filter_grad_analysis.sh
@@ -0,0 +1,205 @@
+#!/bin/bash
+# Runner for Sokoban PPO/GRPO with top-p=0.9 filtering plus periodic
+# gradient-analysis passes during training.
+#
+# This intentionally stays close to scripts/runs/run_main_table_diff_algo.sh:
+# - task: sokoban
+# - algo: PPO or GRPO
+# - filter: top_p=0.9
+# - model: Qwen2.5-3B
+# - train batch: 8 groups x 16 samples (same as the main-table setup)
+# - gradient-analysis batch: 128 groups x 16 samples
+#
+# Validation policy:
+# - one validation before training
+# - periodic validation every 10 steps
+#
+# Gradient-analysis policy:
+# - run gradient analysis every 50 steps
+# - current trainer trigger is step 1, 51, 101, ...
+# - do not exit after the analysis step
+
+set -euo pipefail
+
+STEPS=101
+SAVE_FREQ=100
+GPU_MEMORY_UTILIZATION=0.3
+RAY_NUM_CPUS=16
+PPO_MICRO_BATCH_SIZE_PER_GPU=4
+LOG_PROB_MICRO_BATCH_SIZE_PER_GPU=4
+GPUS=()
+GPUS_PROVIDED=false
+
+MODEL_NAME="Qwen2.5-3B"
+MODEL_PATH="Qwen/${MODEL_NAME}"
+TASK="sokoban"
+ALGO="PPO"
+FILTER_LABEL="filter"
+FILTER_VALUE="0.9"
+GROUP_SIZE=16
+ENV_GROUPS=8
+ANALYSIS_GROUP_SIZE=16
+ANALYSIS_ENV_GROUPS=128
+CONFIG_NAME="_2_sokoban"
+
+normalize_algo() {
+    case "$1" in
+        PPO|ppo) echo "PPO" ;;
+        GRPO|grpo) echo "GRPO" ;;
+        *)
+            echo "Error: unsupported --algo '$1'. Supported values: PPO, GRPO" >&2
+            exit 1
+            ;;
+    esac
+}
+
+get_algo_overrides() {
+    case "$1" in
+        PPO)
+            echo "algorithm.adv_estimator=gae actor_rollout_ref.actor.loss_agg_mode=token-mean"
+            ;;
+        GRPO)
+            echo "algorithm.adv_estimator=grpo algorithm.norm_adv_by_std_in_grpo=True actor_rollout_ref.actor.loss_agg_mode=seq-mean-token-mean"
+            ;;
+        *)
+            echo "Error: unsupported algorithm '$1'" >&2
+            exit 1
+            ;;
+    esac
+}
+
+usage() {
+    echo "Usage: $0 [options]"
+    echo "Options:"
+    echo "  --algo NAME                 Training algorithm: PPO or GRPO (default: PPO)"
+    echo "  --steps N                    Training steps (default: 101)"
+    echo "  --gpus LIST                  Comma-separated GPU IDs (default: auto-detect)"
+    echo "  --gpu-memory-utilization V   Rollout gpu_memory_utilization (default: 0.3)"
+    echo "  --ray-num-cpus N             Max CPUs for ray.init (default: 16)"
+    echo "  --ppo-micro-batch-size-per-gpu N      PPO micro batch size per GPU for actor/critic (default: 4)"
+    echo "  --log-prob-micro-batch-size-per-gpu N log-prob micro batch size per GPU for ref/rollout (default: 4)"
+    echo "  --save-freq N                Checkpoint save frequency (default: 100)"
+    echo "  -h, --help                   Show this help"
+    exit 0
+}
+
+while [ $# -gt 0 ]; do
+    case "$1" in
+        --algo) ALGO="$(normalize_algo "$2")"; shift 2 ;;
+        --algo=*) ALGO="$(normalize_algo "${1#*=}")"; shift ;;
+        --steps) STEPS="$2"; shift 2 ;;
+        --steps=*) STEPS="${1#*=}"; shift ;;
+        --gpus) IFS=',' read -r -a GPUS <<< "$2"; GPUS_PROVIDED=true; shift 2 ;;
+        --gpus=*) IFS=',' read -r -a GPUS <<< "${1#*=}"; GPUS_PROVIDED=true; shift ;;
+        --gpu-memory-utilization) GPU_MEMORY_UTILIZATION="$2"; shift 2 ;;
+        --gpu-memory-utilization=*) GPU_MEMORY_UTILIZATION="${1#*=}"; shift ;;
+        --ray-num-cpus) RAY_NUM_CPUS="$2"; shift 2 ;;
+        --ray-num-cpus=*) RAY_NUM_CPUS="${1#*=}"; shift ;;
+        --ppo-micro-batch-size-per-gpu) PPO_MICRO_BATCH_SIZE_PER_GPU="$2"; shift 2 ;;
+        --ppo-micro-batch-size-per-gpu=*) PPO_MICRO_BATCH_SIZE_PER_GPU="${1#*=}"; shift ;;
+        --log-prob-micro-batch-size-per-gpu) LOG_PROB_MICRO_BATCH_SIZE_PER_GPU="$2"; shift 2 ;;
+        --log-prob-micro-batch-size-per-gpu=*) LOG_PROB_MICRO_BATCH_SIZE_PER_GPU="${1#*=}"; shift ;;
+        --save-freq) SAVE_FREQ="$2"; shift 2 ;;
+        --save-freq=*) SAVE_FREQ="${1#*=}"; shift ;;
+        -h|--help) usage ;;
+        *) echo "Unknown argument: $1"; usage ;;
+    esac
+done
+
+if [ "$GPUS_PROVIDED" = false ]; then
+    if command -v nvidia-smi >/dev/null 2>&1; then
+        GPU_COUNT=$(nvidia-smi -L 2>/dev/null | wc -l | tr -d ' ')
+        if [[ "$GPU_COUNT" =~ ^[0-9]+$ ]] && [ "$GPU_COUNT" -gt 0 ]; then
+            GPUS=()
+            for ((i=0; i<GPU_COUNT; i++)); do
+                GPUS+=("$i")
+            done
+        fi
+    fi
+    if [ ${#GPUS[@]} -eq 0 ]; then
+        echo "Warning: failed to auto-detect GPUs, falling back to 0-7" >&2
+        GPUS=(0 1 2 3 4 5 6 7)
+    fi
+fi
+
+if ! [[ "$RAY_NUM_CPUS" =~ ^[0-9]+$ ]] || [ "$RAY_NUM_CPUS" -lt 1 ]; then
+    echo "Error: --ray-num-cpus must be a positive integer" >&2
+    exit 1
+fi
+if ! [[ "$PPO_MICRO_BATCH_SIZE_PER_GPU" =~ ^[0-9]+$ ]] || [ "$PPO_MICRO_BATCH_SIZE_PER_GPU" -lt 1 ]; then
+    echo "Error: --ppo-micro-batch-size-per-gpu must be a positive integer" >&2
+    exit 1
+fi
+if ! [[ "$LOG_PROB_MICRO_BATCH_SIZE_PER_GPU" =~ ^[0-9]+$ ]] || [ "$LOG_PROB_MICRO_BATCH_SIZE_PER_GPU" -lt 1 ]; then
+    echo "Error: --log-prob-micro-batch-size-per-gpu must be a positive integer" >&2
+    exit 1
+fi
+
+ALGO_OVERRIDES=$(get_algo_overrides "$ALGO")
+read -r -a ALGO_ARGS <<< "$ALGO_OVERRIDES"
+
+GPU_LIST=$(IFS=,; echo "${GPUS[*]}")
+NUM_GPUS=${#GPUS[@]}
+if [ "$NUM_GPUS" -lt 1 ]; then
+    echo "Error: no GPUs available" >&2
+    exit 1
+fi
+
+EXP_NAME="${TASK}-${ALGO}-${FILTER_LABEL}-topp09-${MODEL_NAME}-train${ENV_GROUPS}x${GROUP_SIZE}-analysis${ANALYSIS_ENV_GROUPS}x${ANALYSIS_GROUP_SIZE}-grad-every50"
+LOG_DIR="logs/gradient_analysis_${TASK}_${MODEL_NAME}"
+CHECKPOINT_DIR="model_saving/gradient_analysis/${TASK}/${ALGO}/${FILTER_LABEL}/${EXP_NAME}"
+LOG_PATH="${LOG_DIR}/${EXP_NAME}.log"
+
+mkdir -p "$LOG_DIR"
+mkdir -p "$CHECKPOINT_DIR"
+
+echo "=== Gradient Analysis Runner: $(date) ===" | tee "$LOG_PATH"
+echo "task=${TASK} algo=${ALGO} filter=top_p:${FILTER_VALUE} model=${MODEL_NAME} steps=${STEPS} gpus=${GPU_LIST}" | tee -a "$LOG_PATH"
+echo "train_group_size=${GROUP_SIZE} train_env_groups=${ENV_GROUPS} analysis_group_size=${ANALYSIS_GROUP_SIZE} analysis_env_groups=${ANALYSIS_ENV_GROUPS} gradient_analysis_every=50 exit_after_gradient_analysis=False" | tee -a "$LOG_PATH"
+echo "ppo_micro_batch_per_gpu=${PPO_MICRO_BATCH_SIZE_PER_GPU} log_prob_micro_batch_per_gpu=${LOG_PROB_MICRO_BATCH_SIZE_PER_GPU}" | tee -a "$LOG_PATH"
+
+CUDA_VISIBLE_DEVICES="${GPU_LIST}" python train.py --config-name "${CONFIG_NAME}" \
+    model_path="${MODEL_PATH}" \
+    trainer.project_name="ragen_gradient_analysis" \
+    trainer.experiment_name="${EXP_NAME}" \
+    trainer.total_training_steps="${STEPS}" \
+    trainer.save_freq="${SAVE_FREQ}" \
+    trainer.default_local_dir="${CHECKPOINT_DIR}" \
+    trainer.logger="['console','wandb']" \
+    trainer.val_before_train=True \
+    trainer.test_freq=10 \
+    trainer.n_gpus_per_node="${NUM_GPUS}" \
+    ray_kwargs.ray_init.num_cpus="${RAY_NUM_CPUS}" \
+    system.CUDA_VISIBLE_DEVICES="'${GPU_LIST}'" \
+    es_manager.train.env_groups="${ENV_GROUPS}" \
+    es_manager.train.group_size="${GROUP_SIZE}" \
+    es_manager.train.env_configs.n_groups="[${ENV_GROUPS}]" \
+    actor_rollout_ref.actor.ppo_micro_batch_size_per_gpu="${PPO_MICRO_BATCH_SIZE_PER_GPU}" \
+    actor_rollout_ref.actor.use_kl_loss=False \
+    actor_rollout_ref.actor.kl_loss_type=low_var_kl \
+    actor_rollout_ref.actor.kl_loss_coef=0.001 \
+    actor_rollout_ref.actor.entropy_coeff=0.001 \
+    actor_rollout_ref.actor.entropy_from_logits_with_chunking=True \
+    actor_rollout_ref.actor.filter_loss_scaling=none \
+    actor_rollout_ref.ref.log_prob_micro_batch_size_per_gpu="${LOG_PROB_MICRO_BATCH_SIZE_PER_GPU}" \
+    actor_rollout_ref.rollout.log_prob_micro_batch_size_per_gpu="${LOG_PROB_MICRO_BATCH_SIZE_PER_GPU}" \
+    actor_rollout_ref.rollout.gpu_memory_utilization="${GPU_MEMORY_UTILIZATION}" \
+    actor_rollout_ref.rollout.rollout_filter_value="${FILTER_VALUE}" \
+    actor_rollout_ref.rollout.rollout_filter_strategy=top_p \
+    actor_rollout_ref.rollout.rollout_filter_top_p_prob_mode=linear \
+    actor_rollout_ref.rollout.rollout_filter_type=largest \
+    actor_rollout_ref.rollout.rollout_filter_metric=reward_variance \
+    actor_rollout_ref.rollout.rollout_filter_include_zero=False \
+    actor_rollout_ref.actor.checkpoint.save_contents=[model] \
+    critic.ppo_micro_batch_size_per_gpu="${PPO_MICRO_BATCH_SIZE_PER_GPU}" \
+    critic.checkpoint.save_contents=[model] \
+    trainer.gradient_analysis_mode=True \
+    trainer.gradient_analysis_every=50 \
+    trainer.gradient_analysis_env_groups="${ANALYSIS_ENV_GROUPS}" \
+    trainer.gradient_analysis_group_size="${ANALYSIS_GROUP_SIZE}" \
+    trainer.gradient_analysis_log_prefilter=True \
+    trainer.exit_after_gradient_analysis=False \
+    actor_rollout_ref.rollout.gradient_analysis_num_buckets=6 \
+    actor_rollout_ref.rollout.gradient_analysis_bucket_mode=quantile \
+    "${ALGO_ARGS[@]}" \
+    2>&1 | tee -a "$LOG_PATH"
diff --git a/scripts/runs/run_sokoban_ppo_filter_grad_analysis_probe_ckpt.sh b/scripts/runs/run_sokoban_ppo_filter_grad_analysis_probe_ckpt.sh
new file mode 100644
index 0000000000000000000000000000000000000000..d1697d7396899ef61c61bfdb0c41e3896ce5dc7e
--- /dev/null
+++ b/scripts/runs/run_sokoban_ppo_filter_grad_analysis_probe_ckpt.sh
@@ -0,0 +1,244 @@
+#!/bin/bash
+# Probe a saved Sokoban PPO/GRPO checkpoint with gradient analysis only.
+#
+# This script resumes from an existing `global_step_*` checkpoint directory and:
+# - does not update critic or actor
+# - runs one gradient-analysis pass
+# - logs both post-filter and pre-filter grad metrics
+#
+# By default it targets the checkpoint layout produced by
+# scripts/runs/run_sokoban_ppo_filter_grad_analysis.sh.
+
+set -euo pipefail
+
+GPU_MEMORY_UTILIZATION=0.3
+RAY_NUM_CPUS=16
+PPO_MICRO_BATCH_SIZE_PER_GPU=4
+LOG_PROB_MICRO_BATCH_SIZE_PER_GPU=4
+GPUS=()
+GPUS_PROVIDED=false
+
+MODEL_NAME="Qwen2.5-3B"
+MODEL_PATH="Qwen/${MODEL_NAME}"
+TASK="sokoban"
+ALGO="PPO"
+FILTER_LABEL="filter"
+FILTER_VALUE="0.9"
+GROUP_SIZE=16
+ENV_GROUPS=8
+ANALYSIS_GROUP_SIZE=16
+ANALYSIS_ENV_GROUPS=128
+CONFIG_NAME="_2_sokoban"
+
+CHECKPOINT_STEP=101
+CHECKPOINT_ROOT=""
+RESUME_FROM_PATH=""
+VAL_BEFORE_TRAIN=false
+
+normalize_algo() {
+    case "$1" in
+        PPO|ppo) echo "PPO" ;;
+        GRPO|grpo) echo "GRPO" ;;
+        *)
+            echo "Error: unsupported --algo '$1'. Supported values: PPO, GRPO" >&2
+            exit 1
+            ;;
+    esac
+}
+
+get_algo_overrides() {
+    case "$1" in
+        PPO)
+            echo "algorithm.adv_estimator=gae actor_rollout_ref.actor.loss_agg_mode=token-mean"
+            ;;
+        GRPO)
+            echo "algorithm.adv_estimator=grpo algorithm.norm_adv_by_std_in_grpo=True actor_rollout_ref.actor.loss_agg_mode=seq-mean-token-mean"
+            ;;
+        *)
+            echo "Error: unsupported algorithm '$1'" >&2
+            exit 1
+            ;;
+    esac
+}
+
+usage() {
+    echo "Usage: $0 [options]"
+    echo "Options:"
+    echo "  --algo NAME                        Training algorithm of the checkpoint: PPO or GRPO (default: PPO)"
+    echo "  --checkpoint-step N                Checkpoint step to probe (default: 101)"
+    echo "  --checkpoint-root DIR              Root directory containing global_step_* checkpoints"
+    echo "  --resume-from-path DIR             Exact global_step_* directory to probe"
+    echo "  --with-val                         Run validation before the gradient-analysis probe"
+    echo "  --gpus LIST                        Comma-separated GPU IDs (default: auto-detect)"
+    echo "  --gpu-memory-utilization V         Rollout gpu_memory_utilization (default: 0.3)"
+    echo "  --ray-num-cpus N                   Max CPUs for ray.init (default: 16)"
+    echo "  --ppo-micro-batch-size-per-gpu N   PPO micro batch size per GPU for actor/critic (default: 4)"
+    echo "  --log-prob-micro-batch-size-per-gpu N"
+    echo "                                     Log-prob micro batch size per GPU for ref/rollout (default: 4)"
+    echo "  -h, --help                         Show this help"
+    exit 0
+}
+
+while [ $# -gt 0 ]; do
+    case "$1" in
+        --algo) ALGO="$(normalize_algo "$2")"; shift 2 ;;
+        --algo=*) ALGO="$(normalize_algo "${1#*=}")"; shift ;;
+        --checkpoint-step) CHECKPOINT_STEP="$2"; shift 2 ;;
+        --checkpoint-step=*) CHECKPOINT_STEP="${1#*=}"; shift ;;
+        --checkpoint-root) CHECKPOINT_ROOT="$2"; shift 2 ;;
+        --checkpoint-root=*) CHECKPOINT_ROOT="${1#*=}"; shift ;;
+        --resume-from-path) RESUME_FROM_PATH="$2"; shift 2 ;;
+        --resume-from-path=*) RESUME_FROM_PATH="${1#*=}"; shift ;;
+        --with-val) VAL_BEFORE_TRAIN=true; shift ;;
+        --gpus) IFS=',' read -r -a GPUS <<< "$2"; GPUS_PROVIDED=true; shift 2 ;;
+        --gpus=*) IFS=',' read -r -a GPUS <<< "${1#*=}"; GPUS_PROVIDED=true; shift ;;
+        --gpu-memory-utilization) GPU_MEMORY_UTILIZATION="$2"; shift 2 ;;
+        --gpu-memory-utilization=*) GPU_MEMORY_UTILIZATION="${1#*=}"; shift ;;
+        --ray-num-cpus) RAY_NUM_CPUS="$2"; shift 2 ;;
+        --ray-num-cpus=*) RAY_NUM_CPUS="${1#*=}"; shift ;;
+        --ppo-micro-batch-size-per-gpu) PPO_MICRO_BATCH_SIZE_PER_GPU="$2"; shift 2 ;;
+        --ppo-micro-batch-size-per-gpu=*) PPO_MICRO_BATCH_SIZE_PER_GPU="${1#*=}"; shift ;;
+        --log-prob-micro-batch-size-per-gpu) LOG_PROB_MICRO_BATCH_SIZE_PER_GPU="$2"; shift 2 ;;
+        --log-prob-micro-batch-size-per-gpu=*) LOG_PROB_MICRO_BATCH_SIZE_PER_GPU="${1#*=}"; shift ;;
+        -h|--help) usage ;;
+        *) echo "Unknown argument: $1"; usage ;;
+    esac
+done
+
+if [ "$GPUS_PROVIDED" = false ]; then
+    if command -v nvidia-smi >/dev/null 2>&1; then
+        GPU_COUNT=$(nvidia-smi -L 2>/dev/null | wc -l | tr -d ' ')
+        if [[ "$GPU_COUNT" =~ ^[0-9]+$ ]] && [ "$GPU_COUNT" -gt 0 ]; then
+            GPUS=()
+            for ((i=0; i<GPU_COUNT; i++)); do
+                GPUS+=("$i")
+            done
+        fi
+    fi
+    if [ ${#GPUS[@]} -eq 0 ]; then
+        echo "Warning: failed to auto-detect GPUs, falling back to 0-7" >&2
+        GPUS=(0 1 2 3 4 5 6 7)
+    fi
+fi
+
+if ! [[ "$CHECKPOINT_STEP" =~ ^[0-9]+$ ]]; then
+    echo "Error: --checkpoint-step must be a non-negative integer" >&2
+    exit 1
+fi
+if ! [[ "$RAY_NUM_CPUS" =~ ^[0-9]+$ ]] || [ "$RAY_NUM_CPUS" -lt 1 ]; then
+    echo "Error: --ray-num-cpus must be a positive integer" >&2
+    exit 1
+fi
+if ! [[ "$PPO_MICRO_BATCH_SIZE_PER_GPU" =~ ^[0-9]+$ ]] || [ "$PPO_MICRO_BATCH_SIZE_PER_GPU" -lt 1 ]; then
+    echo "Error: --ppo-micro-batch-size-per-gpu must be a positive integer" >&2
+    exit 1
+fi
+if ! [[ "$LOG_PROB_MICRO_BATCH_SIZE_PER_GPU" =~ ^[0-9]+$ ]] || [ "$LOG_PROB_MICRO_BATCH_SIZE_PER_GPU" -lt 1 ]; then
+    echo "Error: --log-prob-micro-batch-size-per-gpu must be a positive integer" >&2
+    exit 1
+fi
+
+SOURCE_EXP_NAME="${TASK}-${ALGO}-${FILTER_LABEL}-topp09-${MODEL_NAME}-train${ENV_GROUPS}x${GROUP_SIZE}-analysis${ANALYSIS_ENV_GROUPS}x${ANALYSIS_GROUP_SIZE}-grad-every50"
+
+if [ -z "$CHECKPOINT_ROOT" ]; then
+    CHECKPOINT_ROOT="model_saving/gradient_analysis/${TASK}/${ALGO}/${FILTER_LABEL}/${SOURCE_EXP_NAME}"
+fi
+
+if [ -z "$RESUME_FROM_PATH" ]; then
+    RESUME_FROM_PATH="${CHECKPOINT_ROOT}/global_step_${CHECKPOINT_STEP}"
+fi
+
+if [[ "$RESUME_FROM_PATH" =~ global_step_([0-9]+)$ ]]; then
+    CHECKPOINT_STEP="${BASH_REMATCH[1]}"
+else
+    echo "Error: --resume-from-path must point to a global_step_* directory" >&2
+    exit 1
+fi
+
+if [ ! -d "$RESUME_FROM_PATH" ]; then
+    echo "Error: checkpoint directory not found: $RESUME_FROM_PATH" >&2
+    exit 1
+fi
+
+ALGO_OVERRIDES=$(get_algo_overrides "$ALGO")
+read -r -a ALGO_ARGS <<< "$ALGO_OVERRIDES"
+
+GPU_LIST=$(IFS=,; echo "${GPUS[*]}")
+NUM_GPUS=${#GPUS[@]}
+if [ "$NUM_GPUS" -lt 1 ]; then
+    echo "Error: no GPUs available" >&2
+    exit 1
+fi
+
+PROBE_TOTAL_STEPS="$CHECKPOINT_STEP"
+if [ "$PROBE_TOTAL_STEPS" -lt 1 ]; then
+    PROBE_TOTAL_STEPS=1
+fi
+
+VAL_LABEL="noval"
+if [ "$VAL_BEFORE_TRAIN" = true ]; then
+    VAL_LABEL="withval"
+fi
+
+EXP_NAME="${TASK}-${ALGO}-${FILTER_LABEL}-topp09-${MODEL_NAME}-probe-ckpt${CHECKPOINT_STEP}-${VAL_LABEL}-kl_and_entropy"
+LOG_DIR="logs/gradient_analysis_probe_${TASK}_${MODEL_NAME}"
+OUTPUT_DIR="model_saving/gradient_analysis_probe/${TASK}/${ALGO}/${FILTER_LABEL}/${EXP_NAME}"
+LOG_PATH="${LOG_DIR}/${EXP_NAME}.log"
+
+mkdir -p "$LOG_DIR"
+mkdir -p "$OUTPUT_DIR"
+
+echo "=== Gradient Analysis Checkpoint Probe: $(date) ===" | tee "$LOG_PATH"
+echo "task=${TASK} algo=${ALGO} model=${MODEL_NAME} ckpt=${RESUME_FROM_PATH} gpus=${GPU_LIST}" | tee -a "$LOG_PATH"
+echo "train_group_size=${GROUP_SIZE} train_env_groups=${ENV_GROUPS} analysis_group_size=${ANALYSIS_GROUP_SIZE} analysis_env_groups=${ANALYSIS_ENV_GROUPS}" | tee -a "$LOG_PATH"
+echo "gradient_analysis_only=True gradient_analysis_every=1 exit_after_gradient_analysis=True val_before_train=${VAL_BEFORE_TRAIN}" | tee -a "$LOG_PATH"
+echo "ppo_micro_batch_per_gpu=${PPO_MICRO_BATCH_SIZE_PER_GPU} log_prob_micro_batch_per_gpu=${LOG_PROB_MICRO_BATCH_SIZE_PER_GPU}" | tee -a "$LOG_PATH"
+
+CUDA_VISIBLE_DEVICES="${GPU_LIST}" python3 train.py --config-name "${CONFIG_NAME}" \
+    model_path="${MODEL_PATH}" \
+    trainer.project_name="ragen_gradient_analysis_probe" \
+    trainer.experiment_name="${EXP_NAME}" \
+    trainer.total_training_steps="${PROBE_TOTAL_STEPS}" \
+    trainer.save_freq=-1 \
+    trainer.default_local_dir="${OUTPUT_DIR}" \
+    trainer.logger="['console','wandb']" \
+    trainer.resume_mode=resume_path \
+    trainer.resume_from_path="${RESUME_FROM_PATH}" \
+    trainer.val_before_train="${VAL_BEFORE_TRAIN}" \
+    trainer.test_freq=0 \
+    trainer.n_gpus_per_node="${NUM_GPUS}" \
+    ray_kwargs.ray_init.num_cpus="${RAY_NUM_CPUS}" \
+    system.CUDA_VISIBLE_DEVICES="'${GPU_LIST}'" \
+    es_manager.train.env_groups="${ENV_GROUPS}" \
+    es_manager.train.group_size="${GROUP_SIZE}" \
+    es_manager.train.env_configs.n_groups="[${ENV_GROUPS}]" \
+    actor_rollout_ref.actor.ppo_micro_batch_size_per_gpu="${PPO_MICRO_BATCH_SIZE_PER_GPU}" \
+    actor_rollout_ref.actor.use_kl_loss=True \
+    actor_rollout_ref.actor.kl_loss_type=low_var_kl \
+    actor_rollout_ref.actor.kl_loss_coef=0.001 \
+    actor_rollout_ref.actor.entropy_coeff=0.001 \
+    actor_rollout_ref.actor.entropy_from_logits_with_chunking=True \
+    actor_rollout_ref.actor.filter_loss_scaling=none \
+    actor_rollout_ref.ref.log_prob_micro_batch_size_per_gpu="${LOG_PROB_MICRO_BATCH_SIZE_PER_GPU}" \
+    actor_rollout_ref.rollout.log_prob_micro_batch_size_per_gpu="${LOG_PROB_MICRO_BATCH_SIZE_PER_GPU}" \
+    actor_rollout_ref.rollout.gpu_memory_utilization="${GPU_MEMORY_UTILIZATION}" \
+    actor_rollout_ref.rollout.rollout_filter_value="${FILTER_VALUE}" \
+    actor_rollout_ref.rollout.rollout_filter_strategy=top_p \
+    actor_rollout_ref.rollout.rollout_filter_top_p_prob_mode=linear \
+    actor_rollout_ref.rollout.rollout_filter_type=largest \
+    actor_rollout_ref.rollout.rollout_filter_metric=reward_variance \
+    actor_rollout_ref.rollout.rollout_filter_include_zero=False \
+    actor_rollout_ref.actor.checkpoint.save_contents=[model] \
+    critic.ppo_micro_batch_size_per_gpu="${PPO_MICRO_BATCH_SIZE_PER_GPU}" \
+    critic.checkpoint.save_contents=[model] \
+    trainer.gradient_analysis_mode=True \
+    trainer.gradient_analysis_every=1 \
+    trainer.gradient_analysis_env_groups="${ANALYSIS_ENV_GROUPS}" \
+    trainer.gradient_analysis_group_size="${ANALYSIS_GROUP_SIZE}" \
+    trainer.gradient_analysis_log_prefilter=True \
+    trainer.gradient_analysis_only=True \
+    trainer.exit_after_gradient_analysis=True \
+    actor_rollout_ref.rollout.gradient_analysis_num_buckets=6 \
+    actor_rollout_ref.rollout.gradient_analysis_bucket_mode=quantile \
+    "${ALGO_ARGS[@]}" \
+    2>&1 | tee -a "$LOG_PATH"
diff --git a/scripts/runs/run_top_p_sweep.sh b/scripts/runs/run_top_p_sweep.sh
new file mode 100644
index 0000000000000000000000000000000000000000..5bd175ea8b70d366e21803f025b87878e88d013f
--- /dev/null
+++ b/scripts/runs/run_top_p_sweep.sh
@@ -0,0 +1,446 @@
+#!/bin/bash
+# Top-p sweep for sokoban using GAE with the requested filter overrides.
+set -euo pipefail
+
+# Defaults
+STEPS=400
+MODEL_NAME="Qwen2.5-3B"
+MODEL_PATH="Qwen/${MODEL_NAME}"
+PROJECT_NAME="ragen_release_top_p_sweep"
+CONFIG_NAME="_2_sokoban"
+SAVE_FREQ=-1
+ROLL_FILTER_VALUES="1.0,0.98,0.95,0.9,0.8,0.6,0.4,nofilter"
+GPUS=()
+GPUS_PROVIDED=false
+GPUS_PER_EXP=1
+COOLDOWN_SECONDS=0
+GPU_MEMORY_UTILIZATION=0.5
+RAY_NUM_CPUS=16
+
+usage() {
+    cat <<'EOF'
+Usage: $0 [options]
+Options:
+  --steps N                     Training steps (default: 400)
+  --rollout_filter_value LIST   Comma-separated top_p values (default: 1.0,0.98,0.95,0.9,0.8,0.6,0.4,nofilter)
+  --gpus LIST                   Comma-separated GPU IDs (auto-detected if omitted)
+  --gpus-per-exp N              GPUs per experiment (default: 1)
+  --ray-num-cpus N              Max CPUs per task for ray.init (default: 16)
+  --gpu-memory-utilization V    GPU memory utilization for rollouts (default: 0.5)
+  --save-freq N                 Checkpoint save frequency (default: -1)
+  -h, --help                    Show this help message
+EOF
+    exit 0
+}
+
+while [ $# -gt 0 ]; do
+    case "$1" in
+        --steps) STEPS="$2"; shift 2 ;;
+        --steps=*) STEPS="${1#*=}"; shift ;;
+        --rollout_filter_value) ROLL_FILTER_VALUES="$2"; shift 2 ;;
+        --rollout_filter_value=*) ROLL_FILTER_VALUES="${1#*=}"; shift ;;
+        --gpus) IFS=',' read -r -a GPUS <<< "$2"; GPUS_PROVIDED=true; shift 2 ;;
+        --gpus=*) IFS=',' read -r -a GPUS <<< "${1#*=}"; GPUS_PROVIDED=true; shift ;;
+        --gpus-per-exp) GPUS_PER_EXP="$2"; shift 2 ;;
+        --gpus-per-exp=*) GPUS_PER_EXP="${1#*=}"; shift ;;
+        --ray-num-cpus) RAY_NUM_CPUS="$2"; shift 2 ;;
+        --ray-num-cpus=*) RAY_NUM_CPUS="${1#*=}"; shift ;;
+        --gpu-memory-utilization) GPU_MEMORY_UTILIZATION="$2"; shift 2 ;;
+        --gpu-memory-utilization=*) GPU_MEMORY_UTILIZATION="${1#*=}"; shift ;;
+        --save-freq) SAVE_FREQ="$2"; shift 2 ;;
+        --save-freq=*) SAVE_FREQ="${1#*=}"; shift ;;
+        -h|--help) usage ;;
+        *) echo "Unknown argument: $1"; usage ;;
+    esac
+done
+
+if [ "$GPUS_PROVIDED" = false ]; then
+    if command -v nvidia-smi >/dev/null 2>&1; then
+        GPU_COUNT=$(nvidia-smi -L 2>/dev/null | wc -l | tr -d ' ')
+        if [[ "$GPU_COUNT" =~ ^[0-9]+$ ]] && [ "$GPU_COUNT" -gt 0 ]; then
+            GPUS=()
+            for ((i=0; i<GPU_COUNT; i++)); do
+                GPUS+=("$i")
+            done
+        fi
+    fi
+    if [ ${#GPUS[@]} -eq 0 ]; then
+        echo "Warning: failed to auto-detect GPUs, falling back to 0-7" >&2
+        GPUS=(0 1 2 3 4 5 6 7)
+    fi
+fi
+
+if ! [[ "$GPUS_PER_EXP" =~ ^[0-9]+$ ]] || [ "$GPUS_PER_EXP" -lt 1 ]; then
+    echo "Error: --gpus-per-exp must be a positive integer"
+    exit 1
+fi
+if (( ${#GPUS[@]} < GPUS_PER_EXP )); then
+    echo "Error: --gpus-per-exp (${GPUS_PER_EXP}) exceeds available GPUs (${#GPUS[@]})"
+    exit 1
+fi
+if (( ${#GPUS[@]} % GPUS_PER_EXP != 0 )); then
+    echo "Error: GPU count (${#GPUS[@]}) must be divisible by --gpus-per-exp (${GPUS_PER_EXP})"
+    exit 1
+fi
+if ! [[ "$RAY_NUM_CPUS" =~ ^[0-9]+$ ]] || [ "$RAY_NUM_CPUS" -lt 1 ]; then
+    echo "Error: --ray-num-cpus must be a positive integer"
+    exit 1
+fi
+
+GPU_GROUPS=()
+for ((i=0; i<${#GPUS[@]}; i+=GPUS_PER_EXP)); do
+    group="${GPUS[$i]}"
+    for ((j=1; j<GPUS_PER_EXP; j++)); do
+        group+=",${GPUS[$((i+j))]}"
+    done
+    GPU_GROUPS+=("$group")
+done
+NUM_SLOTS=${#GPU_GROUPS[@]}
+
+short_gpu_name() {
+    local name="$1"
+    local cleaned
+    cleaned=$(echo "$name" | sed -E 's/^NVIDIA //; s/^Tesla //; s/^GeForce //; s/^Quadro //; s/^RTX //')
+    if [[ "$cleaned" =~ (B[0-9]{2,3}|H[0-9]{2,3}|A[0-9]{2,3}|L[0-9]{2,3}|V100|T4|P100|K80) ]]; then
+        echo "${BASH_REMATCH[1]}"
+        return
+    fi
+    echo "${cleaned%% *}"
+}
+
+declare -A GPU_LABELS
+get_gpu_label() {
+    local gpu_id="$1"
+    if [ -n "${GPU_LABELS[$gpu_id]+x}" ]; then
+        echo "${GPU_LABELS[$gpu_id]}"
+        return
+    fi
+    local name=""
+    if command -v nvidia-smi >/dev/null 2>&1; then
+        name=$(nvidia-smi --query-gpu=name --format=csv,noheader -i "$gpu_id" 2>/dev/null | head -1)
+    fi
+    if [ -z "$name" ]; then
+        GPU_LABELS[$gpu_id]="1xGPU${gpu_id}"
+        echo "${GPU_LABELS[$gpu_id]}"
+        return
+    fi
+    local short
+    short=$(short_gpu_name "$name")
+    GPU_LABELS[$gpu_id]="1x${short}"
+    echo "${GPU_LABELS[$gpu_id]}"
+}
+
+get_gpu_model_label() {
+    local models=()
+    local id label model
+    for id in "${GPUS[@]}"; do
+        label=$(get_gpu_label "$id")
+        model="${label#1x}"
+        models+=("$model")
+    done
+    local unique_models=()
+    local m found
+    for m in "${models[@]}"; do
+        found=false
+        for u in "${unique_models[@]}"; do
+            if [ "$u" = "$m" ]; then
+                found=true
+                break
+            fi
+        done
+        if [ "$found" = false ]; then
+            unique_models+=("$m")
+        fi
+    done
+    if [ ${#unique_models[@]} -eq 1 ]; then
+        echo "${unique_models[0]}"
+    else
+        echo "mixed"
+    fi
+}
+
+get_gpu_label_for_list() {
+    local gpu_list="$1"
+    IFS=',' read -r -a ids <<< "$gpu_list"
+    local count=${#ids[@]}
+    if [ "$count" -eq 0 ]; then
+        echo "0xGPU"
+        return
+    fi
+    local first_model
+    first_model="$(get_gpu_label "${ids[0]}")"
+    first_model="${first_model#1x}"
+    local id model
+    for id in "${ids[@]:1}"; do
+        model="$(get_gpu_label "$id")"
+        model="${model#1x}"
+        if [ "$model" != "$first_model" ]; then
+            echo "${count}xmixed"
+            return
+        fi
+    done
+    echo "${count}x${first_model}"
+}
+
+GPU_MODEL_LABEL=$(get_gpu_model_label)
+GPU_LOG_LABEL="${GPUS_PER_EXP}x${GPU_MODEL_LABEL}"
+LOG_FILE="logs/top_p_sweep_${MODEL_NAME}.log"
+RESULT_ROOT="logs/top_p_sweep_${MODEL_NAME}"
+CHECKPOINT_ROOT="model_saving/top_p_sweep_${MODEL_NAME}"
+
+mkdir -p logs
+mkdir -p "$RESULT_ROOT"
+mkdir -p "$CHECKPOINT_ROOT"
+
+echo "=== Top-p Sweep Runner (${MODEL_NAME}): $(date) ===" | tee "$LOG_FILE"
+echo "Values: ${ROLL_FILTER_VALUES} | Steps: ${STEPS} | GPUs per exp: ${GPU_LOG_LABEL}" | tee -a "$LOG_FILE"
+echo "Groups: ${GPU_GROUPS[*]} | GPU memory util: ${GPU_MEMORY_UTILIZATION} | ray_num_cpus: ${RAY_NUM_CPUS} | save_freq: ${SAVE_FREQ}" | tee -a "$LOG_FILE"
+
+parse_rollout_values() {
+    IFS=',' read -r -a raw <<< "$ROLL_FILTER_VALUES"
+    ROLL_VALUES=()
+    for token in "${raw[@]}"; do
+        token="${token// /}"
+        if [ -n "$token" ]; then
+            ROLL_VALUES+=("$token")
+        fi
+    done
+    if [ ${#ROLL_VALUES[@]} -eq 0 ]; then
+        echo "Error: no rollout_filter_value entries provided" >&2
+        exit 1
+    fi
+}
+
+parse_rollout_values
+EXPERIMENTS=("${ROLL_VALUES[@]}")
+
+run_experiment() {
+    local value="$1"
+    local gpu_list="$2"
+
+    local include_zero="False"
+    local filter_value="$value"
+    if [ "$value" = "nofilter" ]; then
+        include_zero="True"
+        filter_value="1.0"
+    fi
+    local safe_label="${value//./}"
+    safe_label="${safe_label,,}"
+
+    local name="sokoban_top_p_${safe_label}-${MODEL_NAME}"
+    local task_dir="${RESULT_ROOT}/${safe_label}"
+    local log_path="${task_dir}/${name}.log"
+    local checkpoint_dir="${CHECKPOINT_ROOT}/${safe_label}/${name}"
+    local gpus_per_exp
+    IFS=',' read -r -a gpu_ids <<< "$gpu_list"
+    gpus_per_exp=${#gpu_ids[@]}
+
+    mkdir -p "$task_dir"
+    mkdir -p "$checkpoint_dir"
+
+    START=$(date +%s)
+    CUDA_VISIBLE_DEVICES="${gpu_list}" python train.py --config-name "$CONFIG_NAME" \
+        model_path="${MODEL_PATH}" \
+        trainer.project_name="${PROJECT_NAME}" \
+        trainer.experiment_name="${name}" \
+        trainer.total_training_steps="${STEPS}" \
+        trainer.save_freq="${SAVE_FREQ}" \
+        trainer.default_local_dir="${checkpoint_dir}" \
+        trainer.logger="['console','wandb']" \
+        trainer.val_before_train=True \
+        trainer.n_gpus_per_node="${gpus_per_exp}" \
+        ray_kwargs.ray_init.num_cpus="${RAY_NUM_CPUS}" \
+        system.CUDA_VISIBLE_DEVICES="'${gpu_list}'" \
+        algorithm.adv_estimator=gae \
+        actor_rollout_ref.actor.use_kl_loss=True \
+        actor_rollout_ref.actor.kl_loss_coef=0.001 \
+        actor_rollout_ref.actor.entropy_coeff=0.001 \
+        actor_rollout_ref.actor.entropy_from_logits_with_chunking=True \
+        actor_rollout_ref.actor.filter_loss_scaling=none \
+        actor_rollout_ref.actor.ppo_mini_batch_size=32 \
+        actor_rollout_ref.actor.ppo_micro_batch_size_per_gpu=4 \
+        actor_rollout_ref.ref.log_prob_micro_batch_size_per_gpu=8 \
+        critic.ppo_mini_batch_size=32 \
+        critic.ppo_micro_batch_size_per_gpu=4 \
+        ppo_mini_batch_size=32 \
+        actor_rollout_ref.rollout.log_prob_micro_batch_size_per_gpu=8 \
+        actor_rollout_ref.rollout.rollout_filter_strategy=top_p \
+        actor_rollout_ref.rollout.rollout_filter_top_p_prob_mode=softmax \
+        actor_rollout_ref.rollout.rollout_filter_value=${filter_value} \
+        actor_rollout_ref.rollout.rollout_filter_include_zero=${include_zero} \
+        actor_rollout_ref.rollout.rollout_filter_type=largest \
+        actor_rollout_ref.rollout.gpu_memory_utilization="${GPU_MEMORY_UTILIZATION}" \
+        actor_rollout_ref.rollout.rollout_filter_metric=reward_variance \
+        es_manager.train.env_groups=8 \
+        es_manager.train.group_size=16 \
+        es_manager.train.env_configs.n_groups='[8]' \
+        es_manager.val.env_groups=512 \
+        es_manager.val.group_size=1 \
+        es_manager.val.env_configs.n_groups='[512]' \
+        2>&1 | tee "$log_path"
+    EXIT_CODE=${PIPESTATUS[0]}
+
+    END=$(date +%s)
+    TOTAL_TIME=$((END - START))
+
+    timing_values=()
+    mapfile -t timing_values < <(
+        python - "$log_path" <<'PY'
+import re
+import sys
+from pathlib import Path
+
+def last(pattern, text):
+    matches = re.findall(pattern, text)
+    return matches[-1] if matches else ""
+
+try:
+    text = Path(sys.argv[1]).read_text(errors="ignore")
+except Exception:
+    text = ""
+
+patterns = [
+    r"timing_s/train_total[:\s]+([\d.]+)",
+    r"timing_s/eval_total[:\s]+([\d.]+)",
+    r"timing_s/total[:\s]+([\d.]+)",
+]
+
+for pattern in patterns:
+    print(last(pattern, text))
+PY
+    )
+
+    TRAIN_TIME_RAW="${timing_values[0]:-}"
+    EVAL_TIME_RAW="${timing_values[1]:-}"
+    TOTAL_TIME_RAW="${timing_values[2]:-}"
+    TRAIN_TIME=$([ -n "$TRAIN_TIME_RAW" ] && printf "%.2f" "$TRAIN_TIME_RAW" || echo "N/A")
+    EVAL_TIME=$([ -n "$EVAL_TIME_RAW" ] && printf "%.2f" "$EVAL_TIME_RAW" || echo "N/A")
+    TOTAL_TIME_METRIC=$([ -n "$TOTAL_TIME_RAW" ] && printf "%.2f" "$TOTAL_TIME_RAW" || echo "N/A")
+
+    local status="success"
+    local error_line=""
+    if [ $EXIT_CODE -ne 0 ]; then
+        status="fail"
+        error_line=$(tail -2 "$log_path" | tr '\n' ' ')
+    fi
+
+    local gpu_label
+    gpu_label=$(get_gpu_label_for_list "$gpu_list")
+    local summary_line="value=${value} | include_zero=${include_zero} | filter_value=${filter_value} | train_time=${TRAIN_TIME}s | eval_time=${EVAL_TIME}s | total_time=${TOTAL_TIME_METRIC}s | wall_time=${TOTAL_TIME}s | gpu=${gpu_label} | status=${status}"
+    echo "${summary_line}" > "${task_dir}/${name}.result"
+    echo "${summary_line}" | tee -a "$LOG_FILE"
+    if [ "$status" = "fail" ]; then
+        echo "  error: ${error_line}" | tee -a "$LOG_FILE"
+    fi
+}
+
+EXPERIMENT_COUNT=${#EXPERIMENTS[@]}
+if [ $EXPERIMENT_COUNT -eq 0 ]; then
+    echo "No experiments to run" >&2
+    exit 1
+fi
+
+QUEUE_FILE=$(mktemp -t ragen_top_p_queue.XXXXXX)
+echo 0 > "$QUEUE_FILE"
+QUEUE_LOCK="${QUEUE_FILE}.lock"
+QUEUE_LOCK_DIR="${QUEUE_LOCK}.d"
+USE_FLOCK=false
+MAIN_PID=$$
+
+cleanup_queue() {
+    if [ "$MAIN_PID" != "$$" ]; then
+        return
+    fi
+    rm -f "$QUEUE_FILE" "$QUEUE_LOCK"
+    rmdir "$QUEUE_LOCK_DIR" 2>/dev/null || true
+}
+trap cleanup_queue EXIT
+
+if command -v flock >/dev/null 2>&1; then
+    USE_FLOCK=true
+fi
+
+next_experiment_index() {
+    local idx
+    if [ "$USE_FLOCK" = true ]; then
+        flock -x "$QUEUE_LOCK_FD"
+        idx=$(cat "$QUEUE_FILE")
+        if [ -z "$idx" ]; then
+            idx=0
+        fi
+        if (( idx >= ${#EXPERIMENTS[@]} )); then
+            flock -u "$QUEUE_LOCK_FD"
+            echo -1
+            return
+        fi
+        echo $((idx + 1)) > "$QUEUE_FILE"
+        flock -u "$QUEUE_LOCK_FD"
+        echo "$idx"
+        return
+    fi
+
+    while ! mkdir "$QUEUE_LOCK_DIR" 2>/dev/null; do
+        sleep 0.05
+    done
+    idx=$(cat "$QUEUE_FILE")
+    if [ -z "$idx" ]; then
+        idx=0
+    fi
+    if (( idx >= ${#EXPERIMENTS[@]} )); then
+        rmdir "$QUEUE_LOCK_DIR"
+        echo -1
+        return
+    fi
+    echo $((idx + 1)) > "$QUEUE_FILE"
+    rmdir "$QUEUE_LOCK_DIR"
+    echo "$idx"
+}
+
+run_queue_for_slot() {
+    local gpu_list="$1"
+    if [ "$USE_FLOCK" = true ]; then
+        exec {QUEUE_LOCK_FD}>"$QUEUE_LOCK"
+    fi
+    while true; do
+        local idx
+        idx=$(next_experiment_index)
+        if [ "$idx" -lt 0 ]; then
+            break
+        fi
+        local value="${EXPERIMENTS[$idx]}"
+        run_experiment "$value" "$gpu_list" || true
+        if [ "$COOLDOWN_SECONDS" -gt 0 ]; then
+            sleep "$COOLDOWN_SECONDS"
+        fi
+    done
+    if [ "$USE_FLOCK" = true ]; then
+        exec {QUEUE_LOCK_FD}>&-
+    fi
+}
+
+pids=()
+for idx in "${!GPU_GROUPS[@]}"; do
+    run_queue_for_slot "${GPU_GROUPS[$idx]}" &
+    pids+=("$!")
+done
+
+for pid in "${pids[@]}"; do
+    wait "$pid"
+done
+
+{
+    echo ""
+    echo "=== Top-p Sweep Summary ==="
+    echo "Project: ${PROJECT_NAME} | Steps: ${STEPS} | GPU per exp: ${GPU_LOG_LABEL}"
+    for val in "${EXPERIMENTS[@]}"; do
+        safe_label="${val//./p}"
+        safe_label="${safe_label,,}"
+        name="sokoban_top_p_${safe_label}-${MODEL_NAME}"
+        task_dir="${RESULT_ROOT}/${safe_label}"
+        if [ -f "${task_dir}/${name}.result" ]; then
+            cat "${task_dir}/${name}.result"
+        else
+            echo "value=${val} | status=missing"
+        fi
+    done
+} | tee -a "$LOG_FILE"
diff --git a/scripts/runs/run_webshop_release_combos.sh b/scripts/runs/run_webshop_release_combos.sh
new file mode 100644
index 0000000000000000000000000000000000000000..0781c673ed1098ecb363f7faedc489f06bb190c4
--- /dev/null
+++ b/scripts/runs/run_webshop_release_combos.sh
@@ -0,0 +1,565 @@
+#!/bin/bash
+# Webshop (release): GRPO with 4 release filter modes
+# Model:
+#   - Qwen2.5-3B-Instruct
+# Filter modes:
+#   - topk25  => top_k, keep top 25% of groups
+#   - topp09  => top_p=0.9 with linear aggregation
+#   - topp095 => top_p=0.95 with linear aggregation
+#   - nofilter => top_p=1.0 with linear aggregation
+
+set -euo pipefail
+
+# Defaults
+STEPS=100
+TASK="webshop-release"
+CONFIG="_6_webshop"
+SAVE_FREQ=100
+NUM_GROUPS=16
+GROUP_SIZE=8
+MODEL_NAME="Qwen2.5-3B-Instruct"
+ALGO="GRPO"
+FILTER_MODES=("topk25" "topp09" "topp095" "nofilter")
+FILTERS_OPTION="all"
+SELECTED_FILTERS=("${FILTER_MODES[@]}")
+
+# GPU settings
+GPUS=()
+GPUS_PROVIDED=false
+GPUS_PER_EXP=1
+COOLDOWN_SECONDS=30
+GPU_MEMORY_UTILIZATION=0.3
+declare -A GPU_LABELS
+
+usage() {
+    echo "Usage: $0 [options]"
+    echo "Options:"
+    echo "  --steps N             Training steps (default: 100)"
+    echo "  --gpus LIST           Comma-separated GPU IDs (default: auto-detect)"
+    echo "  --gpus-per-exp N      GPUs per experiment (default: 1)"
+    echo "  --cooldown SECONDS    Cooldown between runs on the same GPU group (default: 30)"
+    echo "  --gpu-memory-utilization V  Rollout gpu_memory_utilization (default: 0.3)"
+    echo "  --save-freq N         Checkpoint save frequency (default: 100)"
+    echo "  --filters LIST        Comma-separated filter modes (topk25,topp09,topp095,nofilter,all). Default: all"
+    echo "  -h, --help            Show this help"
+    exit 0
+}
+
+while [ $# -gt 0 ]; do
+    case "$1" in
+        --steps) STEPS="$2"; shift 2 ;;
+        --steps=*) STEPS="${1#*=}"; shift ;;
+        --gpus) IFS=',' read -r -a GPUS <<< "$2"; GPUS_PROVIDED=true; shift 2 ;;
+        --gpus=*) IFS=',' read -r -a GPUS <<< "${1#*=}"; GPUS_PROVIDED=true; shift ;;
+        --gpus-per-exp) GPUS_PER_EXP="$2"; shift 2 ;;
+        --gpus-per-exp=*) GPUS_PER_EXP="${1#*=}"; shift ;;
+        --cooldown) COOLDOWN_SECONDS="$2"; shift 2 ;;
+        --cooldown=*) COOLDOWN_SECONDS="${1#*=}"; shift ;;
+        --gpu-memory-utilization) GPU_MEMORY_UTILIZATION="$2"; shift 2 ;;
+        --gpu-memory-utilization=*) GPU_MEMORY_UTILIZATION="${1#*=}"; shift ;;
+        --save-freq) SAVE_FREQ="$2"; shift 2 ;;
+        --save-freq=*) SAVE_FREQ="${1#*=}"; shift ;;
+        --filters) FILTERS_OPTION="$2"; shift 2 ;;
+        --filters=*) FILTERS_OPTION="${1#*=}"; shift ;;
+        -h|--help) usage ;;
+        *) echo "Unknown argument: $1"; usage ;;
+    esac
+done
+
+# Map model names to HuggingFace paths
+get_model_path() {
+    if [[ "$1" == *"/"* ]]; then
+        echo "$1"
+        return
+    fi
+    case "$1" in
+        Qwen2.5-3B-Instruct) echo "Qwen/Qwen2.5-3B-Instruct" ;;
+        Qwen2.5-7B-Instruct) echo "Qwen/Qwen2.5-7B-Instruct" ;;
+        Llama-3.2-3B-Instruct) echo "meta-llama/Llama-3.2-3B-Instruct" ;;
+        *) echo "Qwen/$1" ;;
+    esac
+}
+
+get_algo_overrides() {
+    case "$1" in
+        PPO)
+            echo "algorithm.adv_estimator=gae actor_rollout_ref.actor.loss_agg_mode=token-mean"
+            ;;
+        GRPO)
+            echo "algorithm.adv_estimator=grpo algorithm.norm_adv_by_std_in_grpo=True actor_rollout_ref.actor.loss_agg_mode=seq-mean-token-mean"
+            ;;
+        *)
+            echo ""
+            ;;
+    esac
+}
+
+if [ "$GPUS_PROVIDED" = false ]; then
+    if command -v nvidia-smi >/dev/null 2>&1; then
+        GPU_COUNT=$(nvidia-smi -L 2>/dev/null | wc -l | tr -d ' ')
+        if [[ "$GPU_COUNT" =~ ^[0-9]+$ ]] && [ "$GPU_COUNT" -gt 0 ]; then
+            GPUS=()
+            for ((i=0; i<GPU_COUNT; i++)); do
+                GPUS+=("$i")
+            done
+        fi
+    fi
+    if [ ${#GPUS[@]} -eq 0 ]; then
+        echo "Warning: failed to auto-detect GPUs, falling back to 0-7" >&2
+        GPUS=(0 1 2 3 4 5 6 7)
+    fi
+fi
+
+if ! [[ "$GPUS_PER_EXP" =~ ^[0-9]+$ ]] || [ "$GPUS_PER_EXP" -lt 1 ]; then
+    echo "Error: --gpus-per-exp must be a positive integer"
+    exit 1
+fi
+if (( ${#GPUS[@]} < GPUS_PER_EXP )); then
+    echo "Error: --gpus-per-exp (${GPUS_PER_EXP}) exceeds available GPUs (${#GPUS[@]})"
+    exit 1
+fi
+if (( ${#GPUS[@]} % GPUS_PER_EXP != 0 )); then
+    echo "Error: GPU count (${#GPUS[@]}) must be divisible by --gpus-per-exp (${GPUS_PER_EXP})"
+    exit 1
+fi
+
+GPU_GROUPS=()
+for ((i=0; i<${#GPUS[@]}; i+=GPUS_PER_EXP)); do
+    group="${GPUS[$i]}"
+    for ((j=1; j<GPUS_PER_EXP; j++)); do
+        group+=",${GPUS[$((i+j))]}"
+    done
+    GPU_GROUPS+=("$group")
+done
+NUM_SLOTS=${#GPU_GROUPS[@]}
+
+short_gpu_name() {
+    local name="$1"
+    local cleaned
+    cleaned=$(echo "$name" | sed -E 's/^NVIDIA //; s/^Tesla //; s/^GeForce //; s/^Quadro //; s/^RTX //')
+    if [[ "$cleaned" =~ (B[0-9]{2,3}|H[0-9]{2,3}|A[0-9]{2,3}|L[0-9]{2,3}|V100|T4|P100|K80) ]]; then
+        echo "${BASH_REMATCH[1]}"
+        return
+    fi
+    echo "${cleaned%% *}"
+}
+
+get_gpu_label() {
+    local gpu_id="$1"
+    if [ -n "${GPU_LABELS[$gpu_id]+x}" ]; then
+        echo "${GPU_LABELS[$gpu_id]}"
+        return
+    fi
+    local name=""
+    if command -v nvidia-smi >/dev/null 2>&1; then
+        name=$(nvidia-smi --query-gpu=name --format=csv,noheader -i "$gpu_id" 2>/dev/null | head -1)
+    fi
+    if [ -z "$name" ]; then
+        GPU_LABELS[$gpu_id]="1xGPU${gpu_id}"
+        echo "${GPU_LABELS[$gpu_id]}"
+        return
+    fi
+    local short
+    short=$(short_gpu_name "$name")
+    GPU_LABELS[$gpu_id]="1x${short}"
+    echo "${GPU_LABELS[$gpu_id]}"
+}
+
+get_gpu_model_label() {
+    local models=()
+    local id label model
+    for id in "${GPUS[@]}"; do
+        label=$(get_gpu_label "$id")
+        model="${label#1x}"
+        models+=("$model")
+    done
+    local unique_models=()
+    local m found
+    for m in "${models[@]}"; do
+        found=false
+        for u in "${unique_models[@]}"; do
+            if [ "$u" = "$m" ]; then
+                found=true
+                break
+            fi
+        done
+        if [ "$found" = false ]; then
+            unique_models+=("$m")
+        fi
+    done
+    if [ ${#unique_models[@]} -eq 1 ]; then
+        echo "${unique_models[0]}"
+    else
+        echo "mixed"
+    fi
+}
+
+get_gpu_label_for_list() {
+    local gpu_list="$1"
+    IFS=',' read -r -a ids <<< "$gpu_list"
+    local count=${#ids[@]}
+    if [ "$count" -eq 0 ]; then
+        echo "0xGPU"
+        return
+    fi
+    local first_model
+    first_model="$(get_gpu_label "${ids[0]}")"
+    first_model="${first_model#1x}"
+    local id model
+    for id in "${ids[@]:1}"; do
+        model="$(get_gpu_label "$id")"
+        model="${model#1x}"
+        if [ "$model" != "$first_model" ]; then
+            echo "${count}xmixed"
+            return
+        fi
+    done
+    echo "${count}x${first_model}"
+}
+
+GPU_MODEL_LABEL=$(get_gpu_model_label)
+GPU_LOG_LABEL="${GPUS_PER_EXP}x${GPU_MODEL_LABEL}"
+LOG_FILE="logs/webshop_release_combos.log"
+RESULT_ROOT="logs"
+CHECKPOINT_ROOT="model_saving/webshop_release_combos"
+
+mkdir -p logs
+mkdir -p "$RESULT_ROOT"
+mkdir -p "$CHECKPOINT_ROOT"
+
+echo "=== Webshop Release Combos Runner: $(date) ===" | tee "$LOG_FILE"
+echo "Task: ${TASK} | Steps: ${STEPS} | GPU per exp: ${GPUS_PER_EXP}x${GPU_MODEL_LABEL}" | tee -a "$LOG_FILE"
+echo "GPUS: ${GPUS[*]} | groups: ${GPU_GROUPS[*]} | cooldown=${COOLDOWN_SECONDS}s" | tee -a "$LOG_FILE"
+
+get_filter_config() {
+    case "$1" in
+        topk25)
+            echo "top_k|0.25|linear|topk25"
+            ;;
+        topp09)
+            echo "top_p|0.9|linear|topp09-linear"
+            ;;
+        topp095)
+            echo "top_p|0.95|linear|topp095-linear"
+            ;;
+        nofilter)
+            echo "top_p|1.0|linear|nofilter"
+            ;;
+        *)
+            echo "Unknown filter mode: $1" >&2
+            return 1
+            ;;
+    esac
+}
+
+build_experiment_name() {
+    local task=$1
+    local algo=$2
+    local filter_suffix=$3
+    local model_name=$4
+    echo "${task}-${algo}-${filter_suffix}-${model_name}-${NUM_GROUPS}x${GROUP_SIZE}"
+}
+
+run_experiment() {
+    local task=$1
+    local model_name=$2
+    local algo=$3
+    local filter=$4
+    local config=$5
+    local gpu_list=$6
+
+    local model_path
+    model_path=$(get_model_path "$model_name")
+
+    local filter_strategy
+    local filter_value
+    local filter_prob_mode
+    local filter_suffix
+    IFS='|' read -r filter_strategy filter_value filter_prob_mode filter_suffix <<< "$(get_filter_config "$filter")"
+    local include_zero=True
+
+    local common_overrides=(
+        "actor_rollout_ref.actor.use_kl_loss=False"
+        "actor_rollout_ref.actor.kl_loss_type=low-var-kl"
+        "actor_rollout_ref.actor.kl_loss_coef=0.001"
+        "actor_rollout_ref.actor.entropy_coeff=0.001"
+        "actor_rollout_ref.actor.entropy_from_logits_with_chunking=True"
+        "actor_rollout_ref.actor.filter_loss_scaling=none"
+        "actor_rollout_ref.rollout.gpu_memory_utilization=${GPU_MEMORY_UTILIZATION}"
+        "actor_rollout_ref.rollout.rollout_filter_strategy=${filter_strategy}"
+        "actor_rollout_ref.rollout.rollout_filter_top_p_prob_mode=${filter_prob_mode}"
+        "actor_rollout_ref.rollout.rollout_filter_type=largest"
+        "actor_rollout_ref.rollout.rollout_filter_metric=reward_variance"
+        "actor_rollout_ref.rollout.rollout_filter_include_zero=${include_zero}"
+    )
+
+    local env_overrides=()
+
+    local checkpoint_overrides=(
+        "actor_rollout_ref.actor.checkpoint.save_contents=[model]"
+        "critic.checkpoint.save_contents=[model]"
+    )
+
+    local algo_overrides
+    algo_overrides=$(get_algo_overrides "$algo")
+    read -r -a algo_args <<< "$algo_overrides"
+
+    local name
+    name=$(build_experiment_name "$task" "$algo" "$filter_suffix" "$model_name")
+    local task_dir="${RESULT_ROOT}/webshop_release_combos"
+    local log_path="${task_dir}/${name}.log"
+    local checkpoint_dir="${CHECKPOINT_ROOT}/${model_name}/${algo}/${filter}/${name}"
+    local gpus_per_exp
+    IFS=',' read -r -a gpu_ids <<< "$gpu_list"
+    gpus_per_exp=${#gpu_ids[@]}
+
+    mkdir -p "$task_dir"
+    mkdir -p "${checkpoint_dir}"
+    START=$(date +%s)
+    CUDA_VISIBLE_DEVICES="${gpu_list}" python train.py --config-name "$config" \
+        model_path="${model_path}" \
+        micro_batch_size_per_gpu=1 \
+        log_prob_micro_batch_size_per_gpu=1 \
+        agent_proxy.max_turn=9 \
+        trainer.project_name="main_webshop" \
+        trainer.total_training_steps="${STEPS}" \
+        trainer.experiment_name="${name}" \
+        trainer.save_freq="${SAVE_FREQ}" \
+        trainer.default_local_dir="${checkpoint_dir}" \
+        trainer.logger="['console','wandb']" \
+        trainer.val_before_train=True \
+        trainer.n_gpus_per_node="${gpus_per_exp}" \
+        system.CUDA_VISIBLE_DEVICES="'${gpu_list}'" \
+        actor_rollout_ref.rollout.rollout_filter_value="${filter_value}" \
+        actor_rollout_ref.ref.log_prob_micro_batch_size_per_gpu=1 \
+        actor_rollout_ref.rollout.log_prob_micro_batch_size_per_gpu=1 \
+        ppo_mini_batch_size=32 \
+        es_manager.train.env_groups=${NUM_GROUPS} \
+        es_manager.train.group_size=${GROUP_SIZE} \
+        es_manager.train.env_configs.n_groups="[${NUM_GROUPS}]" \
+        es_manager.val.env_groups=256 \
+        es_manager.val.group_size=1 \
+        es_manager.val.env_configs.n_groups="[256]" \
+        "${common_overrides[@]}" \
+        "${env_overrides[@]}" \
+        "${checkpoint_overrides[@]}" \
+        "${algo_args[@]}" \
+        2>&1 | tee "$log_path"
+    EXIT_CODE=${PIPESTATUS[0]}
+    END=$(date +%s)
+
+    TOTAL_TIME=$((END - START))
+    timing_values=()
+    mapfile -t timing_values < <(
+        python - "$log_path" <<'PY'
+import re
+import sys
+from pathlib import Path
+
+def last(pattern, text):
+    matches = re.findall(pattern, text)
+    return matches[-1] if matches else ""
+
+try:
+    text = Path(sys.argv[1]).read_text(errors="ignore")
+except Exception:
+    text = ""
+
+patterns = [
+    r"timing_s/train_total[:\s]+([\d.]+)",
+    r"timing_s/eval_total[:\s]+([\d.]+)",
+    r"timing_s/total[:\s]+([\d.]+)",
+]
+
+for pattern in patterns:
+    print(last(pattern, text))
+PY
+    )
+    TRAIN_TIME_RAW="${timing_values[0]:-}"
+    EVAL_TIME_RAW="${timing_values[1]:-}"
+    TOTAL_TIME_RAW="${timing_values[2]:-}"
+    TRAIN_TIME=$([ -n "$TRAIN_TIME_RAW" ] && printf "%.2f" "$TRAIN_TIME_RAW" || echo "N/A")
+    EVAL_TIME=$([ -n "$EVAL_TIME_RAW" ] && printf "%.2f" "$EVAL_TIME_RAW" || echo "N/A")
+    TOTAL_TIME_METRIC=$([ -n "$TOTAL_TIME_RAW" ] && printf "%.2f" "$TOTAL_TIME_RAW" || echo "N/A")
+
+    local status="success"
+    local error_line=""
+    if [ $EXIT_CODE -ne 0 ]; then
+        status="fail"
+        error_line=$(tail -2 "$log_path" | tr '\n' ' ')
+    fi
+
+    local gpu_label
+    gpu_label=$(get_gpu_label_for_list "$gpu_list")
+    local summary_line="task=${task} | algo=${algo} | filter=${filter} | model=${model_name} | steps=${STEPS} | filter=${filter_strategy}:${filter_value} | prob_mode=${filter_prob_mode} | include_zero=${include_zero} | train_time=${TRAIN_TIME}s | eval_time=${EVAL_TIME}s | total_time=${TOTAL_TIME_METRIC}s | wall_time=${TOTAL_TIME}s | gpu=${gpu_label} | status=${status}"
+    echo "${summary_line}" > "${task_dir}/${name}.result"
+    echo "${summary_line}" | tee -a "$LOG_FILE"
+    if [ "$status" = "fail" ]; then
+        echo "  error: ${error_line}" | tee -a "$LOG_FILE"
+    fi
+    return 0
+}
+
+EXPERIMENTS=()
+GROUP_LABELS=()
+CURRENT_GROUP=""
+
+resolve_filter_selection() {
+    local raw="$1"
+    if [ -z "$raw" ] || [ "$raw" = "all" ]; then
+        SELECTED_FILTERS=("${FILTER_MODES[@]}")
+        return
+    fi
+    IFS=',' read -r -a candidates <<< "$raw"
+    SELECTED_FILTERS=()
+    for candidate in "${candidates[@]}"; do
+        candidate="${candidate// /}"
+        case "$candidate" in
+            topk25|topp09|topp095|nofilter)
+                SELECTED_FILTERS+=("$candidate")
+                ;;
+            "")
+                continue
+                ;;
+            *)
+                echo "Unknown filter mode: $candidate" >&2
+                exit 1
+                ;;
+        esac
+    done
+    if [ ${#SELECTED_FILTERS[@]} -eq 0 ]; then
+        echo "No valid filters selected via --filters" >&2
+        exit 1
+    fi
+}
+
+set_group() {
+    CURRENT_GROUP="$1"
+    GROUP_LABELS+=("$1")
+}
+
+add_experiment() {
+    local model_name=$1
+    local algo=$2
+    local filter=$3
+    EXPERIMENTS+=("${CURRENT_GROUP}|${TASK}|${model_name}|${algo}|${filter}|${CONFIG}")
+}
+
+resolve_filter_selection "$FILTERS_OPTION"
+
+set_group "${MODEL_NAME} + ${ALGO}"
+for filter in "${SELECTED_FILTERS[@]}"; do
+    add_experiment "$MODEL_NAME" "$ALGO" "$filter"
+done
+
+QUEUE_FILE=$(mktemp -t ragen_webshop_small_queue.XXXXXX)
+QUEUE_LOCK="${QUEUE_FILE}.lock"
+echo 0 > "$QUEUE_FILE"
+USE_FLOCK=false
+QUEUE_LOCK_DIR="${QUEUE_LOCK}.d"
+MAIN_PID=$$
+
+cleanup_queue() {
+    if [ "$$" -ne "$MAIN_PID" ]; then
+        return
+    fi
+    rm -f "$QUEUE_FILE" "$QUEUE_LOCK"
+    rmdir "$QUEUE_LOCK_DIR" 2>/dev/null || true
+}
+trap cleanup_queue EXIT
+
+if command -v flock >/dev/null 2>&1; then
+    USE_FLOCK=true
+fi
+
+next_experiment_index() {
+    local idx
+    if [ "$USE_FLOCK" = true ]; then
+        flock -x "$QUEUE_LOCK_FD"
+        idx=$(cat "$QUEUE_FILE")
+        if [ -z "$idx" ]; then
+            idx=0
+        fi
+        if (( idx >= ${#EXPERIMENTS[@]} )); then
+            flock -u "$QUEUE_LOCK_FD"
+            echo -1
+            return
+        fi
+        echo $((idx + 1)) > "$QUEUE_FILE"
+        flock -u "$QUEUE_LOCK_FD"
+        echo "$idx"
+        return
+    fi
+
+    while ! mkdir "$QUEUE_LOCK_DIR" 2>/dev/null; do
+        sleep 0.05
+    done
+    idx=$(cat "$QUEUE_FILE")
+    if [ -z "$idx" ]; then
+        idx=0
+    fi
+    if (( idx >= ${#EXPERIMENTS[@]} )); then
+        rmdir "$QUEUE_LOCK_DIR"
+        echo -1
+        return
+    fi
+    echo $((idx + 1)) > "$QUEUE_FILE"
+    rmdir "$QUEUE_LOCK_DIR"
+    echo "$idx"
+}
+
+run_queue_for_slot() {
+    local gpu_list=$1
+    if [ "$USE_FLOCK" = true ]; then
+        exec {QUEUE_LOCK_FD}>"$QUEUE_LOCK"
+    fi
+    while true; do
+        local idx
+        idx=$(next_experiment_index)
+        if [ "$idx" -lt 0 ]; then
+            break
+        fi
+        local exp="${EXPERIMENTS[$idx]}"
+        IFS='|' read -r exp_group task model_name algo filter config <<< "$exp"
+        run_experiment "$task" "$model_name" "$algo" "$filter" "$config" "$gpu_list" || true
+        if [ "$COOLDOWN_SECONDS" -gt 0 ]; then
+            sleep "$COOLDOWN_SECONDS"
+        fi
+    done
+    if [ "$USE_FLOCK" = true ]; then
+        exec {QUEUE_LOCK_FD}>&-
+    fi
+}
+
+pids=()
+for idx in "${!GPU_GROUPS[@]}"; do
+    run_queue_for_slot "${GPU_GROUPS[$idx]}" &
+    pids+=("$!")
+done
+
+for pid in "${pids[@]}"; do
+    wait "$pid"
+done
+
+{
+    echo ""
+    echo "=== Grouped Summary ==="
+    echo "GPU per exp: ${GPUS_PER_EXP}x${GPU_MODEL_LABEL} | Task: ${TASK} | Steps: ${STEPS}"
+    for group_label in "${GROUP_LABELS[@]}"; do
+        echo "=== ${group_label} ==="
+        for exp in "${EXPERIMENTS[@]}"; do
+            IFS='|' read -r exp_group task model_name algo filter config <<< "$exp"
+            if [ "$exp_group" != "$group_label" ]; then
+                continue
+            fi
+            IFS='|' read -r _filter_strategy _filter_value _filter_prob_mode filter_suffix <<< "$(get_filter_config "$filter")"
+            name=$(build_experiment_name "$task" "$algo" "$filter_suffix" "$model_name")
+            task_dir="${RESULT_ROOT}/webshop_release_combos"
+            if [ -f "${task_dir}/${name}.result" ]; then
+                cat "${task_dir}/${name}.result"
+            else
+                echo "task=${task} | algo=${algo} | filter=${filter} | model=${model_name} | status=missing"
+            fi
+        done
+    done
+} | tee -a "$LOG_FILE"
diff --git a/scripts/runs/run_webshop_small_combos.sh b/scripts/runs/run_webshop_small_combos.sh
new file mode 100644
index 0000000000000000000000000000000000000000..8af38ec3a302eb0f7d00c76f4afe8dd6695c9437
--- /dev/null
+++ b/scripts/runs/run_webshop_small_combos.sh
@@ -0,0 +1,563 @@
+#!/bin/bash
+# Webshop (small): 4 model×algo combos with filter/no-filter
+#   1) Qwen2.5-3B-Instruct  + PPO
+#   2) Qwen2.5-3B-Instruct  + GRPO
+#   3) Qwen2.5-7B-Instruct  + PPO
+#   4) Llama-3.2-3B-Instruct + PPO
+# Filtering rule: filter => top_p=0.9, nofilter => top_p=1.0
+
+set -euo pipefail
+
+# Defaults
+STEPS=100
+TASK="webshop"
+CONFIG="_6_webshop"
+SAVE_FREQ=100
+NUM_GROUPS=8
+GROUP_SIZE=16
+COMBOS_SELECTION=""
+FILTER_MODES=("filter" "nofilter")
+FILTERS_OPTION="all"
+SELECTED_FILTERS=("${FILTER_MODES[@]}")
+
+# GPU settings
+GPUS=()
+GPUS_PROVIDED=false
+GPUS_PER_EXP=1
+COOLDOWN_SECONDS=30
+GPU_MEMORY_UTILIZATION=0.3
+declare -A GPU_LABELS
+
+usage() {
+    echo "Usage: $0 [options]"
+    echo "Options:"
+    echo "  --steps N             Training steps (default: 100)"
+    echo "  --gpus LIST           Comma-separated GPU IDs (default: auto-detect)"
+    echo "  --gpus-per-exp N      GPUs per experiment (default: 1)"
+    echo "  --cooldown SECONDS    Cooldown between runs on the same GPU group (default: 30)"
+    echo "  --gpu-memory-utilization V  Rollout gpu_memory_utilization (default: 0.3)"
+    echo "  --save-freq N         Checkpoint save frequency (default: 100)"
+    echo "  --filters LIST        Comma-separated filter modes (filter,nofilter,all). Default: all"
+    echo "  --combos LIST         Comma-separated 1-based combo indices to run (e.g., 2,3,4). Default: all"
+    echo "  -h, --help            Show this help"
+    exit 0
+}
+
+while [ $# -gt 0 ]; do
+    case "$1" in
+        --steps) STEPS="$2"; shift 2 ;;
+        --steps=*) STEPS="${1#*=}"; shift ;;
+        --gpus) IFS=',' read -r -a GPUS <<< "$2"; GPUS_PROVIDED=true; shift 2 ;;
+        --gpus=*) IFS=',' read -r -a GPUS <<< "${1#*=}"; GPUS_PROVIDED=true; shift ;;
+        --gpus-per-exp) GPUS_PER_EXP="$2"; shift 2 ;;
+        --gpus-per-exp=*) GPUS_PER_EXP="${1#*=}"; shift ;;
+        --cooldown) COOLDOWN_SECONDS="$2"; shift 2 ;;
+        --cooldown=*) COOLDOWN_SECONDS="${1#*=}"; shift ;;
+        --gpu-memory-utilization) GPU_MEMORY_UTILIZATION="$2"; shift 2 ;;
+        --gpu-memory-utilization=*) GPU_MEMORY_UTILIZATION="${1#*=}"; shift ;;
+        --save-freq) SAVE_FREQ="$2"; shift 2 ;;
+        --save-freq=*) SAVE_FREQ="${1#*=}"; shift ;;
+        --filters) FILTERS_OPTION="$2"; shift 2 ;;
+        --filters=*) FILTERS_OPTION="${1#*=}"; shift ;;
+        --combos) COMBOS_SELECTION="$2"; shift 2 ;;
+        --combos=*) COMBOS_SELECTION="${1#*=}"; shift ;;
+        -h|--help) usage ;;
+        *) echo "Unknown argument: $1"; usage ;;
+    esac
+done
+
+# Map model names to HuggingFace paths
+get_model_path() {
+    if [[ "$1" == *"/"* ]]; then
+        echo "$1"
+        return
+    fi
+    case "$1" in
+        Qwen2.5-3B-Instruct) echo "Qwen/Qwen2.5-3B-Instruct" ;;
+        Qwen2.5-7B-Instruct) echo "Qwen/Qwen2.5-7B-Instruct" ;;
+        Llama-3.2-3B-Instruct) echo "meta-llama/Llama-3.2-3B-Instruct" ;;
+        *) echo "Qwen/$1" ;;
+    esac
+}
+
+# Algorithm overrides (from diff_algo script)
+get_algo_overrides() {
+    case "$1" in
+        PPO)
+            echo "algorithm.adv_estimator=gae actor_rollout_ref.actor.loss_agg_mode=token-mean"
+            ;;
+        GRPO)
+            echo "algorithm.adv_estimator=grpo algorithm.norm_adv_by_std_in_grpo=True actor_rollout_ref.actor.loss_agg_mode=seq-mean-token-mean"
+            ;;
+        *)
+            echo ""
+            ;;
+    esac
+}
+
+if [ "$GPUS_PROVIDED" = false ]; then
+    if command -v nvidia-smi >/dev/null 2>&1; then
+        GPU_COUNT=$(nvidia-smi -L 2>/dev/null | wc -l | tr -d ' ')
+        if [[ "$GPU_COUNT" =~ ^[0-9]+$ ]] && [ "$GPU_COUNT" -gt 0 ]; then
+            GPUS=()
+            for ((i=0; i<GPU_COUNT; i++)); do
+                GPUS+=("$i")
+            done
+        fi
+    fi
+    if [ ${#GPUS[@]} -eq 0 ]; then
+        echo "Warning: failed to auto-detect GPUs, falling back to 0-7" >&2
+        GPUS=(0 1 2 3 4 5 6 7)
+    fi
+fi
+
+if ! [[ "$GPUS_PER_EXP" =~ ^[0-9]+$ ]] || [ "$GPUS_PER_EXP" -lt 1 ]; then
+    echo "Error: --gpus-per-exp must be a positive integer"
+    exit 1
+fi
+if (( ${#GPUS[@]} < GPUS_PER_EXP )); then
+    echo "Error: --gpus-per-exp (${GPUS_PER_EXP}) exceeds available GPUs (${#GPUS[@]})"
+    exit 1
+fi
+if (( ${#GPUS[@]} % GPUS_PER_EXP != 0 )); then
+    echo "Error: GPU count (${#GPUS[@]}) must be divisible by --gpus-per-exp (${GPUS_PER_EXP})"
+    exit 1
+fi
+
+GPU_GROUPS=()
+for ((i=0; i<${#GPUS[@]}; i+=GPUS_PER_EXP)); do
+    group="${GPUS[$i]}"
+    for ((j=1; j<GPUS_PER_EXP; j++)); do
+        group+=",${GPUS[$((i+j))]}"
+    done
+    GPU_GROUPS+=("$group")
+done
+NUM_SLOTS=${#GPU_GROUPS[@]}
+
+short_gpu_name() {
+    local name="$1"
+    local cleaned
+    cleaned=$(echo "$name" | sed -E 's/^NVIDIA //; s/^Tesla //; s/^GeForce //; s/^Quadro //; s/^RTX //')
+    if [[ "$cleaned" =~ (B[0-9]{2,3}|H[0-9]{2,3}|A[0-9]{2,3}|L[0-9]{2,3}|V100|T4|P100|K80) ]]; then
+        echo "${BASH_REMATCH[1]}"
+        return
+    fi
+    echo "${cleaned%% *}"
+}
+
+get_gpu_label() {
+    local gpu_id="$1"
+    if [ -n "${GPU_LABELS[$gpu_id]+x}" ]; then
+        echo "${GPU_LABELS[$gpu_id]}"
+        return
+    fi
+    local name=""
+    if command -v nvidia-smi >/dev/null 2>&1; then
+        name=$(nvidia-smi --query-gpu=name --format=csv,noheader -i "$gpu_id" 2>/dev/null | head -1)
+    fi
+    if [ -z "$name" ]; then
+        GPU_LABELS[$gpu_id]="1xGPU${gpu_id}"
+        echo "${GPU_LABELS[$gpu_id]}"
+        return
+    fi
+    local short
+    short=$(short_gpu_name "$name")
+    GPU_LABELS[$gpu_id]="1x${short}"
+    echo "${GPU_LABELS[$gpu_id]}"
+}
+
+get_gpu_model_label() {
+    local models=()
+    local id label model
+    for id in "${GPUS[@]}"; do
+        label=$(get_gpu_label "$id")
+        model="${label#1x}"
+        models+=("$model")
+    done
+    local unique_models=()
+    local m found
+    for m in "${models[@]}"; do
+        found=false
+        for u in "${unique_models[@]}"; do
+            if [ "$u" = "$m" ]; then
+                found=true
+                break
+            fi
+        done
+        if [ "$found" = false ]; then
+            unique_models+=("$m")
+        fi
+    done
+    if [ ${#unique_models[@]} -eq 1 ]; then
+        echo "${unique_models[0]}"
+    else
+        echo "mixed"
+    fi
+}
+
+get_gpu_label_for_list() {
+    local gpu_list="$1"
+    IFS=',' read -r -a ids <<< "$gpu_list"
+    local count=${#ids[@]}
+    if [ "$count" -eq 0 ]; then
+        echo "0xGPU"
+        return
+    fi
+    local first_model
+    first_model="$(get_gpu_label "${ids[0]}")"
+    first_model="${first_model#1x}"
+    local id model
+    for id in "${ids[@]:1}"; do
+        model="$(get_gpu_label "$id")"
+        model="${model#1x}"
+        if [ "$model" != "$first_model" ]; then
+            echo "${count}xmixed"
+            return
+        fi
+    done
+    echo "${count}x${first_model}"
+}
+
+GPU_MODEL_LABEL=$(get_gpu_model_label)
+GPU_LOG_LABEL="${GPUS_PER_EXP}x${GPU_MODEL_LABEL}"
+LOG_FILE="logs/webshop_small_combos.log"
+RESULT_ROOT="logs"
+CHECKPOINT_ROOT="model_saving/webshop_small_combos"
+
+mkdir -p logs
+mkdir -p "$RESULT_ROOT"
+mkdir -p "$CHECKPOINT_ROOT"
+
+echo "=== Webshop Small Combos Runner: $(date) ===" | tee "$LOG_FILE"
+echo "Task: ${TASK} | Steps: ${STEPS} | GPU per exp: ${GPUS_PER_EXP}x${GPU_MODEL_LABEL}" | tee -a "$LOG_FILE"
+echo "GPUS: ${GPUS[*]} | groups: ${GPU_GROUPS[*]} | cooldown=${COOLDOWN_SECONDS}s" | tee -a "$LOG_FILE"
+
+run_experiment() {
+    local task=$1
+    local model_name=$2
+    local algo=$3
+    local filter=$4
+    local config=$5
+    local gpu_list=$6
+
+    local model_path
+    model_path=$(get_model_path "$model_name")
+
+    local filter_value
+    local include_zero
+    if [ "$filter" = "filter" ]; then
+        filter_value=0.9
+        include_zero=False
+    else
+        filter_value=1.0
+        include_zero=True
+    fi
+    local filter_strategy="top_p"
+
+    local common_overrides=(
+        "actor_rollout_ref.actor.use_kl_loss=False"
+        "actor_rollout_ref.actor.kl_loss_type=low-var-kl"
+        "actor_rollout_ref.actor.kl_loss_coef=0.001"
+        "actor_rollout_ref.actor.entropy_coeff=0.001"
+        "actor_rollout_ref.actor.entropy_from_logits_with_chunking=True"
+        "actor_rollout_ref.actor.filter_loss_scaling=none"
+        "actor_rollout_ref.rollout.gpu_memory_utilization=${GPU_MEMORY_UTILIZATION}"
+        "actor_rollout_ref.rollout.rollout_filter_strategy=${filter_strategy}"
+        "actor_rollout_ref.rollout.rollout_filter_top_p_prob_mode=linear"
+        "actor_rollout_ref.rollout.rollout_filter_type=largest"
+        "actor_rollout_ref.rollout.rollout_filter_metric=reward_variance"
+        "actor_rollout_ref.rollout.rollout_filter_include_zero=${include_zero}"
+    )
+
+    local env_overrides=()
+
+    local checkpoint_overrides=(
+        "actor_rollout_ref.actor.checkpoint.save_contents=[model]"
+        "critic.checkpoint.save_contents=[model]"
+    )
+
+    local algo_overrides
+    algo_overrides=$(get_algo_overrides "$algo")
+    read -r -a algo_args <<< "$algo_overrides"
+
+    local name="${task}-${algo}-${filter}-${model_name}-${NUM_GROUPS}x${GROUP_SIZE}-linear"
+    local task_dir="${RESULT_ROOT}/webshop_small_combos"
+    local log_path="${task_dir}/${name}.log"
+    local checkpoint_dir="${CHECKPOINT_ROOT}/${model_name}/${algo}/${filter}/${name}"
+    local gpus_per_exp
+    IFS=',' read -r -a gpu_ids <<< "$gpu_list"
+    gpus_per_exp=${#gpu_ids[@]}
+
+    mkdir -p "$task_dir"
+    mkdir -p "${checkpoint_dir}"
+    START=$(date +%s)
+    CUDA_VISIBLE_DEVICES="${gpu_list}" python train.py --config-name "$config" \
+        model_path="${model_path}" \
+        micro_batch_size_per_gpu=1 \
+        agent_proxy.max_turn=12 \
+        trainer.project_name="main_webshop" \
+        trainer.total_training_steps="${STEPS}" \
+        trainer.experiment_name="${name}" \
+        trainer.save_freq="${SAVE_FREQ}" \
+        trainer.default_local_dir="${checkpoint_dir}" \
+        trainer.logger="['console','wandb']" \
+        trainer.val_before_train=True \
+        trainer.n_gpus_per_node="${gpus_per_exp}" \
+        system.CUDA_VISIBLE_DEVICES="'${gpu_list}'" \
+        actor_rollout_ref.rollout.rollout_filter_value="${filter_value}" \
+        ppo_mini_batch_size=16 \
+        es_manager.train.env_groups=${NUM_GROUPS} \
+        es_manager.train.group_size=${GROUP_SIZE} \
+        es_manager.train.env_configs.n_groups="[${NUM_GROUPS}]" \
+        es_manager.val.env_groups=128 \
+        es_manager.val.group_size=1 \
+        es_manager.val.env_configs.n_groups="[128]" \
+        "${common_overrides[@]}" \
+        "${env_overrides[@]}" \
+        "${checkpoint_overrides[@]}" \
+        "${algo_args[@]}" \
+        2>&1 | tee "$log_path"
+    EXIT_CODE=${PIPESTATUS[0]}
+    END=$(date +%s)
+
+    TOTAL_TIME=$((END - START))
+    timing_values=()
+    mapfile -t timing_values < <(
+        python - "$log_path" <<'PY'
+import re
+import sys
+from pathlib import Path
+
+def last(pattern, text):
+    matches = re.findall(pattern, text)
+    return matches[-1] if matches else ""
+
+try:
+    text = Path(sys.argv[1]).read_text(errors="ignore")
+except Exception:
+    text = ""
+
+patterns = [
+    r"timing_s/train_total[:\s]+([\d.]+)",
+    r"timing_s/eval_total[:\s]+([\d.]+)",
+    r"timing_s/total[:\s]+([\d.]+)",
+]
+
+for pattern in patterns:
+    print(last(pattern, text))
+PY
+    )
+    TRAIN_TIME_RAW="${timing_values[0]:-}"
+    EVAL_TIME_RAW="${timing_values[1]:-}"
+    TOTAL_TIME_RAW="${timing_values[2]:-}"
+    TRAIN_TIME=$([ -n "$TRAIN_TIME_RAW" ] && printf "%.2f" "$TRAIN_TIME_RAW" || echo "N/A")
+    EVAL_TIME=$([ -n "$EVAL_TIME_RAW" ] && printf "%.2f" "$EVAL_TIME_RAW" || echo "N/A")
+    TOTAL_TIME_METRIC=$([ -n "$TOTAL_TIME_RAW" ] && printf "%.2f" "$TOTAL_TIME_RAW" || echo "N/A")
+
+    local status="success"
+    local error_line=""
+    if [ $EXIT_CODE -ne 0 ]; then
+        status="fail"
+        error_line=$(tail -2 "$log_path" | tr '\n' ' ')
+    fi
+
+    local gpu_label
+    gpu_label=$(get_gpu_label_for_list "$gpu_list")
+    local summary_line="task=${task} | algo=${algo} | filter=${filter} | model=${model_name} | steps=${STEPS} | filter=${filter_strategy}:${filter_value} | train_time=${TRAIN_TIME}s | eval_time=${EVAL_TIME}s | total_time=${TOTAL_TIME_METRIC}s | wall_time=${TOTAL_TIME}s | gpu=${gpu_label} | status=${status}"
+    echo "${summary_line}" > "${task_dir}/${name}.result"
+    echo "${summary_line}" | tee -a "$LOG_FILE"
+    if [ "$status" = "fail" ]; then
+        echo "  error: ${error_line}" | tee -a "$LOG_FILE"
+    fi
+    return 0
+}
+
+EXPERIMENTS=()
+GROUP_LABELS=()
+CURRENT_GROUP=""
+
+resolve_filter_selection() {
+    local raw="$1"
+    if [ -z "$raw" ] || [ "$raw" = "all" ]; then
+        SELECTED_FILTERS=("${FILTER_MODES[@]}")
+        return
+    fi
+    IFS=',' read -r -a candidates <<< "$raw"
+    SELECTED_FILTERS=()
+    for candidate in "${candidates[@]}"; do
+        candidate="${candidate// /}"
+        case "$candidate" in
+            filter|nofilter)
+                SELECTED_FILTERS+=("$candidate")
+                ;;
+            "")
+                continue
+                ;;
+            *)
+                echo "Unknown filter mode: $candidate" >&2
+                exit 1
+                ;;
+        esac
+    done
+    if [ ${#SELECTED_FILTERS[@]} -eq 0 ]; then
+        echo "No valid filters selected via --filters" >&2
+        exit 1
+    fi
+}
+
+set_group() {
+    CURRENT_GROUP="$1"
+    GROUP_LABELS+=("$1")
+}
+
+add_experiment() {
+    local model_name=$1
+    local algo=$2
+    local filter=$3
+    EXPERIMENTS+=("${CURRENT_GROUP}|${TASK}|${model_name}|${algo}|${filter}|${CONFIG}")
+}
+
+resolve_filter_selection "$FILTERS_OPTION"
+
+# Define the 4 combos: (model, algo)
+ALL_COMBOS=(
+    "Qwen2.5-3B-Instruct|PPO"
+    "Qwen2.5-3B-Instruct|GRPO"
+    "Qwen2.5-7B-Instruct|PPO"
+    "Llama-3.2-3B-Instruct|PPO"
+)
+
+if [ -n "$COMBOS_SELECTION" ]; then
+    COMBOS=()
+    IFS=',' read -r -a combo_indices <<< "$COMBOS_SELECTION"
+    for ci in "${combo_indices[@]}"; do
+        idx=$((ci - 1))
+        if [ "$idx" -ge 0 ] && [ "$idx" -lt ${#ALL_COMBOS[@]} ]; then
+            COMBOS+=("${ALL_COMBOS[$idx]}")
+        else
+            echo "Invalid combo index: $ci (valid: 1-${#ALL_COMBOS[@]})" >&2
+            exit 1
+        fi
+    done
+else
+    COMBOS=("${ALL_COMBOS[@]}")
+fi
+
+for combo in "${COMBOS[@]}"; do
+    IFS='|' read -r model_name algo <<< "$combo"
+    set_group "${model_name} + ${algo}"
+    for filter in "${SELECTED_FILTERS[@]}"; do
+        add_experiment "$model_name" "$algo" "$filter"
+    done
+done
+
+QUEUE_FILE=$(mktemp -t ragen_webshop_small_queue.XXXXXX)
+QUEUE_LOCK="${QUEUE_FILE}.lock"
+echo 0 > "$QUEUE_FILE"
+USE_FLOCK=false
+QUEUE_LOCK_DIR="${QUEUE_LOCK}.d"
+MAIN_PID=$$
+
+cleanup_queue() {
+    if [ "$$" -ne "$MAIN_PID" ]; then
+        return
+    fi
+    rm -f "$QUEUE_FILE" "$QUEUE_LOCK"
+    rmdir "$QUEUE_LOCK_DIR" 2>/dev/null || true
+}
+trap cleanup_queue EXIT
+
+if command -v flock >/dev/null 2>&1; then
+    USE_FLOCK=true
+fi
+
+next_experiment_index() {
+    local idx
+    if [ "$USE_FLOCK" = true ]; then
+        flock -x "$QUEUE_LOCK_FD"
+        idx=$(cat "$QUEUE_FILE")
+        if [ -z "$idx" ]; then
+            idx=0
+        fi
+        if (( idx >= ${#EXPERIMENTS[@]} )); then
+            flock -u "$QUEUE_LOCK_FD"
+            echo -1
+            return
+        fi
+        echo $((idx + 1)) > "$QUEUE_FILE"
+        flock -u "$QUEUE_LOCK_FD"
+        echo "$idx"
+        return
+    fi
+
+    while ! mkdir "$QUEUE_LOCK_DIR" 2>/dev/null; do
+        sleep 0.05
+    done
+    idx=$(cat "$QUEUE_FILE")
+    if [ -z "$idx" ]; then
+        idx=0
+    fi
+    if (( idx >= ${#EXPERIMENTS[@]} )); then
+        rmdir "$QUEUE_LOCK_DIR"
+        echo -1
+        return
+    fi
+    echo $((idx + 1)) > "$QUEUE_FILE"
+    rmdir "$QUEUE_LOCK_DIR"
+    echo "$idx"
+}
+
+run_queue_for_slot() {
+    local gpu_list=$1
+    if [ "$USE_FLOCK" = true ]; then
+        exec {QUEUE_LOCK_FD}>"$QUEUE_LOCK"
+    fi
+    while true; do
+        local idx
+        idx=$(next_experiment_index)
+        if [ "$idx" -lt 0 ]; then
+            break
+        fi
+        local exp="${EXPERIMENTS[$idx]}"
+        IFS='|' read -r exp_group task model_name algo filter config <<< "$exp"
+        run_experiment "$task" "$model_name" "$algo" "$filter" "$config" "$gpu_list" || true
+        if [ "$COOLDOWN_SECONDS" -gt 0 ]; then
+            sleep "$COOLDOWN_SECONDS"
+        fi
+    done
+    if [ "$USE_FLOCK" = true ]; then
+        exec {QUEUE_LOCK_FD}>&-
+    fi
+}
+
+pids=()
+for idx in "${!GPU_GROUPS[@]}"; do
+    run_queue_for_slot "${GPU_GROUPS[$idx]}" &
+    pids+=("$!")
+done
+
+for pid in "${pids[@]}"; do
+    wait "$pid"
+done
+
+{
+    echo ""
+    echo "=== Grouped Summary ==="
+    echo "GPU per exp: ${GPUS_PER_EXP}x${GPU_MODEL_LABEL} | Task: ${TASK} | Steps: ${STEPS}"
+    for group_label in "${GROUP_LABELS[@]}"; do
+        echo "=== ${group_label} ==="
+        for exp in "${EXPERIMENTS[@]}"; do
+            IFS='|' read -r exp_group task model_name algo filter config <<< "$exp"
+            if [ "$exp_group" != "$group_label" ]; then
+                continue
+            fi
+            name="${task}-${algo}-${filter}-${model_name}-${NUM_GROUPS}x${GROUP_SIZE}-linear"
+            task_dir="${RESULT_ROOT}/webshop_small_combos"
+            if [ -f "${task_dir}/${name}.result" ]; then
+                cat "${task_dir}/${name}.result"
+            else
+                echo "task=${task} | algo=${algo} | filter=${filter} | model=${model_name} | status=missing"
+            fi
+        done
+    done
+} | tee -a "$LOG_FILE"
diff --git a/scripts/setup_ragen.md b/scripts/setup_ragen.md
new file mode 100644
index 0000000000000000000000000000000000000000..cf1c1e96cbbd78a7971a612f53fcc02cabf9ab99
--- /dev/null
+++ b/scripts/setup_ragen.md
@@ -0,0 +1,47 @@
+# Scripts README
+
+## Release Environment Setup
+
+Use the setup flow below for the validated RAGEN environment.
+
+This setup has been validated on `H100`, `H200`, and `B200`, and supports:
+- `bandit`
+- `sokoban`
+- `frozenlake`
+- `metamathqa`
+- `countdown`
+- `deepcoder`
+
+## Requirements
+
+- `CUDA >= 12.8`
+
+### 1. Clone the repository
+
+```bash
+git clone https://github.com/CHIGUI0/RAGEN.git
+cd RAGEN
+```
+
+### 2. Create and activate the conda environment
+
+```bash
+conda create -n ragen python=3.12 -y
+conda activate ragen
+```
+
+### 3. Run the environment setup script
+
+```bash
+bash scripts/setup_ragen.sh
+```
+
+If you want to install the `search` environment, use the following command:
+
+```bash
+bash scripts/setup_ragen.sh --with-search
+```
+
+This release setup does not install `webshop`. If you need `webshop`, use its separate setup flow instead of `setup_ragen.sh`.
+
+If you want to run WebShop experiments, see [docs/experiment_webshop_release.md](../docs/experiment_webshop_release.md).
diff --git a/scripts/visualize.py b/scripts/visualize.py
new file mode 100644
index 0000000000000000000000000000000000000000..fddc2b90aba73e47ce3d8689dcddad796bb7853d
--- /dev/null
+++ b/scripts/visualize.py
@@ -0,0 +1,692 @@
+#!/usr/bin/env python3
+"""
+Local rollout visualizer.
+
+Usage:
+    python scripts/visualize.py --rollout_path results/ [--host 127.0.0.1] [--port 8000]
+
+The script launches a small HTTP server that lets you inspect .pkl files
+(containing verl.DataProto dumps) inside the rollout path. Open the printed
+URL in a browser to explore directories, select a file, and view its
+meta information and non-tensor batches entry by entry.
+"""
+
+from __future__ import annotations
+
+import argparse
+import json
+import logging
+import threading
+from functools import lru_cache
+from http.server import BaseHTTPRequestHandler, ThreadingHTTPServer
+from pathlib import Path
+from typing import Any, Dict, List
+from urllib.parse import parse_qs, urlparse
+import webbrowser
+
+import numpy as np
+
+from verl import DataProto
+
+LOGGER = logging.getLogger(__name__)
+
+
+def parse_args() -> argparse.Namespace:
+    parser = argparse.ArgumentParser(description="Launch a local rollout visualizer")
+    parser.add_argument("--rollout_path", required=True, help="Directory containing rollout .pkl files")
+    parser.add_argument("--host", default="127.0.0.1", help="Host to bind (default: 127.0.0.1)")
+    parser.add_argument("--port", type=int, default=8000, help="Port to bind (default: 8000)")
+    parser.add_argument("--no-browser", action="store_true", help="Do not attempt to open a browser automatically")
+    return parser.parse_args()
+
+
+def ensure_within(path: Path, root: Path) -> Path:
+    resolved = path.resolve()
+    try:
+        resolved.relative_to(root)
+    except ValueError as exc:
+        raise ValueError(f"Path {path} escapes the rollout root {root}") from exc
+    return resolved
+
+
+def numpy_summary(array: np.ndarray) -> Dict[str, Any]:
+    array = np.asarray(array)
+    summary: Dict[str, Any] = {
+        "__type__": "ndarray",
+        "dtype": str(array.dtype),
+        "shape": list(array.shape),
+        "size": int(array.size),
+    }
+    preview_limit = 32
+    flat = array.reshape(-1)
+    preview = flat[:preview_limit].tolist()
+    summary["preview"] = preview
+    summary["preview_count"] = len(preview)
+    if array.size <= preview_limit and array.size <= 10_000:
+        summary["values"] = array.tolist()
+    return summary
+
+
+def serialize_for_view(value: Any, depth: int = 0) -> Any:
+    if depth > 6:
+        return repr(value)
+
+    if value is None or isinstance(value, (str, int, float, bool)):
+        return value
+
+    if isinstance(value, (np.integer, np.floating, np.bool_)):
+        return value.item()
+
+    if isinstance(value, dict):
+        return {str(key): serialize_for_view(val, depth + 1) for key, val in value.items()}
+
+    if isinstance(value, (list, tuple, set)):
+        return [serialize_for_view(val, depth + 1) for val in value]
+
+    if isinstance(value, np.ndarray):
+        return numpy_summary(value)
+
+    return repr(value)
+
+
+def build_tree(root: Path) -> Dict[str, Any]:
+    root_node: Dict[str, Any] = {"name": root.name, "path": "", "type": "dir", "children": []}
+    nodes: Dict[str, Dict[str, Any]] = {"": root_node}
+
+    for file_path in sorted(root.rglob("*.pkl")):
+        rel_path = file_path.relative_to(root)
+        rel_path_posix = rel_path.as_posix()
+        parts = rel_path.parts
+        if not parts:
+            continue
+
+        cumulative = []
+        for part in parts[:-1]:
+            cumulative.append(part)
+            current_key = "/".join(cumulative)
+            parent_key = "/".join(cumulative[:-1]) if len(cumulative) > 1 else ""
+            if current_key not in nodes:
+                node = {"name": part, "path": current_key, "type": "dir", "children": []}
+                nodes[current_key] = node
+                nodes[parent_key]["children"].append(node)
+        file_parent_key = "/".join(parts[:-1]) if len(parts) > 1 else ""
+        file_node = {"name": parts[-1], "path": rel_path_posix, "type": "file"}
+        nodes[file_parent_key]["children"].append(file_node)
+
+    def sort_children(node: Dict[str, Any]) -> None:
+        children = node.get("children")
+        if not children:
+            return
+        children.sort(key=lambda item: (item.get("type") != "dir", item.get("name", "")))
+        for child in children:
+            if child.get("type") == "dir":
+                sort_children(child)
+
+    sort_children(root_node)
+    return root_node
+
+
+def data_proto_to_payload(file_path: Path) -> Dict[str, Any]:
+    data = DataProto.load_from_disk(str(file_path))
+    length = len(data)
+    items: List[Dict[str, Any]] = []
+    for idx in range(length):
+        try:
+            item = data[idx]
+        except Exception as exc:  # pragma: no cover - defensive guard
+            LOGGER.warning("Failed to read item %s from %s: %s", idx, file_path, exc)
+            continue
+        items.append(
+            {
+                "index": idx,
+                "meta_info": serialize_for_view(item.meta_info),
+                "non_tensor_batch": serialize_for_view(item.non_tensor_batch),
+            }
+        )
+
+    return {
+        "path": str(file_path),
+        "length": length,
+        "meta_info": serialize_for_view(data.meta_info),
+        "items": items,
+    }
+
+
+class RolloutExplorer:
+    def __init__(self, root: Path):
+        self.root = root
+        self._tree_cache: Dict[str, Any] | None = None
+        self._lock = threading.Lock()
+
+    def tree(self) -> Dict[str, Any]:
+        with self._lock:
+            if self._tree_cache is None:
+                self._tree_cache = build_tree(self.root)
+            return self._tree_cache
+
+    @lru_cache(maxsize=32)
+    def load_file(self, relative_path: str) -> Dict[str, Any]:
+        normalized_path = Path(relative_path)
+        target = ensure_within(self.root / normalized_path, self.root)
+        if not target.exists() or not target.is_file():
+            raise FileNotFoundError(f"File {relative_path} not found under {self.root}")
+        payload = data_proto_to_payload(target)
+        payload["relative_path"] = target.relative_to(self.root).as_posix()
+        return payload
+
+
+HTML_PAGE = """<!DOCTYPE html>
+<html lang=\"en\">
+<head>
+    <meta charset=\"utf-8\" />
+    <title>Rollout Visualizer</title>
+    <style>
+        :root {
+            color-scheme: light dark;
+            --bg: #f7f7fb;
+            --panel: #ffffffcc;
+            --accent: #4a6cff;
+            --accent-soft: #e6ebff;
+            --text: #1d1d25;
+            --border: #d9d9e3;
+        }
+        * { box-sizing: border-box; }
+        body {
+            margin: 0;
+            font-family: "Segoe UI", Tahoma, sans-serif;
+            background: var(--bg);
+            color: var(--text);
+        }
+        header {
+            padding: 14px 24px;
+            background: linear-gradient(135deg, var(--accent), #7f9bff);
+            color: white;
+            font-weight: 600;
+            letter-spacing: 0.4px;
+        }
+        #layout {
+            display: flex;
+            height: calc(100vh - 56px);
+        }
+        #sidebar {
+            width: 28%;
+            max-width: 360px;
+            min-width: 240px;
+            border-right: 1px solid var(--border);
+            background: var(--panel);
+            padding: 12px 16px;
+            overflow-y: auto;
+        }
+        #content {
+            flex: 1;
+            overflow-y: auto;
+            padding: 20px 28px;
+        }
+        .tree-node {
+            margin-left: 12px;
+        }
+        .tree-toggle {
+            cursor: pointer;
+            user-select: none;
+            display: inline-flex;
+            align-items: center;
+            gap: 6px;
+            padding: 4px 6px;
+            border-radius: 6px;
+        }
+        .tree-toggle:hover {
+            background: var(--accent-soft);
+        }
+        .file-entry {
+            cursor: pointer;
+            display: block;
+            padding: 4px 8px;
+            margin: 2px 0;
+            border-radius: 6px;
+        }
+        .file-entry:hover,
+        .file-entry.active {
+            background: var(--accent-soft);
+            color: var(--accent);
+        }
+        .panel {
+            background: var(--panel);
+            border: 1px solid var(--border);
+            border-radius: 12px;
+            padding: 16px 20px;
+            box-shadow: 0 4px 16px rgba(76, 96, 255, 0.05);
+        }
+        .section-title {
+            font-weight: 600;
+            margin-bottom: 12px;
+            font-size: 18px;
+        }
+        .meta-grid {
+            display: grid;
+            grid-template-columns: repeat(auto-fit, minmax(220px, 1fr));
+            gap: 12px;
+        }
+        .section-subtitle {
+            font-weight: 600;
+            margin: 18px 0 10px;
+            color: var(--accent);
+            font-size: 16px;
+        }
+        .kv-block {
+            border: 1px solid var(--border);
+            border-radius: 10px;
+            padding: 12px;
+            background: #fff;
+        }
+        .kv-header {
+            font-weight: 600;
+            margin-bottom: 8px;
+            color: var(--accent);
+        }
+        .kv-body {
+            font-size: 14px;
+            line-height: 1.5;
+            white-space: pre-wrap;
+        }
+        details {
+            border: 1px solid var(--border);
+            border-radius: 10px;
+            padding: 10px 14px;
+            margin-bottom: 10px;
+            background: #fff;
+        }
+        details[open] {
+            border-color: var(--accent);
+            box-shadow: 0 4px 12px rgba(74, 108, 255, 0.08);
+        }
+        summary {
+            cursor: pointer;
+            font-weight: 600;
+            color: var(--accent);
+        }
+        .message-card {
+            border: 1px solid var(--border);
+            border-radius: 8px;
+            padding: 10px 12px;
+            margin: 6px 0;
+            background: #fbfbff;
+        }
+        .message-meta {
+            font-size: 13px;
+            opacity: 0.7;
+            margin-bottom: 4px;
+        }
+        .message-content {
+            white-space: pre-wrap;
+            font-family: "Fira Code", "Consolas", monospace;
+            font-size: 14px;
+        }
+        .messages-section {
+            border: 1px solid var(--border);
+            border-radius: 12px;
+            padding: 14px 16px;
+            background: #f3f5ff;
+            margin-bottom: 14px;
+            box-shadow: inset 0 0 0 1px rgba(74, 108, 255, 0.05);
+        }
+        .messages-section .section-subtitle {
+            margin-top: 0;
+            color: var(--accent);
+        }
+        .placeholder {
+            opacity: 0.6;
+            font-style: italic;
+        }
+    </style>
+</head>
+<body>
+    <header>Rollout Visualizer</header>
+    <div id="layout">
+        <aside id="sidebar">
+            <div id="tree"></div>
+        </aside>
+        <main id="content">
+            <div class="panel placeholder">Select a file to inspect its rollout details.</div>
+        </main>
+    </div>
+    <script>
+        let activePath = null;
+
+        async function fetchJSON(url) {
+            const res = await fetch(url);
+            if (!res.ok) {
+                const text = await res.text();
+                throw new Error(text || res.statusText);
+            }
+            return res.json();
+        }
+
+        function createElement(tag, options = {}) {
+            const el = document.createElement(tag);
+            if (options.className) el.className = options.className;
+            if (options.text) el.textContent = options.text;
+            if (options.html) el.innerHTML = options.html;
+            return el;
+        }
+
+        function renderTree(node, container) {
+            const wrapper = createElement('div', { className: 'tree-node' });
+            const hasChildren = Array.isArray(node.children) && node.children.length > 0;
+
+            if (node.type === 'dir') {
+                const summary = createElement('div', { className: 'tree-toggle' });
+                const icon = createElement('span', { text: hasChildren ? '▸' : '•' });
+                icon.dataset.state = 'collapsed';
+                const label = createElement('span', { text: node.name || '(root)' });
+                summary.append(icon, label);
+                wrapper.appendChild(summary);
+                const childrenContainer = createElement('div');
+                childrenContainer.style.display = 'none';
+                if (node.path === '') {
+                    childrenContainer.style.display = 'block';
+                    icon.textContent = '▾';
+                }
+                summary.addEventListener('click', () => {
+                    if (!hasChildren) return;
+                    if (childrenContainer.style.display === 'none') {
+                        childrenContainer.style.display = 'block';
+                        icon.textContent = '▾';
+                    } else {
+                        childrenContainer.style.display = 'none';
+                        icon.textContent = '▸';
+                    }
+                });
+                wrapper.appendChild(childrenContainer);
+                node.children.forEach(child => renderTree(child, childrenContainer));
+            } else if (node.type === 'file') {
+                const entry = createElement('div', { className: 'file-entry', text: node.name });
+                entry.dataset.path = node.path;
+                entry.addEventListener('click', () => loadFile(node.path, entry));
+                wrapper.appendChild(entry);
+            }
+            container.appendChild(wrapper);
+        }
+
+        function renderKeyValue(container, key, value) {
+            const block = createElement('div', { className: 'kv-block' });
+            block.appendChild(createElement('div', { className: 'kv-header', text: key }));
+            const body = createElement('div', { className: 'kv-body' });
+            body.appendChild(renderValue(value, key));
+            block.appendChild(body);
+            container.appendChild(block);
+        }
+
+        function renderMessages(messages) {
+            const wrapper = createElement('div');
+            messages.forEach((msg, idx) => {
+                const card = createElement('div', { className: 'message-card' });
+                const role = msg.role || msg.author || `Message ${idx}`;
+                const meta = createElement('div', { className: 'message-meta', text: `${role}` });
+                if (msg.timestamp) {
+                    meta.textContent += ` · ${msg.timestamp}`;
+                }
+                const contentContainer = createElement('div', { className: 'message-content' });
+                let content = msg.content;
+                if (Array.isArray(content)) {
+                    content = content.map(part => typeof part === 'string' ? part : JSON.stringify(part, null, 2)).join('\\n');
+                }
+                contentContainer.textContent = content ?? '';
+                card.append(meta, contentContainer);
+                wrapper.appendChild(card);
+            });
+            return wrapper;
+        }
+
+        function renderNdArray(info) {
+            const wrapper = createElement('div');
+            const summary = `dtype=${info.dtype} · shape=[${info.shape.join(', ')}] · size=${info.size}`;
+            wrapper.appendChild(createElement('div', { text: summary }));
+            if (info.preview && info.preview.length) {
+                const preview = createElement('pre');
+                preview.textContent = JSON.stringify(info.preview, null, 2);
+                wrapper.appendChild(preview);
+            }
+            if (info.values) {
+                const details = document.createElement('details');
+                details.appendChild(createElement('summary', { text: 'Show full values' }));
+                const pre = createElement('pre');
+                pre.textContent = JSON.stringify(info.values, null, 2);
+                details.appendChild(pre);
+                wrapper.appendChild(details);
+            }
+            return wrapper;
+        }
+
+        function renderValue(value, key = '') {
+            if (value === null || typeof value === 'undefined') {
+                return createElement('span', { text: '—' });
+            }
+            if (typeof value !== 'object') {
+                return createElement('span', { text: String(value) });
+            }
+            if (Array.isArray(value)) {
+                if (key === 'messages') {
+                    return renderMessages(value.map(item => typeof item === 'object' ? item : { content: String(item) }));
+                }
+                const details = document.createElement('details');
+                details.appendChild(createElement('summary', { text: `List [${value.length}]` }));
+                value.forEach((item, idx) => {
+                    const line = createElement('div');
+                    line.appendChild(createElement('strong', { text: `#${idx}` }));
+                    line.appendChild(createElement('div', { className: 'kv-body' }));
+                    line.lastChild.appendChild(renderValue(item));
+                    details.appendChild(line);
+                });
+                return details;
+            }
+            if (value.__type__ === 'ndarray') {
+                return renderNdArray(value);
+            }
+            const entries = Object.entries(value);
+            const container = createElement('div');
+            entries.forEach(([childKey, childValue]) => {
+                const block = createElement('div');
+                block.appendChild(createElement('strong', { text: childKey }));
+                const inner = createElement('div', { className: 'kv-body' });
+                inner.appendChild(renderValue(childValue, childKey));
+                block.appendChild(inner);
+                container.appendChild(block);
+            });
+            return container;
+        }
+
+        function markActive(entry) {
+            document.querySelectorAll('.file-entry.active').forEach(el => el.classList.remove('active'));
+            entry.classList.add('active');
+        }
+
+        async function loadFile(path, entryEl) {
+            try {
+                activePath = path;
+                markActive(entryEl);
+                const data = await fetchJSON(`/api/file?path=${encodeURIComponent(path)}`);
+                renderContent(data);
+            } catch (error) {
+                console.error(error);
+                const panel = createElement('div', { className: 'panel' });
+                panel.appendChild(createElement('h2', { text: 'Failed to load file' }));
+                panel.appendChild(createElement('pre', { text: error.message }));
+                const content = document.getElementById('content');
+                content.innerHTML = '';
+                content.appendChild(panel);
+            }
+        }
+
+        function renderContent(data) {
+            const content = document.getElementById('content');
+            content.innerHTML = '';
+            const panel = createElement('div', { className: 'panel' });
+            const title = createElement('div', { className: 'section-title', text: data.relative_path || data.path });
+            panel.appendChild(title);
+            panel.appendChild(createElement('div', { text: `Entries: ${data.length}` }));
+
+            const metaSection = createElement('div', { className: 'section-title', text: 'Meta Info (global)' });
+            panel.appendChild(metaSection);
+            const metaGrid = createElement('div', { className: 'meta-grid' });
+            Object.entries(data.meta_info || {}).forEach(([key, value]) => {
+                renderKeyValue(metaGrid, key, value);
+            });
+            if (!Object.keys(data.meta_info || {}).length) {
+                metaGrid.appendChild(createElement('div', { className: 'placeholder', text: 'No meta info available.' }));
+            }
+            panel.appendChild(metaGrid);
+
+            const itemsSection = createElement('div', { className: 'section-title', text: 'Entries' });
+            panel.appendChild(itemsSection);
+            if (!data.items.length) {
+                panel.appendChild(createElement('div', { className: 'placeholder', text: 'No entries in this DataProto.' }));
+            }
+            data.items.forEach(item => {
+                const details = document.createElement('details');
+                const summary = createElement('summary', { text: `Item #${item.index}` });
+                details.appendChild(summary);
+
+                const metaBlock = createElement('div', { className: 'meta-grid' });
+                Object.entries(item.meta_info || {}).forEach(([key, value]) => {
+                    renderKeyValue(metaBlock, key, value);
+                });
+                if (!Object.keys(item.meta_info || {}).length) {
+                    metaBlock.appendChild(createElement('div', { className: 'placeholder', text: 'No item-level meta info.' }));
+                }
+                details.appendChild(metaBlock);
+
+                const nonTensorEntries = Object.entries(item.non_tensor_batch || {});
+                let messagesHandled = false;
+                if (nonTensorEntries.length) {
+                    nonTensorEntries.forEach(([key, value]) => {
+                        if (key === 'messages_list') {
+                            const messagesSection = createElement('div', { className: 'messages-section' });
+                            messagesSection.appendChild(createElement('div', { className: 'section-subtitle', text: 'Messages' }));
+                            messagesSection.appendChild(renderValue(value, key));
+                            details.appendChild(messagesSection);
+                            messagesHandled = true;
+                        }
+                    });
+                    const others = nonTensorEntries.filter(([key]) => key !== 'messages_list');
+                    if (others.length) {
+                        const ntBlock = createElement('div', { className: 'meta-grid' });
+                        others.forEach(([key, value]) => {
+                            renderKeyValue(ntBlock, key, value);
+                        });
+                        details.appendChild(ntBlock);
+                    }
+                    if (!messagesHandled && !others.length) {
+                        details.appendChild(createElement('div', { className: 'placeholder', text: 'No non-tensor batch data.' }));
+                    }
+                } else {
+                    details.appendChild(createElement('div', { className: 'placeholder', text: 'No non-tensor batch data.' }));
+                }
+
+                panel.appendChild(details);
+            });
+
+            content.appendChild(panel);
+        }
+
+        async function init() {
+            try {
+                const treeData = await fetchJSON('/api/tree');
+                const treeRoot = document.getElementById('tree');
+                treeRoot.innerHTML = '';
+                renderTree(treeData, treeRoot);
+            } catch (error) {
+                const treeRoot = document.getElementById('tree');
+                treeRoot.textContent = 'Failed to load file tree.';
+                console.error(error);
+            }
+        }
+
+        init();
+    </script>
+</body>
+</html>
+"""
+
+
+class VisualizerHandler(BaseHTTPRequestHandler):
+    explorer: RolloutExplorer
+
+    def do_GET(self) -> None:  # noqa: N802 - http.server signature
+        parsed = urlparse(self.path)
+        if parsed.path == "/":
+            self.respond_html(HTML_PAGE)
+            return
+        if parsed.path == "/api/tree":
+            payload = VisualizerHandler.explorer.tree()
+            self.respond_json(payload)
+            return
+        if parsed.path == "/api/file":
+            query = parse_qs(parsed.query)
+            relative = query.get("path", [None])[0]
+            if not relative:
+                self.respond_json({"error": "Missing path query parameter"}, status=400)
+                return
+            try:
+                payload = VisualizerHandler.explorer.load_file(relative)
+            except FileNotFoundError:
+                self.respond_json({"error": "File not found"}, status=404)
+                return
+            except Exception as exc:  # pragma: no cover - defensive guard
+                LOGGER.exception("Failed to load %s", relative)
+                self.respond_json({"error": str(exc)}, status=500)
+                return
+            self.respond_json(payload)
+            return
+
+        self.respond_json({"error": "Not found"}, status=404)
+
+    def log_message(self, format: str, *args: Any) -> None:  # noqa: A003 - inherited name
+        LOGGER.info("%s - %s", self.address_string(), format % args)
+
+    def respond_json(self, payload: Any, status: int = 200) -> None:
+        body = json.dumps(payload).encode("utf-8")
+        self.send_response(status)
+        self.send_header("Content-Type", "application/json; charset=utf-8")
+        self.send_header("Content-Length", str(len(body)))
+        self.end_headers()
+        self.wfile.write(body)
+
+    def respond_html(self, html: str, status: int = 200) -> None:
+        body = html.encode("utf-8")
+        self.send_response(status)
+        self.send_header("Content-Type", "text/html; charset=utf-8")
+        self.send_header("Content-Length", str(len(body)))
+        self.end_headers()
+        self.wfile.write(body)
+
+
+def main() -> None:
+    logging.basicConfig(level=logging.INFO, format="[%(levelname)s] %(message)s")
+    args = parse_args()
+    root = Path(args.rollout_path).expanduser().resolve()
+    if not root.exists() or not root.is_dir():
+        raise SystemExit(f"Rollout path {root} does not exist or is not a directory")
+
+    explorer = RolloutExplorer(root)
+    VisualizerHandler.explorer = explorer
+
+    server = ThreadingHTTPServer((args.host, args.port), VisualizerHandler)
+
+    address = f"http://{args.host}:{args.port}/"
+    print(f"Serving rollout visualizer for {root} at {address}")
+    if not args.no_browser:
+        try:
+            webbrowser.open(address)
+        except Exception as exc:  # pragma: no cover - best effort
+            LOGGER.info("Could not open browser automatically: %s", exc)
+
+    try:
+        server.serve_forever()
+    except KeyboardInterrupt:
+        print("\nShutting down...")
+    finally:
+        server.server_close()
+
+
+if __name__ == "__main__":
+    main()
diff --git a/tests/env/test_sokoban_render.py b/tests/env/test_sokoban_render.py
new file mode 100644
index 0000000000000000000000000000000000000000..dcfa748fe92452f1e4f99a93bce8ecdc38975f19
--- /dev/null
+++ b/tests/env/test_sokoban_render.py
@@ -0,0 +1,41 @@
+import re
+
+from ragen.env.sokoban.config import SokobanEnvConfig
+from ragen.env.sokoban.env import SokobanEnv
+
+
+def test_sokoban_render_supports_grid_and_coord():
+    seed = 1234
+    grid_config = SokobanEnvConfig(
+        dim_room=(5, 5),
+        num_boxes=1,
+        max_steps=10,
+        search_depth=20,
+        observation_format="grid",
+    )
+    coord_config = SokobanEnvConfig(
+        dim_room=(5, 5),
+        num_boxes=1,
+        max_steps=10,
+        search_depth=20,
+        observation_format="coord",
+    )
+
+    grid_env = SokobanEnv(grid_config)
+    coord_env = SokobanEnv(coord_config)
+
+    try:
+        grid_obs = grid_env.reset(seed=seed)
+        coord_obs = coord_env.reset(seed=seed)
+
+        assert isinstance(grid_obs, str)
+        assert isinstance(coord_obs, str)
+
+        assert "Board size:" in coord_obs
+        assert re.search(r"Walls: \(\d+, \d+\)", coord_obs)
+
+        assert isinstance(coord_env.render(mode="grid"), str)
+        assert "Board size:" in grid_env.render(mode="coord")
+    finally:
+        grid_env.close()
+        coord_env.close()
diff --git a/tests/es_manager/test_seed_iteration.py b/tests/es_manager/test_seed_iteration.py
new file mode 100644
index 0000000000000000000000000000000000000000..70d3350f67ccb88ade958a5154993a112163e51e
--- /dev/null
+++ b/tests/es_manager/test_seed_iteration.py
@@ -0,0 +1,34 @@
+import pytest
+from omegaconf import OmegaConf
+from ragen.llm_agent.es_manager import EnvStateManager
+
+
+def make_cfg():
+    return OmegaConf.create({
+        'seed': {'train': 7},
+        'es_manager': {
+            'train': {
+                'env_groups': 1,
+                'group_size': 1,
+                'env_configs': {'tags': ['Bandit'], 'n_groups': [1]},
+            }
+        },
+        'custom_envs': {
+            'Bandit': {
+                'env_type': 'bandit',
+                'max_actions_per_traj': 1,
+                'env_config': None
+            }
+        }
+    })
+
+
+def test_seed_iteration():
+    cfg = make_cfg()
+    es = EnvStateManager(cfg, mode='train')
+    es.reset()
+    first_seed = es.envs[0]['status'].seed
+    es.reset()
+    second_seed = es.envs[0]['status'].seed
+    assert first_seed == 7
+    assert second_seed == 8
diff --git a/tests/llm_agent/test_context_window.py b/tests/llm_agent/test_context_window.py
new file mode 100644
index 0000000000000000000000000000000000000000..830143f4d5d74b288f6911a022f15beaaee3df8e
--- /dev/null
+++ b/tests/llm_agent/test_context_window.py
@@ -0,0 +1,84 @@
+import pytest
+from ragen.llm_agent.ctx_manager import ContextManager
+from omegaconf import OmegaConf
+from verl.verl.protocol import DataProto
+
+class DummyTokenizer:
+    name_or_path = "qwen"  # or "llama-3" or any string your code expects
+
+    def apply_chat_template(self, messages, add_generation_prompt, tokenize):
+        return " ".join([msg["content"] for msg in messages])
+
+    def __call__(self, texts, return_tensors, padding, padding_side, truncation):
+        import torch
+        class DummyOutput:
+            input_ids = torch.tensor([[1, 2, 3]])
+            attention_mask = torch.tensor([[1, 1, 1]])
+        return DummyOutput()
+
+    def encode(self, text):
+        # Return a dummy list of token ids; must be at least length 1 for [0] indexing
+        return [42, 43]
+
+@pytest.fixture
+def dummy_config():
+    cfg = OmegaConf.create({
+        "agent_proxy": {
+            "max_context_window": 2,
+            "enable_think": False,
+            "use_turn_scores": False,
+            "action_sep": "|",
+            "reward_normalization": {
+                "grouping": "batch",
+                "method": "identity"
+            }
+        },
+        "enable_response_mask": False,
+        "es_manager": {
+            "train": {
+                "env_configs": {
+                    "n_groups": [1],
+                    "tags": ["sokoban"]
+                },
+                "group_size": 1
+            }
+        },
+        "custom_envs": {
+            "sokoban": {
+                "env_type": "sokoban",
+                "max_actions_per_traj": 10
+            }
+        },
+        "actor_rollout_ref": {
+            "rollout": {
+                "response_length": 128
+            }
+        }
+    })
+    return cfg
+
+def test_context_window_truncation(dummy_config):
+    tokenizer = DummyTokenizer()
+    ctx = ContextManager(config=dummy_config, tokenizer=tokenizer, mode="train")
+    ctx.prefix_lookup = {0: "Initial prompt"}
+    ctx.env_config_lookup = {0: {"max_tokens": 128}}
+    ctx.env_nums = {"": 1}  # For metrics
+
+    env_outputs = [{
+        "env_id": 0,
+        "group_id": 0,
+        "history": [
+            {"state": "S1", "llm_response": "R1", "reward": 0.1, "actions_left": 5},
+            {"state": "S2", "llm_response": "R2", "reward": 0.2, "actions_left": 4},
+            {"state": "S3", "llm_response": "R3", "reward": 0.3, "actions_left": 3},
+        ],
+        "metrics": {},
+    }]
+
+    lm_inputs: DataProto = ctx.get_lm_inputs(env_outputs, prepare_for_update=True)
+    messages = lm_inputs.non_tensor_batch["messages_list"][0]
+
+    # Ensure only last 2 turns are present
+    assert "S1" not in str(messages)
+    assert "S2" in str(messages)
+    assert "S3" in str(messages)
diff --git a/verl/.gemini/config.yaml b/verl/.gemini/config.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..66015ad30ed6768e06dceb91f11004be8a74bb04
--- /dev/null
+++ b/verl/.gemini/config.yaml
@@ -0,0 +1,10 @@
+have_fun: false
+code_review:
+  disable: false
+  comment_severity_threshold: HIGH
+  max_review_comments: -1
+  pull_request_opened:
+    help: false
+    summary: false
+    code_review: true
+ignore_patterns: []
diff --git a/verl/.github/CODEOWNERS b/verl/.github/CODEOWNERS
new file mode 100644
index 0000000000000000000000000000000000000000..a44436d719126c6322ae4c495f74087359af5aa2
--- /dev/null
+++ b/verl/.github/CODEOWNERS
@@ -0,0 +1,30 @@
+/docs @eric-haibin-lin @zhaochenyang20 @hongpeng-guo
+/docs/amd_tutorial @yushengsu-thu
+/docs/slang_multiturn @zhaochenyang20 @SwordFaith
+/docs/ascend_tutorial @FightingZhen
+
+/recipe/dapo @tongyx361 @PeterSH6 @vermouth1992 @tardis-key @FightingZhen @ji-huazhong
+/recipe/spin @zhaochenyang20
+/recipe/sppo @zhaochenyang20
+
+/third_party/sglang @zhaochenyang20 @SwordFaith
+/third_party/vllm @PeterSH6 @wuxibin89
+
+/examples/grpo_trainer @vermouth1992 @PeterSH6 @tardis-key @FightingZhen @ji-huazhong
+
+/verl/single_controller @zw0610 @wuxibin89 @hongpeng-guo
+/verl/trainer @eric-haibin-lin @vermouth1992 @tongyx361 @PeterSH6
+/verl/models/mcore @ISEEKYAN @vermouth1992
+/verl/models/transformers @vermouth1992 @PeterSH6 @tardis-key @FightingZhen @ji-huazhong
+/verl/workers/engine @eric-haibin-lin @vermouth1992 @ZihengJiang
+/verl/workers/roles @eric-haibin-lin @vermouth1992 @ZihengJiang
+/verl/workers/engine/fsdp @eric-haibin-lin @vermouth1992 @ZihengJiang
+/verl/workers/rollout/vllm_rollout @wuxibin89 @PeterSH6 @chenhaiq
+/verl/workers/rollout/sglang_rollout @zhaochenyang20 @SwordFaith @chenhaiq
+/verl/workers/actor/megatron_actor.py @ISEEKYAN @vermouth1992
+/verl/workers/critic/megatron_critic.py @ISEEKYAN @vermouth1992
+/verl/workers/megatron_workers.py @ISEEKYAN @vermouth1992
+
+/tests/single_controller @zw0610 @wuxibin89
+/tests/trainer @eric-haibin-lin @vermouth1992 @tongyx361 @PeterSH6
+/tests/workers/rollout/vllm_rollout @wuxibin89 @PeterSH6 @chenhaiq
diff --git a/verl/.github/ISSUE_TEMPLATE/bug-report.yml b/verl/.github/ISSUE_TEMPLATE/bug-report.yml
new file mode 100644
index 0000000000000000000000000000000000000000..67341f4139d9a5348f3887242b7c6accf10abc7b
--- /dev/null
+++ b/verl/.github/ISSUE_TEMPLATE/bug-report.yml
@@ -0,0 +1,65 @@
+# modified from https://github.com/huggingface/transformers/blob/main/.github/ISSUE_TEMPLATE/bug-report.yml?plain=1
+name: "\U0001F41B Bug Report"
+description: Submit a bug report to help us improve verl
+labels: [ "bug" ]
+body:
+  - type: markdown
+    attributes:
+      value: |
+        Thanks for taking the time to fill out this bug report! 🤗
+
+  - type: textarea
+    id: system-info
+    attributes:
+      label: System Info
+      description: Please share your system info with us. You can run the command `python scripts/diagnose.py` and copy-paste its output below.
+      placeholder: verl version, platform, python version, ...
+    validations:
+      required: true
+
+  - type: checkboxes
+    id: information-scripts-examples
+    attributes:
+      label: Information
+      description: 'The problem arises when using:'
+      options:
+        - label: "The official example scripts"
+        - label: "My own modified scripts"
+
+  - type: checkboxes
+    id: information-tasks
+    attributes:
+      label: Tasks
+      description: "The tasks I am working on are:"
+      options:
+        - label: "An officially supported task in the `examples` folder (such as GLUE/SQuAD, ...)"
+        - label: "My own task or dataset (give details below)"
+
+  - type: textarea
+    id: reproduction
+    validations:
+      required: true
+    attributes:
+      label: Reproduction
+      description: |
+        Please provide a code sample that reproduces the problem you ran into. It can be a Colab link or just a code snippet.
+        Please include relevant config information with your code.
+        If you have code snippets, error messages, stack traces please provide them here as well.
+        Important! Use code tags to correctly format your code. See https://help.github.com/en/github/writing-on-github/creating-and-highlighting-code-blocks#syntax-highlighting
+        Do not use screenshots, as they are hard to read and (more importantly) don't allow others to copy-and-paste your code.
+
+      placeholder: |
+        Steps to reproduce the behavior:
+
+          1.
+          2.
+          3.
+
+
+  - type: textarea
+    id: expected-behavior
+    validations:
+      required: true
+    attributes:
+      label: Expected behavior
+      description: "A clear and concise description of what you would expect to happen."
\ No newline at end of file
diff --git a/verl/.github/ISSUE_TEMPLATE/config.yml b/verl/.github/ISSUE_TEMPLATE/config.yml
new file mode 100644
index 0000000000000000000000000000000000000000..ac09e8636d7a7577999a55ffdf7095dd0b656e52
--- /dev/null
+++ b/verl/.github/ISSUE_TEMPLATE/config.yml
@@ -0,0 +1,2 @@
+blank_issues_enabled: true
+version: 0.1
diff --git a/verl/.github/ISSUE_TEMPLATE/feature-request.yml b/verl/.github/ISSUE_TEMPLATE/feature-request.yml
new file mode 100644
index 0000000000000000000000000000000000000000..18e0615b9ecd01bf1cead1155ff8124865e07d24
--- /dev/null
+++ b/verl/.github/ISSUE_TEMPLATE/feature-request.yml
@@ -0,0 +1,32 @@
+# modified from https://github.com/huggingface/transformers/blob/main/.github/ISSUE_TEMPLATE/feature-request.yml?plain=1
+name: "\U0001F680 Feature request"
+description: Submit a proposal/request for a new verl feature
+labels: [ "Feature request" ]
+body:
+  - type: textarea
+    id: feature-request
+    validations:
+      required: true
+    attributes:
+      label: Feature request
+      description: |
+        A clear and concise description of the feature proposal. Please provide a link to the paper and code in case they exist.
+
+  - type: textarea
+    id: motivation
+    validations:
+      required: true
+    attributes:
+      label: Motivation
+      description: |
+        Please outline the motivation for the proposal. Is your feature request related to a problem? e.g., I'm always frustrated when [...]. If this is related to another GitHub issue, please link here too.
+
+
+  - type: textarea
+    id: contribution
+    validations:
+      required: true
+    attributes:
+      label: Your contribution
+      description: |
+        Is there any way that you could help, e.g. by submitting a PR? Make sure to read the CONTRIBUTING.MD [readme](https://github.com/volcengine/verl/blob/main/CONTRIBUTING.md)
\ No newline at end of file
diff --git a/verl/.github/PULL_REQUEST_TEMPLATE.md b/verl/.github/PULL_REQUEST_TEMPLATE.md
new file mode 100644
index 0000000000000000000000000000000000000000..4f092f174f01b08144069b5004b328e9562cb1a2
--- /dev/null
+++ b/verl/.github/PULL_REQUEST_TEMPLATE.md
@@ -0,0 +1,40 @@
+### What does this PR do?
+
+> Add **concise** overview of what this PR aims to achieve or accomplish. Reference related GitHub issues and PRs that help with the review.
+
+### Checklist Before Starting
+
+- [ ] Search for similar PRs. Paste at least one query link here: ...
+- [ ] Format the PR title as `[{modules}] {type}: {description}` (This will be checked by the CI)
+  - `{modules}` include `fsdp`, `megatron`, `sglang`, `vllm`, `rollout`, `trainer`, `ci`, `training_utils`, `recipe`, `hardware`, `deployment`, `ray`, `worker`, `single_controller`, `misc`, `perf`, `model`, `algo`, `env`, `tool`, `ckpt`, `doc`, `data`
+  - If this PR involves multiple modules, separate them with `,` like `[megatron, fsdp, doc]`
+  - `{type}` is in `feat`, `fix`, `refactor`, `chore`, `test`
+  - If this PR breaks any API (CLI arguments, config, function signature, etc.), add `[BREAKING]` to the beginning of the title.
+  - Example: `[BREAKING][fsdp, megatron] feat: dynamic batching`
+
+### Test
+
+> For changes that can not be tested by CI (e.g., algorithm implementation, new model support), validate by experiment(s) and show results like training curve plots, evaluation results, etc.
+
+### API and Usage Example
+
+> Demonstrate how the API changes if any, and provide usage example(s) if possible.
+
+```python
+# Add code snippet or script demonstrating how to use this
+```
+
+### Design & Code Changes
+
+> Demonstrate the high-level design if this PR is complex, and list the specific changes.
+
+### Checklist Before Submitting
+
+> [!IMPORTANT]
+> Please check all the following items before requesting a review, otherwise the reviewer might deprioritize this PR for review.
+
+- [ ] Read the [Contribute Guide](https://github.com/volcengine/verl/blob/main/CONTRIBUTING.md).
+- [ ] Apply [pre-commit checks](https://github.com/volcengine/verl/blob/main/CONTRIBUTING.md#code-linting-and-formatting): `pre-commit install && pre-commit run --all-files --show-diff-on-failure --color=always`
+- [ ] Add / Update [the documentation](https://github.com/volcengine/verl/tree/main/docs).
+- [ ] Add unit or end-to-end test(s) to [the CI workflow](https://github.com/volcengine/verl/tree/main/.github/workflows) to cover all the code. If not feasible, explain why: ...
+- [ ] Once your PR is ready for CI, send a message in [the `ci-request` channel](https://verl-project.slack.com/archives/C091TCESWB1) in [the `verl` Slack workspace](https://join.slack.com/t/verl-project/shared_invite/zt-3855yhg8g-CTkqXu~hKojPCmo7k_yXTQ). (If not accessible, please try [the Feishu group (飞书群)](https://applink.larkoffice.com/client/chat/chatter/add_by_link?link_token=772jd4f1-cd91-441e-a820-498c6614126a).)
diff --git a/verl/.github/dependabot.yml b/verl/.github/dependabot.yml
new file mode 100644
index 0000000000000000000000000000000000000000..24a3571c620c9c1e5ef7b4011851124c7a020626
--- /dev/null
+++ b/verl/.github/dependabot.yml
@@ -0,0 +1,9 @@
+## Enabled the dependabot to check the dependencies of the project
+## Dependabot will open pull requests to update dependencies automatically
+
+version: 2
+updates:
+  - package-ecosystem: pip
+    directory: "/"
+    schedule:
+      interval: weekly
\ No newline at end of file
diff --git a/verl/.github/workflows/.deprecate/e2e_eval_aime24.yml b/verl/.github/workflows/.deprecate/e2e_eval_aime24.yml
new file mode 100644
index 0000000000000000000000000000000000000000..e674fd10cbde674d94053e9ceecf0ca3eddfeb76
--- /dev/null
+++ b/verl/.github/workflows/.deprecate/e2e_eval_aime24.yml
@@ -0,0 +1,147 @@
+# # Tests layout
+
+# Each folder under tests/ corresponds to a test category for a sub-namespace in verl. For instance:
+# - `tests/trainer` for testing functionality related to `verl/trainer`
+# - `tests/models` for testing functionality related to `verl/models`
+# - ...
+
+# There are a few folders with `special_` prefix, created for special purposes:
+# - `special_distributed`: unit tests that must run with multiple GPUs
+# - `special_e2e`: end-to-end tests with training/generation scripts
+# - `special_npu`: tests for NPUs
+# - `special_sanity`: a suite of quick sanity tests
+# - `special_standalone`: a set of test that are designed to run in dedicated environments
+
+# Accelerators for tests 
+# - By default tests are run with GPU available, except for the ones under `special_npu`, and any test script whose name ends with `on_cpu.py`.
+# - For test scripts with `on_cpu.py` name suffix would be tested on CPU resources in linux environment.
+
+# # Workflow layout
+
+# All CI tests are configured by yaml files in `.github/workflows/`. Here's an overview of all test configs:
+# 1. A list of always triggered CPU sanity tests: `check-pr-title.yml`, `secrets_scan.yml`, `check-pr-title,yml`, `pre-commit.yml`, `doc.yml`
+# 2. Some heavy multi-GPU unit tests, such as `model.yml`, `vllm.yml`, `sgl.yml`
+# 3. End-to-end tests: `e2e_*.yml`
+# 4. Unit tests
+#   - `cpu_unit_tests.yml`, run pytest on all scripts with file name pattern `tests/**/test_*_on_cpu.py`
+#   - `gpu_unit_tests.yml`, run pytest on all scripts with file without the `on_cpu.py` suffix.
+#   - Since cpu/gpu unit tests by default runs all tests under `tests`, please make sure tests are manually excluded in them when
+#     - new workflow yaml is added to `.github/workflows`
+#     - new tests are added to workflow mentioned in 2.
+
+
+name: e2e_eval_aime24
+
+on:
+  # Trigger the workflow on push or pull request,
+  # but only for the main branch
+  # For push, for now only anti-patterns are specified so it is more conservative
+  # and achieves higher coverage.
+  push:
+    branches:
+      - main
+      - v0.*
+    paths:
+      - "**/*.py"
+      # Other entrypoints
+      - "!*.md"
+      - "!docker/**"
+      - "!docs/**"
+      - "!examples/**"
+      - "!tests/**"
+      - "!verl/trainer/main_*.py"
+      - "!verl/trainer/fsdp_sft_trainer.py"
+      - "!recipe/**"
+      - "recipe/r1"
+      - "!recipe/r1/README.md"
+  pull_request:
+    branches:
+      - main
+    paths:
+      - "**/*.py"
+      # Other entrypoints
+      - "!*.md"
+      - "!docker/**"
+      - "!docs/**"
+      - "!examples/**"
+      - "!tests/**"
+      - "!verl/trainer/main_*.py"
+      - "!verl/trainer/fsdp_sft_trainer.py"
+      # Home
+      - "recipe/r1"
+      - "!recipe/r1/README.md"
+      # Other recipes
+      - "!recipe/**"
+      # Entrypoints
+      - ".github/workflows/e2e_eval_aime24.yml"
+      - "tests/special_e2e/run_r1_distill_qwen_aime24_eval.sh"
+      - "verl/trainer/main_generation.py"
+      - "verl/trainer/config/generation.yaml"
+
+# Cancel jobs on the same ref if a new one is triggered
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: ${{ github.ref != 'refs/heads/main' }}
+
+# Declare permissions just read content.
+permissions:
+  contents: read
+
+env:
+  IMAGE: "verl-ci-cn-beijing.cr.volces.com/verlai/verl:app-verl0.5-transformers4.55.4-vllm0.10.0-mcore0.13.0-te2.2"
+  DYNAMIC_RUNNER_ENDPOINT: "https://sd10g3clalm04ug7alq90.apigateway-cn-beijing.volceapi.com/runner"
+
+jobs:
+  setup:
+    if: github.repository_owner == 'volcengine'
+    runs-on: ubuntu-latest
+    outputs:
+      runner-label: ${{ steps.create-runner.outputs.runner-label }}
+      mlp-task-id: ${{ steps.create-runner.outputs.mlp-task-id }}
+    steps:
+      - uses: actions/checkout@v4
+      - id: create-runner
+        uses: volcengine/vemlp-github-runner@v1 
+        with:
+          mode: "create"
+          faas-url: "${{ env.DYNAMIC_RUNNER_ENDPOINT }}"
+          mlp-image: "${{ env.IMAGE }}"
+  
+  e2e_eval_aime24:
+    needs: setup
+    runs-on: ["${{ needs.setup.outputs.runner-label || 'L20x8' }}"]
+    timeout-minutes: 40 # Increase this timeout value as needed
+    env:
+      HTTP_PROXY: ${{ secrets.PROXY_HTTP }}
+      HTTPS_PROXY: ${{ secrets.PROXY_HTTPS }}
+      NO_PROXY: "localhost,127.0.0.1,hf-mirror.com"
+      HF_ENDPOINT: "https://hf-mirror.com"
+      HF_HUB_ENABLE_HF_TRANSFER: "0" # This is more stable
+    steps:
+      - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
+        with:
+          fetch-depth: 0
+      - name: Install the current repository
+        run: |
+          pip3 install --no-deps -e .[test,gpu,math]
+          pip3 install math-verify transformers==4.56.2
+      - name: Prepare aime24 dataset
+        run: |
+          ray stop --force
+          python3 recipe/r1/data_process.py --task aime2024
+      - name: Running generation and evaluation in AIME 2024
+        run: |
+          ray stop --force
+          bash tests/special_e2e/run_r1_distill_qwen_aime24_eval.sh
+
+  cleanup:
+      runs-on: ubuntu-latest
+      needs: [setup, e2e_eval_aime24]
+      if: always()
+      steps:
+        - id: destroy-runner
+          uses: volcengine/vemlp-github-runner@v1
+          with:
+            mode: "destroy"
+            faas-url: "${{ env.DYNAMIC_RUNNER_ENDPOINT }}"
+            mlp-task-id: "${{ needs.setup.outputs.mlp-task-id }}"
\ No newline at end of file
diff --git a/verl/.github/workflows/.deprecate/e2e_ppo_trainer.yml b/verl/.github/workflows/.deprecate/e2e_ppo_trainer.yml
new file mode 100644
index 0000000000000000000000000000000000000000..fa6fef0bd144b64cc02179aae4ea711f6e477c63
--- /dev/null
+++ b/verl/.github/workflows/.deprecate/e2e_ppo_trainer.yml
@@ -0,0 +1,133 @@
+name: e2e_ppo_trainer_deprecate
+
+on:
+  # Trigger the workflow on push or pull request,
+  # but only for the main branch
+  # For push, for now only anti-patterns are specified so it is more conservative
+  # and achieves higher coverage.
+  push:
+    branches:
+      - disabled_ci
+  pull_request:
+    branches:
+      - disabled_ci
+    paths:
+      - "**/*.py"
+      # Other entrypoints
+      - "!**/*.md"
+      - "!docker/**"
+      - "!examples/**"
+      - "!tests/**"
+      - "!verl/trainer/main_*.py"
+      - "!verl/trainer/fsdp_sft_trainer.py"
+      # Docs
+      - "!docs/**"
+      # Recipes
+      - "!recipe/**"
+      # Megatron
+      - "!verl/workers/**/megatron_*.py"
+      # Entrypoints
+      - ".github/workflows/e2e_ppo_trainer.yml"
+      - "examples/data_preprocess/gsm8k.py"
+      - "examples/data_preprocess/geo3k.py"
+      - "tests/special_e2e/ppo_trainer"
+      - "verl/trainer/main_ppo.py"
+      - "verl/trainer/config/ppo_trainer.yaml"
+
+# Cancel jobs on the same ref if a new one is triggered
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: ${{ github.ref != 'refs/heads/main' }}
+
+# Declare permissions just read content.
+permissions:
+  contents: read
+
+jobs:
+  pre_commit_for_ppo:
+    runs-on: ubuntu-latest
+    strategy:
+      matrix:
+        python-version: ["3.12"]
+    steps:
+      - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
+      - name: Set up Python ${{ matrix.python-version }}
+        uses: actions/setup-python@0b93645e9fea7318ecaed2b359559ac225c90a2b # v5.3.0
+        with:
+          python-version: ${{ matrix.python-version }}
+      - name: Install the current repository
+        run: |
+          pip install -e .
+      - name: Set ruff --output-format=github
+        run: |
+          sed -i 's/--output-format=full/--output-format=github/' .pre-commit-config.yaml
+          git add .pre-commit-config.yaml
+      - uses: pre-commit/action@v3.0.1
+        with:
+          extra_args: "" # Overriding default "--all-files"
+
+  e2e_ppo_trainer_sglang_multiturn_with_tool:
+    runs-on: [L20x8]
+    needs: pre_commit_for_ppo
+    timeout-minutes: 40 # Increase this timeout value as needed
+    env:
+      HTTP_PROXY: ${{ secrets.PROXY_HTTP }}
+      HTTPS_PROXY: ${{ secrets.PROXY_HTTPS }}
+      NO_PROXY: "localhost,127.0.0.1,hf-mirror.com"
+      HF_ENDPOINT: "https://hf-mirror.com"
+      HF_HUB_ENABLE_HF_TRANSFER: "0" # This is more stable
+    container:
+      image: verlai/verl:app-verl0.6-transformers4.56.1-sglang0.5.2-mcore0.13.0-te2.2
+      options: --gpus all --shm-size=10g
+    steps:
+      - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
+        with:
+          fetch-depth: 0
+      - name: Install the current repository
+        run: |
+          pip3 install -e .[test,gpu,sglang]
+      - name: Prepare gsm8k dataset with tool
+        run: |
+          ray stop --force
+          python3 examples/data_preprocess/gsm8k_multiturn_w_tool.py --local_save_dir $HOME/data/gsm8k_verl_sgl_multi_turn_preprocessed
+      - name: Running GSM8K with tool E2E training tests on 8 L20 GPUs with rmpad using function rm and save ckpt with sglang
+        run: |
+          ray stop --force
+          bash tests/special_e2e/run_gsm8k_fsdp_sgl_multiturn_w_tool.sh
+      - name: Running GSM8K with tool E2E training tests with FSDP2
+        run: |
+          ray stop --force
+          FSDP_STRATEGY=fsdp2 bash tests/special_e2e/run_gsm8k_fsdp_sgl_multiturn_w_tool.sh
+
+  e2e_ppo_trainer_sglang_vlm_multiturn_with_tool:
+    runs-on: [L20x8]
+    needs: pre_commit_for_ppo
+    timeout-minutes: 40 # Increase this timeout value as needed
+    env:
+      HTTP_PROXY: ${{ secrets.PROXY_HTTP }}
+      HTTPS_PROXY: ${{ secrets.PROXY_HTTPS }}
+      NO_PROXY: "localhost,127.0.0.1,hf-mirror.com"
+      HF_ENDPOINT: "https://hf-mirror.com"
+      HF_HUB_ENABLE_HF_TRANSFER: "0" # This is more stable
+    container:
+      image: verlai/verl:app-verl0.6-transformers4.56.1-sglang0.5.2-mcore0.13.0-te2.2
+      options: --gpus all --shm-size=10g
+    steps:
+      - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
+        with:
+          fetch-depth: 0
+      - name: Install the current repository
+        run: |
+          pip3 install -e .[test,geo,gpu,sglang]
+      - name: Prepare geo3k dataset with tool
+        run: |
+          ray stop --force
+          python3 examples/data_preprocess/geo3k_multiturn_w_tool.py --local_dir $HOME/data/geo3k_verl_sgl_multi_turn_preprocessed
+      - name: Running GEO3K with tool E2E training tests on 8 L20 GPUs with rmpad using function rm and save ckpt with sglang
+        run: |
+          ray stop --force
+          bash tests/special_e2e/run_geo3k_fsdp_sgl_multiturn_w_tool.sh
+      - name: Running GEO3K with tool E2E training tests with FSDP2
+        run: |
+          ray stop --force
+          FSDP_STRATEGY=fsdp2 bash tests/special_e2e/run_geo3k_fsdp_sgl_multiturn_w_tool.sh
diff --git a/verl/.github/workflows/.deprecate/e2e_ppo_trainer_megatron_sglang.yml b/verl/.github/workflows/.deprecate/e2e_ppo_trainer_megatron_sglang.yml
new file mode 100644
index 0000000000000000000000000000000000000000..30c22d9948226055e255b9c4a71d3fa9bec07c74
--- /dev/null
+++ b/verl/.github/workflows/.deprecate/e2e_ppo_trainer_megatron_sglang.yml
@@ -0,0 +1,155 @@
+# # Tests layout
+
+# Each folder under tests/ corresponds to a test category for a sub-namespace in verl. For instance:
+# - `tests/trainer` for testing functionality related to `verl/trainer`
+# - `tests/models` for testing functionality related to `verl/models`
+# - ...
+
+# There are a few folders with `special_` prefix, created for special purposes:
+# - `special_distributed`: unit tests that must run with multiple GPUs
+# - `special_e2e`: end-to-end tests with training/generation scripts
+# - `special_npu`: tests for NPUs
+# - `special_sanity`: a suite of quick sanity tests
+# - `special_standalone`: a set of test that are designed to run in dedicated environments
+
+# Accelerators for tests
+# - By default tests are run with GPU available, except for the ones under `special_npu`, and any test script whose name ends with `on_cpu.py`.
+# - For test scripts with `on_cpu.py` name suffix would be tested on CPU resources in linux environment.
+
+# # Workflow layout
+
+# All CI tests are configured by yaml files in `.github/workflows/`. Here's an overview of all test configs:
+# 1. A list of always triggered CPU sanity tests: `check-pr-title.yml`, `secrets_scan.yml`, `check-pr-title,yml`, `pre-commit.yml`, `doc.yml`
+# 2. Some heavy multi-GPU unit tests, such as `model.yml`, `vllm.yml`, `sgl.yml`
+# 3. End-to-end tests: `e2e_*.yml`
+# 4. Unit tests
+#   - `cpu_unit_tests.yml`, run pytest on all scripts with file name pattern `tests/**/test_*_on_cpu.py`
+#   - `gpu_unit_tests.yml`, run pytest on all scripts with file without the `on_cpu.py` suffix.
+#   - Since cpu/gpu unit tests by default runs all tests under `tests`, please make sure tests are manually excluded in them when
+#     - new workflow yaml is added to `.github/workflows`
+#     - new tests are added to workflow mentioned in 2.
+
+name: e2e_ppo_trainer_megatron_sglang_deprecate
+
+on:
+  # Trigger the workflow on push or pull request,
+  # but only for the main branch.
+  # For push, for now only anti-patterns are specified so it is more conservative
+  # and achieves higher coverage.
+  push:
+    branches:
+      - disabled_ci
+  pull_request:
+    branches:
+      - disabled_ci
+    paths:
+      - "**/*.py"
+      # Other entrypoints
+      - "!docker/**"
+      # Docs
+      - "!**/*.md"
+      - "!docs/**"
+      - "!examples/**"
+      - "!tests/**"
+      - "!verl/trainer/main_*.py"
+      - "!verl/trainer/fsdp_sft_trainer.py"
+      # Recipes
+      - "!recipe/**"
+      # FSDP
+      - "!verl/workers/**/*dp_*.py"
+      # Entrypoints
+      - ".github/workflows/e2e_ppo_trainer_megatron_sglang.yml"
+      - "examples/data_preprocess/gsm8k.py"
+      - "examples/data_preprocess/geo3k.py"
+      - "tests/special_e2e/run_ppo_trainer_megatron.sh"
+      - "verl/trainer/main_ppo.py"
+      - "verl/trainer/config/ppo_megatron_trainer.yaml"
+
+# Cancel jobs on the same ref if a new one is triggered
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: ${{ github.ref != 'refs/heads/main' }}
+
+# Declare permissions just read content.
+permissions:
+  contents: read
+
+env:
+  IMAGE: "verl-ci-cn-beijing.cr.volces.com/verlai/verl:app-verl0.6-transformers4.56.1-sglang0.5.2-mcore0.13.0-te2.2"
+  DYNAMIC_RUNNER_ENDPOINT: "https://sd10g3clalm04ug7alq90.apigateway-cn-beijing.volceapi.com/runner"
+
+jobs:
+  setup:
+    if: github.repository_owner == 'volcengine'
+    runs-on: ubuntu-latest
+    outputs:
+      runner-label: ${{ steps.create-runner.outputs.runner-label }}
+      mlp-task-id: ${{ steps.create-runner.outputs.mlp-task-id }}
+    steps:
+      - uses: actions/checkout@v4
+      - id: create-runner
+        uses: volcengine/vemlp-github-runner@v1
+        with:
+          mode: "create"
+          faas-url: "${{ env.DYNAMIC_RUNNER_ENDPOINT }}"
+          mlp-image: "${{ env.IMAGE }}"
+
+  e2e_ppo_trainer_megatron-qwen3:
+    needs: setup
+    runs-on: ["${{ needs.setup.outputs.runner-label || 'L20x8' }}"]
+    timeout-minutes: 60 # Increase this timeout value as needed
+    env:
+      HTTP_PROXY: ${{ secrets.PROXY_HTTP }}
+      HTTPS_PROXY: ${{ secrets.PROXY_HTTPS }}
+      NO_PROXY: "localhost,127.0.0.1,hf-mirror.com"
+      HF_ENDPOINT: "https://hf-mirror.com"
+      HF_HUB_ENABLE_HF_TRANSFER: "0" # This is more stable
+    steps:
+      - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
+        with:
+          fetch-depth: 0
+      - name: Install the current repository
+        run: |
+          pip3 install --no-deps -e .[test]
+      - name: Prepare GSM8K dataset
+        run: |
+          python3 examples/data_preprocess/gsm8k.py
+      - name: Running GSM8K E2E training tests with 3D parallelism on 8 L20 GPUs with Megatron (Qwen3) with validation and saving
+        run: |
+          ray stop --force
+          ENGINE=sglang ALL_OFFLOAD=True VAL_BEFORE_TRAIN=True TEST_FREQ=1 SAVE_FREQ=1 MODEL_ID=Qwen/Qwen3-0.6B bash tests/special_e2e/run_ppo_trainer_megatron.sh
+      - name: Running GSM8K E2E training tests with 3D parallelism on 8 L20 GPUs with Megatron (Qwen3) testing learning rate scheduler
+        run: |
+          ray stop --force
+          ENGINE=sglang LR_WARMUP_STEPS=1 TOTAL_TRAIN_STEPS=2 MODEL_ID=Qwen/Qwen3-0.6B bash tests/special_e2e/run_ppo_trainer_megatron.sh
+
+      - name: Test Megatron checkpoints merging function (Qwen3 Actor and Critic)
+        run: |
+          exp_name="qwen3-0.6b-megatron-gsm8k-minimal"
+          python -m verl.model_merger test --backend megatron --tie-word-embedding --local_dir checkpoints/verl-test/${exp_name}/global_step_1/actor --test_hf_dir checkpoints/verl-test/${exp_name}/global_step_1/actor/huggingface
+          python -m verl.model_merger test --backend megatron --is-value-model --local_dir checkpoints/verl-test/${exp_name}/global_step_1/critic --test_hf_dir checkpoints/verl-test/${exp_name}/global_step_1/critic/huggingface
+      - name: clean up
+        run: |
+          rm -rf checkpoints
+
+  cleanup:
+    runs-on: ubuntu-latest
+    needs:
+      [
+        setup,
+        e2e_ppo_trainer_megatron-deepseek,
+        e2e_ppo_trainer_megatron-qwen3,
+        e2e_ppo_trainer_megatron-different-train-infer-tp-qwen-tie-embedding,
+        e2e_ppo_trainer_megatron-qwen-override-transformer-config,
+        e2e_ppo_trainer_megatron-deepseek-override-transformer-config,
+        e2e_ppo_trainer_megatron-moe-expert-parallel,
+        e2e_ppo_trainer_megatron-qwen2_5vl-3b,
+      ]
+    if: always()
+    steps:
+      - id: destroy-runner
+        uses: volcengine/vemlp-github-runner@v1
+        with:
+          mode: "destroy"
+          faas-url: "${{ env.DYNAMIC_RUNNER_ENDPOINT }}"
+          mlp-task-id: "${{ needs.setup.outputs.mlp-task-id }}"
\ No newline at end of file
diff --git a/verl/.github/workflows/.deprecate/e2e_prime.yml b/verl/.github/workflows/.deprecate/e2e_prime.yml
new file mode 100644
index 0000000000000000000000000000000000000000..694591b9c6c810d4b61e48767ccb6e7d791fa369
--- /dev/null
+++ b/verl/.github/workflows/.deprecate/e2e_prime.yml
@@ -0,0 +1,66 @@
+name: e2e_prime_deprecate
+
+on:
+  # Trigger the workflow on push or pull request,
+  # but only for the main branch
+  push:
+    branches:
+      - disabled_ci
+  pull_request:
+    branches:
+      - disabled_ci
+    paths:
+      - "**/*.py"
+      # Other entrypoints
+      - "!examples/**"
+      - "!tests/**"
+      - "!verl/trainer/main_*.py"
+      - "!verl/trainer/fsdp_sft_trainer.py"
+      # Other recipes
+      - "!recipe/**"
+      # Megatron
+      - "!verl/workers/**/megatron_*.py"
+      # Home
+      - "recipe/prime"
+      # Entrypoints
+      - ".github/workflows/e2e_prime.yml"
+      - "examples/data_preprocess/gsm8k.py"
+      - "tests/special_e2e/run_prime.sh"
+
+# Cancel jobs on the same ref if a new one is triggered
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: ${{ github.ref != 'refs/heads/main' }}
+
+# Declare permissions just read content.
+permissions:
+  contents: read
+
+jobs:
+  e2e_prime:
+    runs-on: [L20x8]
+    timeout-minutes: 50 # Increase this timeout value as needed
+    env:
+      HTTP_PROXY: ${{ secrets.PROXY_HTTP }}
+      HTTPS_PROXY: ${{ secrets.PROXY_HTTPS }}
+      NO_PROXY: "localhost,127.0.0.1,hf-mirror.com"
+      HF_ENDPOINT: "https://hf-mirror.com"
+      HF_HUB_ENABLE_HF_TRANSFER: "0" # This is more stable
+    container:
+      image: whatcanyousee/verl:ngc-cu124-vllm0.8.5-sglang0.4.6.post5-mcore0.12.0-te2.3
+      options: --gpus all --shm-size=10g
+    steps:
+      - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
+        with:
+          fetch-depth: 0
+      - name: Install the current repository
+        run: |
+          pip3 install --no-deps -e .[test,gpu]
+      - name: Prepare gsm8k dataset
+        run: |
+          ray stop --force
+          python3 examples/data_preprocess/gsm8k.py
+      - name: Running GSM8K E2E with prime alg
+        run: |
+          ray stop --force
+          bash tests/special_e2e/run_prime.sh
diff --git a/verl/.github/workflows/.deprecate/e2e_sppo.yml b/verl/.github/workflows/.deprecate/e2e_sppo.yml
new file mode 100644
index 0000000000000000000000000000000000000000..0dddd849cb0df51f394db60aa27eec65dced1e8e
--- /dev/null
+++ b/verl/.github/workflows/.deprecate/e2e_sppo.yml
@@ -0,0 +1,118 @@
+name: e2e_sppo
+
+on:
+  # Trigger the workflow on push or pull request,
+  # but only for the main branch
+  push:
+    branches:
+      - main
+      - v0.*
+    paths:
+      - "**/*.py"
+      # Other entrypoints
+      - "!examples/**"
+      - "!tests/**"
+      - "!verl/trainer/main_*.py"
+      - "!verl/trainer/fsdp_sft_trainer.py"
+      # Other recipes
+      - "!recipe/**"
+      # Megatron
+      - "!verl/workers/**/megatron_*.py"
+      # Home
+      - "recipe/sppo"
+      # Entrypoints
+      - ".github/workflows/e2e_sppo.yml"
+      - "examples/data_preprocess/gsm8k.py"
+      - "tests/special_e2e/run_sppo.sh"
+  pull_request:
+    branches:
+      - main
+      - v0.*
+    paths:
+      - "**/*.py"
+      # Other entrypoints
+      - "!examples/**"
+      - "!tests/**"
+      - "!verl/trainer/main_*.py"
+      - "!verl/trainer/fsdp_sft_trainer.py"
+      # Other recipes
+      - "!recipe/**"
+      # Megatron
+      - "!verl/workers/**/megatron_*.py"
+      # Home
+      - "recipe/sppo"
+      # Entrypoints
+      - ".github/workflows/e2e_sppo.yml"
+      - "examples/data_preprocess/gsm8k.py"
+      - "tests/special_e2e/run_sppo.sh"
+
+# Declare permissions just read content.
+permissions:
+  contents: read
+
+# Cancel jobs on the same ref if a new one is triggered
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: ${{ github.ref != 'refs/heads/main' }}
+
+env:
+  IMAGE: "verl-ci-cn-beijing.cr.volces.com/verlai/verl:app-verl0.6-transformers4.56.1-sglang0.5.2-mcore0.13.0-te2.2"
+  DYNAMIC_RUNNER_ENDPOINT: "https://sd10g3clalm04ug7alq90.apigateway-cn-beijing.volceapi.com/runner"
+  TRANSFORMERS_VERSION: "4.56.2"
+
+jobs:
+  setup:
+    if: github.repository_owner == 'volcengine'
+    runs-on: ubuntu-latest
+    outputs:
+      runner-label: ${{ steps.create-runner.outputs.runner-label }}
+      mlp-task-id: ${{ steps.create-runner.outputs.mlp-task-id }}
+    steps:
+      - uses: actions/checkout@v4
+      - id: create-runner
+        uses: volcengine/vemlp-github-runner@v1
+        with:
+          mode: "create"
+          faas-url: "${{ env.DYNAMIC_RUNNER_ENDPOINT }}"
+          mlp-image: "${{ env.IMAGE }}"
+
+  e2e_sppo:
+    needs: setup
+    runs-on: [ "${{ needs.setup.outputs.runner-label || 'L20x8' }}" ]
+    timeout-minutes: 40 # Increase this timeout value as needed
+    env:
+      HTTP_PROXY: ${{ secrets.PROXY_HTTP }}
+      HTTPS_PROXY: ${{ secrets.PROXY_HTTPS }}
+      NO_PROXY: "localhost,127.0.0.1,hf-mirror.com"
+      HF_ENDPOINT: "https://hf-mirror.com"
+      HF_HUB_ENABLE_HF_TRANSFER: "0" # This is more stable
+    steps:
+      - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
+        with:
+          fetch-depth: 0
+      - name: Install the current repository
+        run: |
+          pip3 install -e .[test,gpu,sglang]
+      - name: Prepare MATH dataset
+        run: |
+          python3 examples/data_preprocess/math_dataset.py --local_dataset_path $HOME/models/hf_data/DigitalLearningGmbH/MATH-lighteval
+      - name: Running the E2E test with the SPPO algorithm
+        run: |
+          ray stop --force
+          bash tests/special_e2e/run_sppo.sh
+
+  cleanup:
+    runs-on: ubuntu-latest
+    needs:
+      [
+        setup,
+        e2e_sppo
+      ]
+    if: always()
+    steps:
+      - id: destroy-runner
+        uses: volcengine/vemlp-github-runner@v1
+        with:
+          mode: "destroy"
+          faas-url: "${{ env.DYNAMIC_RUNNER_ENDPOINT }}"
+          mlp-task-id: "${{ needs.setup.outputs.mlp-task-id }}"
\ No newline at end of file
diff --git a/verl/.github/workflows/README.md b/verl/.github/workflows/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..aab56302a3000a36353cd8a0fcacdcb254ab7508
--- /dev/null
+++ b/verl/.github/workflows/README.md
@@ -0,0 +1,73 @@
+### Adding a New Workflow
+
+When adding a new workflow for continuous integration (CI), you have two runner options: a fixed runner or a machine from the vemlp.
+
+- **Fixed Runner**: To use a fixed runner, specify it in your workflow using the `runs-on` keyword, like `runs-on: [L20x8]`. 
+- **Vemlp Runner**: Opting for a Vemlp machine allows you to launch tasks elastically. 
+
+Here is a template to assist you. This template is designed for using Vemlp machines. Currently, for each workflow, you need to create a `setup` and a `cleanup` job. When using this template, the main parts you need to modify are the `IMAGE` environment variable and the specific `job steps`.
+
+```yaml
+name: Your Default Workflow
+
+on:
+  push:
+    branches:
+      - main
+      - v0.*
+  pull_request:
+    branches:
+      - main
+      - v0.*
+    paths:
+      - "**/*.py"
+      - ".github/workflows/template.yml"
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: ${{ github.ref != 'refs/heads/main' }}
+
+permissions:
+  contents: read
+
+env:
+  IMAGE: "your vemlp image" # e.g. "verl-ci-cn-beijing.cr.volces.com/verlai/verl:app-verl0.4-vllm0.8.5-mcore0.12.2"
+  DYNAMIC_RUNNER_URL: "https://sd10g3clalm04ug7alq90.apigateway-cn-beijing.volceapi.com/runner" # public veFaas api
+
+jobs:
+  setup:
+    if: github.repository_owner == 'volcengine'
+    runs-on: ubuntu-latest
+    outputs:
+      runner-label: ${{ steps.create-runner.outputs.runner-label }}
+      task-id: ${{ steps.create-runner.outputs.task-id }}
+    steps:
+      - uses: actions/checkout@v4
+      - id: create-runner
+        uses: volcengine/vemlp-github-runner@v1 
+        with:
+          mode: "create"
+          faas-url: "${{ env.DYNAMIC_RUNNER_URL }}"
+          image: "${{ env.DEFAULT_IMAGE }}"
+
+  your_job:
+    needs: setup
+    runs-on: ["${{ needs.setup.outputs.runner-label || 'default-runner' }}"]
+    steps:
+      xxxx # your jobs
+
+  cleanup:
+    runs-on: ubuntu-latest
+    needs: [setup, your_job]
+    if: always()
+    steps:
+      - id: destroy-runner
+        uses: volcengine/vemlp-github-runner@v1
+        with:
+          mode: "destroy"
+          faas-url: "${{ env.DYNAMIC_RUNNER_URL }}"
+          task-id: "${{ needs.setup.outputs.task-id }}"
+```
+
+### Model and Dataset
+To avoid CI relies on network, we pre-download dataset on a NFS on the CI machine. The path for models are \${HOME}/models and the path for dataset is \${HOME}/models/hf_data.
\ No newline at end of file
diff --git a/verl/.github/workflows/check-pr-title.yml b/verl/.github/workflows/check-pr-title.yml
new file mode 100644
index 0000000000000000000000000000000000000000..948ce5e3f01498ce4f569230cdb2dd384fc0cbfd
--- /dev/null
+++ b/verl/.github/workflows/check-pr-title.yml
@@ -0,0 +1,58 @@
+# # Tests layout
+
+# Each folder under tests/ corresponds to a test category for a sub-namespace in verl. For instance:
+# - `tests/trainer` for testing functionality related to `verl/trainer`
+# - `tests/models` for testing functionality related to `verl/models`
+# - ...
+
+# There are a few folders with `special_` prefix, created for special purposes:
+# - `special_distributed`: unit tests that must run with multiple GPUs
+# - `special_e2e`: end-to-end tests with training/generation scripts
+# - `special_npu`: tests for NPUs
+# - `special_sanity`: a suite of quick sanity tests
+# - `special_standalone`: a set of test that are designed to run in dedicated environments
+
+# Accelerators for tests 
+# - By default tests are run with GPU available, except for the ones under `special_npu`, and any test script whose name ends with `on_cpu.py`.
+# - For test scripts with `on_cpu.py` name suffix would be tested on CPU resources in linux environment.
+
+# # Workflow layout
+
+# All CI tests are configured by yaml files in `.github/workflows/`. Here's an overview of all test configs:
+# 1. A list of always triggered CPU sanity tests: `check-pr-title.yml`, `secrets_scan.yml`, `check-pr-title,yml`, `pre-commit.yml`, `doc.yml`
+# 2. Some heavy multi-GPU unit tests, such as `model.yml`, `vllm.yml`, `sgl.yml`
+# 3. End-to-end tests: `e2e_*.yml`
+# 4. Unit tests
+#   - `cpu_unit_tests.yml`, run pytest on all scripts with file name pattern `tests/**/test_*_on_cpu.py`
+#   - `gpu_unit_tests.yml`, run pytest on all scripts with file without the `on_cpu.py` suffix.
+#   - Since cpu/gpu unit tests by default runs all tests under `tests`, please make sure tests are manually excluded in them when
+#     - new workflow yaml is added to `.github/workflows`
+#     - new tests are added to workflow mentioned in 2.
+
+
+on:
+  pull_request:
+    types: [opened, edited, synchronize]
+
+jobs:
+  check-title:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout code
+        uses: actions/checkout@v4
+
+      - name: Set up Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: '3.11'
+
+      - name: Run PR title checker
+        run: python3 tests/special_sanity/check_pr_title.py
+        env:
+          PR_TITLE: ${{ github.event.pull_request.title }}
+
+      - name: Run PR description checker
+        run: python3 tests/special_sanity/check_pr_description.py
+        env:
+          PR_TITLE: ${{ github.event.pull_request.title }}
+          GITHUB_EVENT_PATH: ${{ github.event_path }}
diff --git a/verl/.github/workflows/checkpoint_converter.yml b/verl/.github/workflows/checkpoint_converter.yml
new file mode 100644
index 0000000000000000000000000000000000000000..014d06fd4bd8bd1cc15c9e279fa1eb78c37f9bcc
--- /dev/null
+++ b/verl/.github/workflows/checkpoint_converter.yml
@@ -0,0 +1,175 @@
+# # Tests layout
+
+# Each folder under tests/ corresponds to a test category for a sub-namespace in verl. For instance:
+# - `tests/trainer` for testing functionality related to `verl/trainer`
+# - `tests/models` for testing functionality related to `verl/models`
+# - ...
+
+# There are a few folders with `special_` prefix, created for special purposes:
+# - `special_distributed`: unit tests that must run with multiple GPUs
+# - `special_e2e`: end-to-end tests with training/generation scripts
+# - `special_npu`: tests for NPUs
+# - `special_sanity`: a suite of quick sanity tests
+# - `special_standalone`: a set of test that are designed to run in dedicated environments
+
+# Accelerators for tests
+# - By default tests are run with GPU available, except for the ones under `special_npu`, and any test script whose name ends with `on_cpu.py`.
+# - For test scripts with `on_cpu.py` name suffix would be tested on CPU resources in linux environment.
+
+# # Workflow layout
+
+# All CI tests are configured by yaml files in `.github/workflows/`. Here's an overview of all test configs:
+# 1. A list of always triggered CPU sanity tests: `check-pr-title.yml`, `secrets_scan.yml`, `check-pr-title,yml`, `pre-commit.yml`, `doc.yml`
+# 2. Some heavy multi-GPU unit tests, such as `model.yml`, `vllm.yml`, `sgl.yml`
+# 3. End-to-end tests: `e2e_*.yml`
+# 4. Unit tests
+#   - `cpu_unit_tests.yml`, run pytest on all scripts with file name pattern `tests/**/test_*_on_cpu.py`
+#   - `gpu_unit_tests.yml`, run pytest on all scripts with file without the `on_cpu.py` suffix.
+#   - Since cpu/gpu unit tests by default runs all tests under `tests`, please make sure tests are manually excluded in them when
+#     - new workflow yaml is added to `.github/workflows`
+#     - new tests are added to workflow mentioned in 2.
+
+name: checkpoint_converter
+# latest version: Megatron-LM core_r0.11.0 https://github.com/NVIDIA/Megatron-LM/tree/core_r0.11.0
+
+on:
+  # Trigger the workflow on push or pull request,
+  # but only for the main branch
+  push:
+    branches:
+      - main
+      - v0.*
+  pull_request:
+    branches:
+      - main
+      - v0.*
+    paths:
+      - "**/*.py"
+      # Other entrypoints
+      - "!examples/**"
+      - "!tests/**"
+      - "!verl/trainer/main_*.py"
+      - "!verl/trainer/fsdp_sft_trainer.py"
+      # Recipes
+      - "!recipe/**"
+      # FSDP
+      - "!verl/workers/**/*dp_*.py"
+      # Entrypoints
+      - ".github/workflows/checkpoint_converter.yml"
+      - ".github/workflows/e2e_ppo_trainer_megatron.yml"
+      - "examples/data_preprocess/gsm8k.py"
+      - "tests/special_e2e/run_ppo_trainer_megatron.sh"
+      - "verl/trainer/main_ppo.py"
+      - "verl/trainer/config/ppo_megatron_trainer.yaml"
+
+# Cancel jobs on the same ref if a new one is triggered
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: ${{ github.ref != 'refs/heads/main' }}
+
+# Declare permissions just read content.
+permissions:
+  contents: read
+
+env:
+  IMAGE: "verl-ci-cn-beijing.cr.volces.com/verlai/verl:app-verl0.6-transformers4.56.1-sglang0.5.2-mcore0.13.0-te2.2"
+  DYNAMIC_RUNNER_ENDPOINT: "https://sd10g3clalm04ug7alq90.apigateway-cn-beijing.volceapi.com/runner"
+
+jobs:
+  setup:
+    if: github.repository_owner == 'volcengine'
+    runs-on: ubuntu-latest
+    outputs:
+      runner-label: ${{ steps.create-runner.outputs.runner-label }}
+      mlp-task-id: ${{ steps.create-runner.outputs.mlp-task-id }}
+    steps:
+      - uses: actions/checkout@v4
+      - id: create-runner
+        uses: volcengine/vemlp-github-runner@v1
+        with:
+          mode: "create"
+          faas-url: "${{ env.DYNAMIC_RUNNER_ENDPOINT }}"
+          mlp-image: "${{ env.IMAGE }}"
+
+  checkpoint_converter:
+    needs: setup
+    runs-on: [ "${{ needs.setup.outputs.runner-label || 'L20x8' }}" ]
+    timeout-minutes: 20 # Increase this timeout value as needed
+    env:
+      HTTP_PROXY: ${{ secrets.PROXY_HTTP }}
+      HTTPS_PROXY: ${{ secrets.PROXY_HTTPS }}
+      NO_PROXY: "localhost,127.0.0.1"
+      HF_HUB_ENABLE_HF_TRANSFER: "0" # This is more stable
+    steps:
+      - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
+        with:
+          fetch-depth: 0
+      - name: Install the current repository
+        run: |
+          pip3 install -e .[test]
+#      - name: Download Model to Use
+#        run: |
+#          huggingface-cli download Qwen/Qwen2.5-0.5B --local-dir ${HOME}/models/Qwen/Qwen2.5-0.5B
+#          huggingface-cli download deepseek-ai/deepseek-coder-1.3b-instruct --local-dir ${HOME}/models/deepseek-ai/deepseek-coder-1.3b-instruct
+#          export HF_HUB_OFFLINE=1
+      - name: Running Huggingface to Megatron dist_ckpt converter (Qwen/Qwen2.5-0.5B)
+        run: |
+          ray stop --force
+          python scripts/converter_hf_to_mcore.py --hf_model_path=${HOME}/models/Qwen/Qwen2.5-0.5B --output_path checkpoints/Qwen/Qwen2.5-0.5B --test
+      - name: Running Huggingface to Megatron dist_ckpt converter (deepseek-ai/deepseek-coder-1.3b-instruct)
+        run: |
+          ray stop --force
+          python scripts/converter_hf_to_mcore.py --hf_model_path=${HOME}/models/deepseek-ai/deepseek-coder-1.3b-instruct --output_path checkpoints/deepseek-ai/deepseek-coder-1.3b-instruct --test
+      - name: Clean up
+        run: |
+          rm -rf checkpoints
+
+  checkpoint_converter_large_moe_models:
+    needs: setup
+    runs-on: [ "${{ needs.setup.outputs.runner-label || 'L20x8' }}" ]
+    timeout-minutes: 30 # Increase this timeout value as needed
+    env:
+      HTTP_PROXY: ${{ secrets.PROXY_HTTP }}
+      HTTPS_PROXY: ${{ secrets.PROXY_HTTPS }}
+      NO_PROXY: "localhost,127.0.0.1"
+      HF_HUB_ENABLE_HF_TRANSFER: "0" # This is more stable
+      HF_ENDPOINT: "https://hf-mirror.com"
+    steps:
+      - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
+        with:
+          fetch-depth: 0
+      - name: Install the current repository
+        run: |
+          pip3 install -e .[test]
+#      - name: Download Model to Use
+#        run: |
+#          huggingface-cli download Qwen/Qwen1.5-MoE-A2.7B-Chat --local-dir ${HOME}/models/Qwen/Qwen1.5-MoE-A2.7B-Chat
+#          export HF_HUB_OFFLINE=1
+      - name: Running Huggingface to Megatron dist_ckpt CPU converter (Qwen/Qwen1.5-MoE-A2.7B-Chat)
+        run: |
+          ray stop --force
+          python scripts/converter_hf_to_mcore.py --hf_model_path=${HOME}/models/Qwen/Qwen1.5-MoE-A2.7B-Chat --output_path checkpoints/Qwen/Qwen1.5-MoE-A2.7B-Chat --use_cpu_initialization
+      - name: Running distributed Huggingface to Megatron dist_ckpt CPU converter (Qwen/Qwen1.5-MoE-A2.7B-Chat)
+        run: |
+          ray stop --force
+          torchrun --nproc_per_node 8 --nnodes 1 scripts/converter_hf_to_mcore.py --hf_model_path=${HOME}/models/Qwen/Qwen1.5-MoE-A2.7B-Chat --output_path checkpoints/Qwen/Qwen1.5-MoE-A2.7B-Chat_dist --use_cpu_initialization
+      - name: clean up
+        run: |
+          rm -rf checkpoints
+
+  cleanup:
+    runs-on: ubuntu-latest
+    needs:
+      [
+        setup,
+        checkpoint_converter,
+        checkpoint_converter_large_moe_models
+      ]
+    if: always()
+    steps:
+      - id: destroy-runner
+        uses: volcengine/vemlp-github-runner@v1
+        with:
+          mode: "destroy"
+          faas-url: "${{ env.DYNAMIC_RUNNER_ENDPOINT }}"
+          mlp-task-id: "${{ needs.setup.outputs.mlp-task-id }}"
\ No newline at end of file
diff --git a/verl/.github/workflows/e2e_ascend.yml b/verl/.github/workflows/e2e_ascend.yml
new file mode 100644
index 0000000000000000000000000000000000000000..9a67533040edcd84b142af8b1306429097a978f3
--- /dev/null
+++ b/verl/.github/workflows/e2e_ascend.yml
@@ -0,0 +1,156 @@
+# # Tests layout
+
+# Each folder under tests/ corresponds to a test category for a sub-namespace in verl. For instance:
+# - `tests/trainer` for testing functionality related to `verl/trainer`
+# - `tests/models` for testing functionality related to `verl/models`
+# - ...
+
+# There are a few folders with `special_` prefix, created for special purposes:
+# - `special_distributed`: unit tests that must run with multiple GPUs
+# - `special_e2e`: end-to-end tests with training/generation scripts
+# - `special_npu`: tests for NPUs
+# - `special_sanity`: a suite of quick sanity tests
+# - `special_standalone`: a set of test that are designed to run in dedicated environments
+
+# Accelerators for tests 
+# - By default tests are run with GPU available, except for the ones under `special_npu`, and any test script whose name ends with `on_cpu.py`.
+# - For test scripts with `on_cpu.py` name suffix would be tested on CPU resources in linux environment.
+
+# # Workflow layout
+
+# All CI tests are configured by yaml files in `.github/workflows/`. Here's an overview of all test configs:
+# 1. A list of always triggered CPU sanity tests: `check-pr-title.yml`, `secrets_scan.yml`, `check-pr-title,yml`, `pre-commit.yml`, `doc.yml`
+# 2. Some heavy multi-GPU unit tests, such as `model.yml`, `vllm.yml`, `sgl.yml`
+# 3. End-to-end tests: `e2e_*.yml`
+# 4. Unit tests
+#   - `cpu_unit_tests.yml`, run pytest on all scripts with file name pattern `tests/**/test_*_on_cpu.py`
+#   - `gpu_unit_tests.yml`, run pytest on all scripts with file without the `on_cpu.py` suffix.
+#   - Since cpu/gpu unit tests by default runs all tests under `tests`, please make sure tests are manually excluded in them when
+#     - new workflow yaml is added to `.github/workflows`
+#     - new tests are added to workflow mentioned in 2.
+
+
+name: e2e_ascend
+
+on:
+  # Trigger the workflow on push or pull request,
+  # but only for the main branch
+  push:
+    branches:
+      - main
+      - v0.*
+  pull_request:
+    branches:
+      - main
+    paths:
+      - ".github/workflows/e2e_ascend.yml"
+      - "**/*.py"
+      - "docs/ascend_tutorial/**"
+      - "examples/**"
+      - "recipe/**"
+      - "tests/special_npu/**"
+      - "tests/special_sanity/**"
+      - "verl/**"
+      - "pyproject.toml"
+      - "requirements-npu.txt"
+      - "setup.py"
+
+# Cancel jobs on the same ref if a new one is triggered
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: ${{ github.ref != 'refs/heads/main' }}
+
+permissions:
+  contents: read
+
+jobs:
+  test:
+    if: github.repository_owner == 'volcengine'
+    name: verl Ascend test (self-host)
+    runs-on: [self-hosted, npu-0]
+    timeout-minutes: 40 # Increase this timeout value as needed
+    container:
+      image: crispig/verl_npu:cann8.1rc1-py3.10-torch2.5.1-vllm-ascend0.7.3.post1-mindspeed0121-250731
+      volumes:
+        - /usr/local/dcmi:/usr/local/dcmi
+        - /usr/local/bin/npu-smi:/usr/local/bin/npu-smi
+        - /usr/local/Ascend/driver/lib64/:/usr/local/Ascend/driver/lib64/
+        - /usr/local/Ascend/driver/version.info:/usr/local/Ascend/driver/version.info
+        - /etc/ascend_install.info:/etc/ascend_install.info
+        - /data00/dataset:/github/home/dataset
+        - /data00/models:/github/home/models
+        # Use self-host cache speed up pip and model download
+        # - /home/action/actions-runner/_work/cache:/github/home/.cache/
+      options: >-
+        --device /dev/davinci0
+        --device /dev/davinci_manager
+        --device /dev/devmm_svm
+        --device /dev/hisi_hdc
+        --network host
+        --privileged
+        --shm-size 16g
+    env: 
+      HTTP_PROXY: ${{ secrets.PROXY_HTTP }}
+      HTTPS_PROXY: ${{ secrets.PROXY_HTTPS }}
+      NO_PROXY: "localhost,127.0.0.1,hf-mirror.com"
+      HF_ENDPOINT: "https://hf-mirror.com"
+      HF_HUB_ENABLE_HF_TRANSFER: "0" # This is more stable
+    steps:
+      - name: Check npu and CANN info
+        run: |
+          cat /usr/local/Ascend/ascend-toolkit/latest/"$(uname -i)"-linux/ascend_toolkit_install.info
+          npu-smi info
+      - name: Checkout volcengine/verl repo
+        uses: actions/checkout@v4
+      - name: Install the current repository
+        run: |
+          pip3 install hf_transfer peft
+          pip3 install -r requirements-npu.txt
+          pip install -e .
+      - name: Install torchvision
+        run: |
+          pip install torchvision==0.20.1+cpu --index-url https://download.pytorch.org/whl/cpu
+      - name: Uninstall Triton
+        run: |
+          pip uninstall -y triton
+      - name: Preprocess gsm8k dataset
+        run: |
+          python examples/data_preprocess/gsm8k.py --local_dataset_path ${HOME}/dataset/openai/gsm8k
+      - name: Preprocess geo3k dataset
+        run: |
+          python examples/data_preprocess/geo3k.py --local_dataset_path ${HOME}/dataset/hiyouga/geometry3k
+      - name: Running gsm8k e2e qwen3 training tests with PPO on ASCEND NPU
+        run: |
+          ray stop --force
+          bash tests/special_npu/run_qwen3_06b_ppo.sh
+          rm -rf $HOME/ckpts
+      - name: Running gsm8k e2e training tests with peft sft on ASCEND NPU
+        run: |
+          ray stop --force
+          bash tests/special_npu/run_qwen2_5_05b_sft_peft_sp2.sh
+          rm -rf $HOME/ckpts
+      - name: Running gsm8k e2e training tests with GRPO on ASCEND NPU
+        run: |
+          ray stop --force
+          bash tests/special_npu/run_qwen2_5_05b_grpo.sh
+          rm -rf $HOME/ckpts
+      - name: Running geo3k e2e training tests with GRPO on ASCEND NPU
+        run: |
+          ray stop --force
+          bash tests/special_npu/run_qwen2_5_vl_3b_npu.sh
+          rm -rf $HOME/ckpts
+      - name: Running gsm8k e2e training tests with DAPO on ASCEND NPU
+        run: |
+          ray stop --force
+          bash tests/special_npu/run_qwen2_5_05b_dapo.sh
+          rm -rf $HOME/ckpts
+      - name: Running gsm8k e2e training tests with GRPO MindSpeed on ASCEND NPU
+        run: |
+          ray stop --force
+          USE_DIST_CKPT=True bash tests/special_npu/run_qwen2_5_05b_grpo_mindspeed.sh
+          rm -rf $HOME/dist_ckpt/qwen2_5_05b_grpo_mindspeed
+          rm -rf $HOME/ckpts
+      - name: Running NPU profiling unit tests
+        run: |
+          ray stop --force
+          pytest -s -x tests/utils/test_special_mstx_profile.py
\ No newline at end of file
diff --git a/verl/.github/workflows/e2e_dapo.yml b/verl/.github/workflows/e2e_dapo.yml
new file mode 100644
index 0000000000000000000000000000000000000000..0c1e8e3478dc37646e114288e37dc55a656cffd8
--- /dev/null
+++ b/verl/.github/workflows/e2e_dapo.yml
@@ -0,0 +1,145 @@
+# # Tests layout
+
+# Each folder under tests/ corresponds to a test category for a sub-namespace in verl. For instance:
+# - `tests/trainer` for testing functionality related to `verl/trainer`
+# - `tests/models` for testing functionality related to `verl/models`
+# - ...
+
+# There are a few folders with `special_` prefix, created for special purposes:
+# - `special_distributed`: unit tests that must run with multiple GPUs
+# - `special_e2e`: end-to-end tests with training/generation scripts
+# - `special_npu`: tests for NPUs
+# - `special_sanity`: a suite of quick sanity tests
+# - `special_standalone`: a set of test that are designed to run in dedicated environments
+
+# Accelerators for tests 
+# - By default tests are run with GPU available, except for the ones under `special_npu`, and any test script whose name ends with `on_cpu.py`.
+# - For test scripts with `on_cpu.py` name suffix would be tested on CPU resources in linux environment.
+
+# # Workflow layout
+
+# All CI tests are configured by yaml files in `.github/workflows/`. Here's an overview of all test configs:
+# 1. A list of always triggered CPU sanity tests: `check-pr-title.yml`, `secrets_scan.yml`, `check-pr-title,yml`, `pre-commit.yml`, `doc.yml`
+# 2. Some heavy multi-GPU unit tests, such as `model.yml`, `vllm.yml`, `sgl.yml`
+# 3. End-to-end tests: `e2e_*.yml`
+# 4. Unit tests
+#   - `cpu_unit_tests.yml`, run pytest on all scripts with file name pattern `tests/**/test_*_on_cpu.py`
+#   - `gpu_unit_tests.yml`, run pytest on all scripts with file without the `on_cpu.py` suffix.
+#   - Since cpu/gpu unit tests by default runs all tests under `tests`, please make sure tests are manually excluded in them when
+#     - new workflow yaml is added to `.github/workflows`
+#     - new tests are added to workflow mentioned in 2.
+
+
+name: e2e_dapo
+
+on:
+  # Trigger the workflow on push or pull request,
+  # but only for the main branch
+  # For push, for now only anti-patterns are specified so it is more conservative
+  # and achieves higher coverage.
+  push:
+    branches:
+      - main
+      - v0.*
+    paths:
+      - "verl/*.py"
+      # Other entrypoints
+      - "!examples/*trainer*"
+      - "!tests/**"
+      - "!verl/trainer/main_*.py"
+      - "!verl/trainer/fsdp_sft_trainer.py"
+      # Megatron
+      - "!verl/workers/**/megatron_*.py"
+      - "!recipe/**"
+      - "recipe/dapo"
+  pull_request:
+    branches:
+      - main
+      - v0.*
+    paths:
+      - "**/*.py"
+      # Other entrypoints
+      - "!examples/**"
+      - "!tests/**"
+      - "!verl/trainer/main_*.py"
+      - "!verl/trainer/fsdp_sft_trainer.py"
+      # Other recipes
+      - "!recipe/**"
+      # Megatron
+      - "!verl/workers/**/megatron_*.py"
+      # Home
+      - "recipe/dapo"
+      # Entrypoints
+      - ".github/workflows/e2e_dapo.yml"
+      - "examples/data_preprocess/gsm8k.py"
+      - "tests/special_e2e/run_dapo.sh"
+
+# Cancel jobs on the same ref if a new one is triggered
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: ${{ github.ref != 'refs/heads/main' }}
+
+# Declare permissions just read content.
+permissions:
+  contents: read
+
+env:
+  IMAGE: "verl-ci-cn-beijing.cr.volces.com/verlai/verl:app-verl0.5-transformers4.55.4-vllm0.10.0-mcore0.13.0-te2.2"
+  DYNAMIC_RUNNER_ENDPOINT: "https://sd10g3clalm04ug7alq90.apigateway-cn-beijing.volceapi.com/runner"
+
+jobs:
+  setup:
+    if: github.repository_owner == 'volcengine'
+    runs-on: ubuntu-latest
+    outputs:
+      runner-label: ${{ steps.create-runner.outputs.runner-label }}
+      mlp-task-id: ${{ steps.create-runner.outputs.mlp-task-id }}
+    steps:
+      - uses: actions/checkout@v4
+      - id: create-runner
+        uses: volcengine/vemlp-github-runner@v1
+        with:
+          mode: "create"
+          faas-url: "${{ env.DYNAMIC_RUNNER_ENDPOINT }}"
+          mlp-image: "${{ env.IMAGE }}"
+
+  e2e_dapo:
+    needs: setup
+    runs-on: [ "${{ needs.setup.outputs.runner-label || 'L20x8' }}" ]
+    timeout-minutes: 40 # Increase this timeout value as needed
+    env:
+      HTTP_PROXY: ${{ secrets.PROXY_HTTP }}
+      HTTPS_PROXY: ${{ secrets.PROXY_HTTPS }}
+      NO_PROXY: "localhost,127.0.0.1,hf-mirror.com"
+      HF_ENDPOINT: "https://hf-mirror.com"
+      HF_HUB_ENABLE_HF_TRANSFER: "0" # This is more stable
+    steps:
+      - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
+        with:
+          fetch-depth: 0
+      - name: Install the current repository
+        run: |
+          pip3 install --no-deps -e .[test,gpu]
+      - name: Prepare GSM8K dataset
+        run: |
+          python3 examples/data_preprocess/gsm8k.py --local_dataset_path ${HOME}/models/hf_data/gsm8k
+      - name: Running the E2E test with the DAPO algorithm
+        run: |
+          ray stop --force
+          bash tests/special_e2e/run_dapo.sh
+
+  cleanup:
+    runs-on: ubuntu-latest
+    needs:
+      [
+        setup,
+        e2e_dapo
+      ]
+    if: always()
+    steps:
+      - id: destroy-runner
+        uses: volcengine/vemlp-github-runner@v1
+        with:
+          mode: "destroy"
+          faas-url: "${{ env.DYNAMIC_RUNNER_ENDPOINT }}"
+          mlp-task-id: "${{ needs.setup.outputs.mlp-task-id }}"
\ No newline at end of file
diff --git a/verl/.github/workflows/e2e_genrm_remote.yml b/verl/.github/workflows/e2e_genrm_remote.yml
new file mode 100644
index 0000000000000000000000000000000000000000..48544bbe5bafb7301d669d4b8aa4438242c1deda
--- /dev/null
+++ b/verl/.github/workflows/e2e_genrm_remote.yml
@@ -0,0 +1,138 @@
+# # Tests layout
+
+# Each folder under tests/ corresponds to a test category for a sub-namespace in verl. For instance:
+# - `tests/trainer` for testing functionality related to `verl/trainer`
+# - `tests/models` for testing functionality related to `verl/models`
+# - ...
+
+# There are a few folders with `special_` prefix, created for special purposes:
+# - `special_distributed`: unit tests that must run with multiple GPUs
+# - `special_e2e`: end-to-end tests with training/generation scripts
+# - `special_npu`: tests for NPUs
+# - `special_sanity`: a suite of quick sanity tests
+# - `special_standalone`: a set of test that are designed to run in dedicated environments
+
+# Accelerators for tests 
+# - By default tests are run with GPU available, except for the ones under `special_npu`, and any test script whose name ends with `on_cpu.py`.
+# - For test scripts with `on_cpu.py` name suffix would be tested on CPU resources in linux environment.
+
+# # Workflow layout
+
+# All CI tests are configured by yaml files in `.github/workflows/`. Here's an overview of all test configs:
+# 1. A list of always triggered CPU sanity tests: `check-pr-title.yml`, `secrets_scan.yml`, `check-pr-title,yml`, `pre-commit.yml`, `doc.yml`
+# 2. Some heavy multi-GPU unit tests, such as `model.yml`, `vllm.yml`, `sgl.yml`
+# 3. End-to-end tests: `e2e_*.yml`
+# 4. Unit tests
+#   - `cpu_unit_tests.yml`, run pytest on all scripts with file name pattern `tests/**/test_*_on_cpu.py`
+#   - `gpu_unit_tests.yml`, run pytest on all scripts with file without the `on_cpu.py` suffix.
+#   - Since cpu/gpu unit tests by default runs all tests under `tests`, please make sure tests are manually excluded in them when
+#     - new workflow yaml is added to `.github/workflows`
+#     - new tests are added to workflow mentioned in 2.
+
+
+name: e2e_genrm_remote
+
+on:
+  # Trigger the workflow on push or pull request,
+  # but only for the main branch
+  push:
+    branches:
+      - main
+      - v0.*
+    paths:
+      - "**/*.py"
+      - "tests/**"
+      - "!recipe/**"
+      - "recipe/genrm_remote"
+  pull_request:
+    branches:
+      - main
+      - v0.*
+    paths:
+      - "**/*.py"
+      # Other entrypoints
+      - "!examples/**"
+      - "!tests/**"
+      - "!verl/trainer/main_*.py"
+      - "!verl/trainer/fsdp_sft_trainer.py"
+      # Other recipes
+      - "!recipe/**"
+      # Megatron
+      - "!verl/workers/**/megatron_*.py"
+      # Home
+      - "recipe/genrm_remote"
+      - "!recipe/genrm_remote/README.md"
+      # Entrypoints
+      - ".github/workflows/e2e_genrm_remote.yml"
+      - "examples/data_preprocess/gsm8k.py"
+      - "tests/special_e2e/run_genrm_remote.sh"
+
+# Cancel jobs on the same ref if a new one is triggered
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: ${{ github.ref != 'refs/heads/main' }}
+
+# Declare permissions just read content.
+permissions:
+  contents: read
+
+env:
+  IMAGE: "verl-ci-cn-beijing.cr.volces.com/verlai/verl:app-verl0.5-transformers4.55.4-vllm0.10.0-mcore0.13.0-te2.2"
+  DYNAMIC_RUNNER_ENDPOINT: "https://sd10g3clalm04ug7alq90.apigateway-cn-beijing.volceapi.com/runner"
+
+jobs:
+  setup:
+    if: github.repository_owner == 'volcengine'
+    runs-on: ubuntu-latest
+    outputs:
+      runner-label: ${{ steps.create-runner.outputs.runner-label }}
+      mlp-task-id: ${{ steps.create-runner.outputs.mlp-task-id }}
+    steps:
+      - uses: actions/checkout@v4
+      - id: create-runner
+        uses: volcengine/vemlp-github-runner@v1
+        with:
+          mode: "create"
+          faas-url: "${{ env.DYNAMIC_RUNNER_ENDPOINT }}"
+          mlp-image: "${{ env.IMAGE }}"
+
+  e2e_genrm_remote:
+    needs: setup
+    runs-on: [ "${{ needs.setup.outputs.runner-label || 'L20x8' }}" ]
+    timeout-minutes: 40 # Increase this timeout value as needed
+    env:
+      HTTP_PROXY: ${{ secrets.PROXY_HTTP }}
+      HTTPS_PROXY: ${{ secrets.PROXY_HTTPS }}
+      NO_PROXY: "localhost,127.0.0.1,hf-mirror.com"
+      HF_ENDPOINT: "https://hf-mirror.com"
+      HF_HUB_ENABLE_HF_TRANSFER: "0" # This is more stable
+    steps:
+      - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
+        with:
+          fetch-depth: 0
+      - name: Install the current repository
+        run: |
+          pip3 install --no-deps -e .[test,gpu]
+      - name: Prepare GSM8K dataset
+        run: |
+          python3 examples/data_preprocess/gsm8k.py --local_dataset_path ${HOME}/models/hf_data/gsm8k
+      - name: Running the E2E test with the Generative Reward Model
+        run: |
+          ray stop --force
+          bash tests/special_e2e/run_genrm_remote.sh
+
+  cleanup:
+    runs-on: ubuntu-latest
+    needs:
+      [
+        setup,
+        e2e_genrm_remote
+      ]
+    if: always()
+    steps:
+      - id: destroy-runner
+        uses: volcengine/vemlp-github-runner@v1
+        with:
+          mode: "destroy"
+          faas-url: "${{ env.DYNAMIC_RUNNER_ENDPOINT }}"
+          mlp-task-id: "${{ needs.setup.outputs.mlp-task-id }}"
\ No newline at end of file
diff --git a/verl/.github/workflows/e2e_one_step_off_policy.yml b/verl/.github/workflows/e2e_one_step_off_policy.yml
new file mode 100644
index 0000000000000000000000000000000000000000..025a86f0b36428dd9f03ed3cabb62173d2b629bc
--- /dev/null
+++ b/verl/.github/workflows/e2e_one_step_off_policy.yml
@@ -0,0 +1,178 @@
+# # Tests layout
+
+# Each folder under tests/ corresponds to a test category for a sub-namespace in verl. For instance:
+# - `tests/trainer` for testing functionality related to `verl/trainer`
+# - `tests/models` for testing functionality related to `verl/models`
+# - ...
+
+# There are a few folders with `special_` prefix, created for special purposes:
+# - `special_distributed`: unit tests that must run with multiple GPUs
+# - `special_e2e`: end-to-end tests with training/generation scripts
+# - `special_npu`: tests for NPUs
+# - `special_sanity`: a suite of quick sanity tests
+# - `special_standalone`: a set of test that are designed to run in dedicated environments
+
+# Accelerators for tests
+# - By default tests are run with GPU available, except for the ones under `special_npu`, and any test script whose name ends with `on_cpu.py`.
+# - For test scripts with `on_cpu.py` name suffix would be tested on CPU resources in linux environment.
+
+# # Workflow layout
+
+# All CI tests are configured by yaml files in `.github/workflows/`. Here's an overview of all test configs:
+# 1. A list of always triggered CPU sanity tests: `check-pr-title.yml`, `secrets_scan.yml`, `check-pr-title,yml`, `pre-commit.yml`, `doc.yml`
+# 2. Some heavy multi-GPU unit tests, such as `model.yml`, `vllm.yml`, `sgl.yml`
+# 3. End-to-end tests: `e2e_*.yml`
+# 4. Unit tests
+#   - `cpu_unit_tests.yml`, run pytest on all scripts with file name pattern `tests/**/test_*_on_cpu.py`
+#   - `gpu_unit_tests.yml`, run pytest on all scripts with file without the `on_cpu.py` suffix.
+#   - Since cpu/gpu unit tests by default runs all tests under `tests`, please make sure tests are manually excluded in them when
+#     - new workflow yaml is added to `.github/workflows`
+#     - new tests are added to workflow mentioned in 2.
+
+
+name: e2e_one_step_off_policy
+
+on:
+  # Trigger the workflow on push or pull request,
+  # but only for the main branch
+  # For push, for now only anti-patterns are specified so it is more conservative
+  # and achieves higher coverage.
+  push:
+    branches:
+      - main
+      - v0.*
+    paths:
+      - "**/*.py"
+      - "!**/*.md"
+      - "!**/*.sh"
+      # Other entrypoints
+      - "!examples/*trainer*"
+      - "!tests/**"
+      - "!verl/trainer/main_*.py"
+      - "!verl/trainer/fsdp_sft_trainer.py"
+      - "!recipe/**"
+      - "recipe/one_step_off_policy"
+  pull_request:
+    branches:
+      - main
+      - v0.*
+    paths:
+      - "**/*.py"
+      - "!**/*.md"
+      - "!**/*.sh"
+      # Other entrypoints
+      - "!examples/**"
+      - "!tests/**"
+      - "!verl/trainer/main_*.py"
+      - "!verl/trainer/fsdp_sft_trainer.py"
+      # Other recipes
+      - "!recipe/**"
+      # Home
+      - "recipe/one_step_off_policy"
+      # Entrypoints
+      - ".github/workflows/e2e_one_step_off_policy.yml"
+      - "examples/data_preprocess/gsm8k.py"
+      - "tests/special_e2e/run_one_step_off_policy.sh"
+
+# Cancel jobs on the same ref if a new one is triggered
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: ${{ github.ref != 'refs/heads/main' }}
+
+# Declare permissions just read content.
+permissions:
+  contents: read
+
+env:
+  IMAGE: "verl-ci-cn-beijing.cr.volces.com/verlai/verl:app-verl0.5-transformers4.55.4-vllm0.10.0-mcore0.13.0-te2.2"
+  DYNAMIC_RUNNER_ENDPOINT: "https://sd10g3clalm04ug7alq90.apigateway-cn-beijing.volceapi.com/runner"
+  TRANSFORMERS_VERSION: "4.56.2"
+
+jobs:
+  setup:
+    if: github.repository_owner == 'volcengine'
+    runs-on: ubuntu-latest
+    outputs:
+      runner-label: ${{ steps.create-runner.outputs.runner-label }}
+      mlp-task-id: ${{ steps.create-runner.outputs.mlp-task-id }}
+    steps:
+      - uses: actions/checkout@v4
+      - id: create-runner
+        uses: volcengine/vemlp-github-runner@v1
+        with:
+          mode: "create"
+          faas-url: "${{ env.DYNAMIC_RUNNER_ENDPOINT }}"
+          mlp-image: "${{ env.IMAGE }}"
+
+  # Test FSDP2 strategy
+  e2e_one_step_off_policy_fsdp2:
+    needs: setup
+    runs-on: [ "${{ needs.setup.outputs.runner-label || 'L20x8' }}" ]
+    timeout-minutes: 10 # Increase timeout for async training
+    env:
+      HTTP_PROXY: ${{ secrets.PROXY_HTTP }}
+      HTTPS_PROXY: ${{ secrets.PROXY_HTTPS }}
+      NO_PROXY: "localhost,127.0.0.1,hf-mirror.com"
+      HF_ENDPOINT: "https://hf-mirror.com"
+      HF_HUB_ENABLE_HF_TRANSFER: "0" # This is more stable
+      ACTOR_STRATEGY: "fsdp2"
+    steps:
+      - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
+        with:
+          fetch-depth: 0
+      - name: Install the current repository
+        run: |
+          pip3 install --no-deps -e .[test,gpu]
+          pip3 install transformers==$TRANSFORMERS_VERSION
+      - name: Prepare GSM8K dataset
+        run: |
+          python3 examples/data_preprocess/gsm8k.py --local_dataset_path ${HOME}/models/hf_data/gsm8k
+      - name: Running the E2E test with one_step_off_policy algorithm (FSDP2)
+        run: |
+          ray stop --force
+          bash tests/special_e2e/run_one_step_off_policy.sh
+
+  # Test Megatron strategy
+  e2e_one_step_off_policy_megatron:
+    needs: setup
+    runs-on: [ "${{ needs.setup.outputs.runner-label || 'L20x8' }}" ]
+    timeout-minutes: 10 # Increase timeout for async training
+    env:
+      HTTP_PROXY: ${{ secrets.PROXY_HTTP }}
+      HTTPS_PROXY: ${{ secrets.PROXY_HTTPS }}
+      NO_PROXY: "localhost,127.0.0.1,hf-mirror.com"
+      HF_ENDPOINT: "https://hf-mirror.com"
+      HF_HUB_ENABLE_HF_TRANSFER: "0" # This is more stable
+      ACTOR_STRATEGY: "megatron"
+    steps:
+      - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
+        with:
+          fetch-depth: 0
+      - name: Install the current repository
+        run: |
+          pip3 install --no-deps -e .[test,gpu]
+          pip3 install transformers==$TRANSFORMERS_VERSION
+      - name: Prepare GSM8K dataset
+        run: |
+          python3 examples/data_preprocess/gsm8k.py --local_dataset_path ${HOME}/models/hf_data/gsm8k
+      - name: Running the E2E test with one_step_off_policy algorithm (Megatron)
+        run: |
+          ray stop --force
+          bash tests/special_e2e/run_one_step_off_policy.sh
+
+  cleanup:
+    runs-on: ubuntu-latest
+    needs:
+      [
+        setup,
+        e2e_one_step_off_policy_fsdp2,
+        e2e_one_step_off_policy_megatron
+      ]
+    if: always()
+    steps:
+      - id: destroy-runner
+        uses: volcengine/vemlp-github-runner@v1
+        with:
+          mode: "destroy"
+          faas-url: "${{ env.DYNAMIC_RUNNER_ENDPOINT }}"
+          mlp-task-id: "${{ needs.setup.outputs.mlp-task-id }}"
\ No newline at end of file
diff --git a/verl/.github/workflows/e2e_ppo_trainer.yml b/verl/.github/workflows/e2e_ppo_trainer.yml
new file mode 100644
index 0000000000000000000000000000000000000000..7a7b062cf606b612e05922e23ca55a896311115b
--- /dev/null
+++ b/verl/.github/workflows/e2e_ppo_trainer.yml
@@ -0,0 +1,79 @@
+name: e2e_ppo_trainer
+
+on:
+  # Trigger the workflow on push or pull request,
+  # but only for the main branch
+  # For push, for now only anti-patterns are specified so it is more conservative
+  # and achieves higher coverage.
+  push:
+    branches:
+      - main
+      - v0.*
+    paths:
+      - "**/*.py"
+      # Other entrypoints
+      - "!verl/trainer/fsdp_sft_trainer.py"
+      # Recipes
+      - "!recipe/**"
+      # Megatron
+      - "!verl/workers/**/megatron_*.py"
+
+  pull_request:
+    branches:
+      - main
+      - v0.*
+    paths:
+      - "**/*.py"
+      # Other entrypoints
+      - "!**/*.md"
+      - "!docker/**"
+      - "!examples/**"
+      - "!tests/**"
+      - "!verl/trainer/main_*.py"
+      - "!verl/trainer/fsdp_sft_trainer.py"
+      # Docs
+      - "!docs/**"
+      # Recipes
+      - "!recipe/**"
+      # Megatron
+      - "!verl/workers/**/megatron_*.py"
+      # Entrypoints
+      - ".github/workflows/e2e_ppo_trainer.yml"
+      - "examples/data_preprocess/gsm8k.py"
+      - "examples/data_preprocess/geo3k.py"
+      - "tests/special_e2e/ppo_trainer"
+      - "verl/trainer/main_ppo.py"
+      - "verl/trainer/config/ppo_trainer.yaml"
+
+# Cancel jobs on the same ref if a new one is triggered
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: ${{ github.ref != 'refs/heads/main' }}
+
+# Declare permissions just read content.
+permissions:
+  contents: read
+
+jobs:
+  pre_commit_for_ppo:
+    runs-on: ubuntu-latest
+    strategy:
+      matrix:
+        python-version: ["3.12"]
+    steps:
+      - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
+      - name: Set up Python ${{ matrix.python-version }}
+        uses: actions/setup-python@0b93645e9fea7318ecaed2b359559ac225c90a2b # v5.3.0
+        with:
+          python-version: ${{ matrix.python-version }}
+      - name: Install the current repository
+        run: |
+          pip install -e .
+      - name: Set ruff --output-format=github
+        run: |
+          sed -i 's/--output-format=full/--output-format=github/' .pre-commit-config.yaml
+          git add .pre-commit-config.yaml
+      - uses: pre-commit/action@v3.0.1
+        with:
+          extra_args: "" # Overriding default "--all-files"
+
diff --git a/verl/.github/workflows/e2e_ppo_trainer_megatron_sglang.yml b/verl/.github/workflows/e2e_ppo_trainer_megatron_sglang.yml
new file mode 100644
index 0000000000000000000000000000000000000000..cf7b2599d42235657875fe9a592b3bafd3e67a35
--- /dev/null
+++ b/verl/.github/workflows/e2e_ppo_trainer_megatron_sglang.yml
@@ -0,0 +1,281 @@
+# # Tests layout
+
+# Each folder under tests/ corresponds to a test category for a sub-namespace in verl. For instance:
+# - `tests/trainer` for testing functionality related to `verl/trainer`
+# - `tests/models` for testing functionality related to `verl/models`
+# - ...
+
+# There are a few folders with `special_` prefix, created for special purposes:
+# - `special_distributed`: unit tests that must run with multiple GPUs
+# - `special_e2e`: end-to-end tests with training/generation scripts
+# - `special_npu`: tests for NPUs
+# - `special_sanity`: a suite of quick sanity tests
+# - `special_standalone`: a set of test that are designed to run in dedicated environments
+
+# Accelerators for tests
+# - By default tests are run with GPU available, except for the ones under `special_npu`, and any test script whose name ends with `on_cpu.py`.
+# - For test scripts with `on_cpu.py` name suffix would be tested on CPU resources in linux environment.
+
+# # Workflow layout
+
+# All CI tests are configured by yaml files in `.github/workflows/`. Here's an overview of all test configs:
+# 1. A list of always triggered CPU sanity tests: `check-pr-title.yml`, `secrets_scan.yml`, `check-pr-title,yml`, `pre-commit.yml`, `doc.yml`
+# 2. Some heavy multi-GPU unit tests, such as `model.yml`, `vllm.yml`, `sgl.yml`
+# 3. End-to-end tests: `e2e_*.yml`
+# 4. Unit tests
+#   - `cpu_unit_tests.yml`, run pytest on all scripts with file name pattern `tests/**/test_*_on_cpu.py`
+#   - `gpu_unit_tests.yml`, run pytest on all scripts with file without the `on_cpu.py` suffix.
+#   - Since cpu/gpu unit tests by default runs all tests under `tests`, please make sure tests are manually excluded in them when
+#     - new workflow yaml is added to `.github/workflows`
+#     - new tests are added to workflow mentioned in 2.
+
+name: e2e_ppo_trainer_megatron_sglang
+
+on:
+  # Trigger the workflow on push or pull request,
+  # but only for the main branch.
+  # For push, for now only anti-patterns are specified so it is more conservative
+  # and achieves higher coverage.
+  push:
+    branches:
+      - main
+      - v0.*
+    paths:
+      - "**/*.py"
+      # Other entrypoints
+      - "!verl/trainer/fsdp_sft_trainer.py"
+      # Recipes
+      - "!recipe/**"
+      # FSDP
+      - "!verl/workers/**/*dp_*.py"
+  pull_request:
+    branches:
+      - main
+      - v0.*
+    paths:
+      - "**/*.py"
+      # Other entrypoints
+      - "!docker/**"
+      # Docs
+      - "!**/*.md"
+      - "!docs/**"
+      - "!examples/**"
+      - "!tests/**"
+      - "!verl/trainer/main_*.py"
+      - "!verl/trainer/fsdp_sft_trainer.py"
+      # Recipes
+      - "!recipe/**"
+      # FSDP
+      - "!verl/workers/**/*dp_*.py"
+      # Entrypoints
+      - "verl/worksers/rollout/sglang_rollout/*"
+      - ".github/workflows/e2e_ppo_trainer_megatron_sglang.yml"
+      - "examples/data_preprocess/gsm8k.py"
+      - "examples/data_preprocess/geo3k.py"
+      - "tests/special_e2e/run_ppo_trainer_megatron.sh"
+      - "verl/trainer/main_ppo.py"
+      - "verl/trainer/config/ppo_megatron_trainer.yaml"
+
+# Cancel jobs on the same ref if a new one is triggered
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: ${{ github.ref != 'refs/heads/main' }}
+
+# Declare permissions just read content.
+permissions:
+  contents: read
+
+env:
+  IMAGE: "verl-ci-cn-beijing.cr.volces.com/verlai/verl:app-verl0.6-transformers4.56.1-sglang0.5.2-mcore0.13.0-te2.2"
+  DYNAMIC_RUNNER_ENDPOINT: "https://sd10g3clalm04ug7alq90.apigateway-cn-beijing.volceapi.com/runner"
+
+jobs:
+  setup:
+    if: github.repository_owner == 'volcengine'
+    runs-on: ubuntu-latest
+    outputs:
+      runner-label: ${{ steps.create-runner.outputs.runner-label }}
+      mlp-task-id: ${{ steps.create-runner.outputs.mlp-task-id }}
+    steps:
+      - uses: actions/checkout@v4
+      - id: create-runner
+        uses: volcengine/vemlp-github-runner@v1
+        with:
+          mode: "create"
+          faas-url: "${{ env.DYNAMIC_RUNNER_ENDPOINT }}"
+          mlp-image: "${{ env.IMAGE }}"
+
+  e2e_ppo_trainer_megatron-deepseek:
+    needs: setup
+    runs-on: ["${{ needs.setup.outputs.runner-label || 'L20x8' }}"]
+    timeout-minutes: 60 # Increase this timeout value as needed
+    env:
+      HTTP_PROXY: ${{ secrets.PROXY_HTTP }}
+      HTTPS_PROXY: ${{ secrets.PROXY_HTTPS }}
+      NO_PROXY: "localhost,127.0.0.1,hf-mirror.com"
+      HF_ENDPOINT: "https://hf-mirror.com"
+      HF_HUB_ENABLE_HF_TRANSFER: "0" # This is more stable
+    steps:
+      - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
+        with:
+          fetch-depth: 0
+      - name: Install the current repository
+        run: |
+          pip3 install --no-deps -e .[test]
+      - name: Prepare GSM8K dataset
+        run: |
+          python3 examples/data_preprocess/gsm8k.py --local_dataset_path ${HOME}/models/hf_data/gsm8k
+      - name: Running GSM8K E2E training tests with 3D parallelism on 8 L20 GPUs with Megatron (DeepSeek)
+        run: |
+          ray stop --force
+          OPTIM_MEMORY_EFFICIENT=True ENGINE=sglang SAVE_FREQ=1 MODEL_ID=deepseek-ai/deepseek-coder-1.3b-instruct bash tests/special_e2e/run_ppo_trainer_megatron.sh
+      - name: Running GSM8K E2E training tests with 3D parallelism on 8 L20 GPUs with Megatron (DeepSeek)
+        run: |
+          ray stop --force
+          export VLLM_USE_V1=1
+          ray start --head
+          ENGINE=sglang MODE=async RESUME_MODE=auto MODEL_ID=deepseek-ai/deepseek-coder-1.3b-instruct TOTAL_TRAIN_STEPS=2 bash tests/special_e2e/run_ppo_trainer_megatron.sh
+      - name: Test Megatron checkpoints merging function (DeepSeek Actor and Critic)
+        run: |
+          exp_name="deepseek-coder-1.3b-instruct-megatron-gsm8k-minimal"
+          python -m verl.model_merger test --backend megatron --local_dir checkpoints/verl-test/${exp_name}/global_step_1/actor --test_hf_dir checkpoints/verl-test/${exp_name}/global_step_1/actor/huggingface
+          python -m verl.model_merger test --backend megatron --is-value-model --local_dir checkpoints/verl-test/${exp_name}/global_step_1/critic --test_hf_dir checkpoints/verl-test/${exp_name}/global_step_1/critic/huggingface
+      - name: Profiling GRPO GSM8K E2E training tests with 3D parallelism on 8 L20 GPUs with Megatron (Deepseek)
+        run: |
+          ray stop --force
+          PROFILE_ENABLE=True ENGINE=sglang ADV_ESTIMATOR=grpo USE_DYNAMIC_BSZ=False MODEL_ID=deepseek-ai/deepseek-coder-1.3b-instruct bash tests/special_e2e/run_ppo_trainer_megatron.sh
+          if [ -z "$( ls -A '/tmp/ray/session_latest/logs/nsight/' )" ]; then
+            echo "[ERROR] not found any profiling files"
+            exit 1
+          else
+            echo "[SUCCESS] profile success"
+          fi
+      - name: clean up
+        run: |
+          rm -rf checkpoints
+
+  e2e_ppo_trainer_megatron-different-train-infer-tp-qwen-tie-embedding:
+    needs: setup
+    runs-on: ["${{ needs.setup.outputs.runner-label || 'L20x8' }}"]
+    timeout-minutes: 60 # Increase this timeout value as needed
+    env:
+      HTTP_PROXY: ${{ secrets.PROXY_HTTP }}
+      HTTPS_PROXY: ${{ secrets.PROXY_HTTPS }}
+      NO_PROXY: "localhost,127.0.0.1,hf-mirror.com"
+      HF_ENDPOINT: "https://hf-mirror.com"
+      HF_HUB_ENABLE_HF_TRANSFER: "0" # This is more stable
+    steps:
+      - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
+        with:
+          fetch-depth: 0
+      - name: Install the current repository
+        run: |
+          pip3 install --no-deps -e .[test]
+      - name: Prepare GSM8K dataset
+        run: |
+          python3 examples/data_preprocess/gsm8k.py --local_dataset_path ${HOME}/models/hf_data/gsm8k
+      - name: Running GSM8K E2E training tests with 3D parallelism on 8 L20 GPUs with tie-embedding Megatron (Qwen) with train tp > infer tp
+        run: |
+          ray stop --force
+          ENGINE=sglang VAL_BEFORE_TRAIN=True TEST_FREQ=1 SAVE_FREQ=1 TRAIN_TP=2 INFER_TP=1 MODEL_ID=Qwen/Qwen2.5-1.5B bash tests/special_e2e/run_ppo_trainer_megatron.sh
+      - name: Running GSM8K E2E training tests with 3D parallelism on 8 L20 GPUs with Megatron (Qwen) with  train tp < infer tp
+        run: |
+          ray stop --force
+          ENGINE=sglang VAL_BEFORE_TRAIN=True TEST_FREQ=1 SAVE_FREQ=1 TRAIN_TP=1 INFER_TP=2 MODEL_ID=Qwen/Qwen2.5-1.5B bash tests/special_e2e/run_ppo_trainer_megatron.sh
+      - name: clean up
+        run: |
+          rm -rf checkpoints
+
+  e2e_ppo_trainer_megatron-qwen-override-transformer-config:
+    needs: setup
+    runs-on: ["${{ needs.setup.outputs.runner-label || 'L20x8' }}"]
+    timeout-minutes: 60 # Increase this timeout value as needed
+    env:
+      HTTP_PROXY: ${{ secrets.PROXY_HTTP }}
+      HTTPS_PROXY: ${{ secrets.PROXY_HTTPS }}
+      NO_PROXY: "localhost,127.0.0.1,hf-mirror.com"
+      HF_ENDPOINT: "https://hf-mirror.com"
+      HF_HUB_ENABLE_HF_TRANSFER: "0" # This is more stable
+    steps:
+      - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
+        with:
+          fetch-depth: 0
+      - name: Install the current repository
+        run: |
+          pip3 install --no-deps -e .[test]
+      - name: Prepare GSM8K dataset
+        run: |
+          python3 examples/data_preprocess/gsm8k.py --local_dataset_path ${HOME}/models/hf_data/gsm8k
+#      - name: Download Model to Use
+#        run: |
+#          huggingface-cli download Qwen/Qwen2.5-0.5B --local-dir ${HOME}/models/Qwen/Qwen2.5-0.5B
+#          export HF_HUB_OFFLINE=1
+      - name: Prepare dist_ckpt of Qwen2.5-0.5B, uneven layer distribution only supports dist_ckpt
+        run: |
+          python3 scripts/converter_hf_to_mcore.py --hf_model_path ${HOME}/models/Qwen/Qwen2.5-0.5B --output_path checkpoints/verl-test/qwen2.5-0.5b-megatron
+      - name: Running GSM8K E2E training tests with 3D parallelism on 8 L20 GPUs with Megatron (Qwen)
+        run: |
+          ray stop --force
+          ENGINE=sglang SAVE_FREQ=1 COMMON_PP=4 COMMON_VPP=null COMMON_CP=1 SKIP_SAVE_HF_MODEL=1 bash tests/special_e2e/run_ppo_trainer_megatron.sh +actor_rollout_ref.actor.megatron.override_transformer_config.num_layers_in_first_pipeline_stage=8 +actor_rollout_ref.actor.megatron.override_transformer_config.num_layers_in_last_pipeline_stage=4 actor_rollout_ref.actor.megatron.use_dist_checkpointing=true actor_rollout_ref.actor.megatron.dist_checkpointing_path=checkpoints/verl-test/qwen2.5-0.5b-megatron actor_rollout_ref.ref.megatron.use_dist_checkpointing=true actor_rollout_ref.ref.megatron.dist_checkpointing_path=checkpoints/verl-test/qwen2.5-0.5b-megatron critic.megatron.use_dist_checkpointing=true critic.megatron.dist_checkpointing_path=checkpoints/verl-test/qwen2.5-0.5b-megatron reward_model.megatron.use_dist_checkpointing=true reward_model.megatron.dist_checkpointing_path=checkpoints/verl-test/qwen2.5-0.5b-megatron
+          cp -r checkpoints checkpoints-dut
+          ENGINE=sglang SAVE_FREQ=1 COMMON_PP=4 COMMON_VPP=null COMMON_CP=1 bash tests/special_e2e/run_ppo_trainer_megatron.sh
+      - name: Test Megatron checkpoints merging function (Qwen Actor and Critic)
+        run: |
+          exp_name="qwen2.5-0.5b-megatron-gsm8k-minimal"
+          python -m verl.model_merger test --backend megatron --tie-word-embedding --local_dir checkpoints-dut/verl-test/${exp_name}/global_step_1/actor --test_hf_dir checkpoints/verl-test/${exp_name}/global_step_1/actor/huggingface
+          python -m verl.model_merger test --backend megatron --is-value-model --local_dir checkpoints-dut/verl-test/${exp_name}/global_step_1/critic --test_hf_dir checkpoints/verl-test/${exp_name}/global_step_1/critic/huggingface
+      - name: clean up
+        run: |
+          rm -rf checkpoints
+
+  e2e_ppo_trainer_megatron-deepseek-override-transformer-config:
+    needs: setup
+    runs-on: ["${{ needs.setup.outputs.runner-label || 'L20x8' }}"]
+    timeout-minutes: 60 # Increase this timeout value as needed
+    env:
+      HTTP_PROXY: ${{ secrets.PROXY_HTTP }}
+      HTTPS_PROXY: ${{ secrets.PROXY_HTTPS }}
+      NO_PROXY: "localhost,127.0.0.1,hf-mirror.com"
+      HF_ENDPOINT: "https://hf-mirror.com"
+      HF_HUB_ENABLE_HF_TRANSFER: "0" # This is more stable
+    steps:
+      - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
+        with:
+          fetch-depth: 0
+      - name: Install the current repository
+        run: |
+          pip3 install --no-deps -e .[test]
+      - name: Prepare GSM8K dataset
+        run: |
+          python3 examples/data_preprocess/gsm8k.py --local_dataset_path ${HOME}/models/hf_data/gsm8k
+      - name: Running GSM8K E2E training tests with 3D parallelism on 8 L20 GPUs with Megatron (DeepSeek)
+        run: |
+          ray stop --force
+          ENGINE=sglang SAVE_FREQ=1 MODEL_ID=deepseek-ai/deepseek-coder-1.3b-instruct COMMON_PP=2 COMMON_VPP=null bash tests/special_e2e/run_ppo_trainer_megatron.sh +actor_rollout_ref.actor.megatron.override_transformer_config.account_for_embedding_in_pipeline_split=true +actor_rollout_ref.actor.megatron.override_transformer_config.account_for_loss_in_pipeline_split=true
+      - name: Test Megatron checkpoints merging function (DeepSeek Actor and Critic)
+        run: |
+          exp_name="deepseek-coder-1.3b-instruct-megatron-gsm8k-minimal"
+          python -m verl.model_merger test --backend megatron --local_dir checkpoints/verl-test/${exp_name}/global_step_1/actor --test_hf_dir checkpoints/verl-test/${exp_name}/global_step_1/actor/huggingface
+          python -m verl.model_merger test --backend megatron --is-value-model --local_dir checkpoints/verl-test/${exp_name}/global_step_1/critic --test_hf_dir checkpoints/verl-test/${exp_name}/global_step_1/critic/huggingface
+      - name: clean up
+        run: |
+          rm -rf checkpoints
+
+  cleanup:
+    runs-on: ubuntu-latest
+    needs:
+      [
+        setup,
+        e2e_ppo_trainer_megatron-deepseek,
+        e2e_ppo_trainer_megatron-different-train-infer-tp-qwen-tie-embedding,
+        e2e_ppo_trainer_megatron-qwen-override-transformer-config,
+        e2e_ppo_trainer_megatron-deepseek-override-transformer-config,
+      ]
+    if: always()
+    steps:
+      - id: destroy-runner
+        uses: volcengine/vemlp-github-runner@v1
+        with:
+          mode: "destroy"
+          faas-url: "${{ env.DYNAMIC_RUNNER_ENDPOINT }}"
+          mlp-task-id: "${{ needs.setup.outputs.mlp-task-id }}"
\ No newline at end of file
diff --git a/verl/.github/workflows/e2e_ppo_trainer_megatron_sglang_2.yml b/verl/.github/workflows/e2e_ppo_trainer_megatron_sglang_2.yml
new file mode 100644
index 0000000000000000000000000000000000000000..7c4cba92c1d19cf7af5780cd8bf63187dec0f1a8
--- /dev/null
+++ b/verl/.github/workflows/e2e_ppo_trainer_megatron_sglang_2.yml
@@ -0,0 +1,275 @@
+# # Tests layout
+
+# Each folder under tests/ corresponds to a test category for a sub-namespace in verl. For instance:
+# - `tests/trainer` for testing functionality related to `verl/trainer`
+# - `tests/models` for testing functionality related to `verl/models`
+# - ...
+
+# There are a few folders with `special_` prefix, created for special purposes:
+# - `special_distributed`: unit tests that must run with multiple GPUs
+# - `special_e2e`: end-to-end tests with training/generation scripts
+# - `special_npu`: tests for NPUs
+# - `special_sanity`: a suite of quick sanity tests
+# - `special_standalone`: a set of test that are designed to run in dedicated environments
+
+# Accelerators for tests
+# - By default tests are run with GPU available, except for the ones under `special_npu`, and any test script whose name ends with `on_cpu.py`.
+# - For test scripts with `on_cpu.py` name suffix would be tested on CPU resources in linux environment.
+
+# # Workflow layout
+
+# All CI tests are configured by yaml files in `.github/workflows/`. Here's an overview of all test configs:
+# 1. A list of always triggered CPU sanity tests: `check-pr-title.yml`, `secrets_scan.yml`, `check-pr-title,yml`, `pre-commit.yml`, `doc.yml`
+# 2. Some heavy multi-GPU unit tests, such as `model.yml`, `vllm.yml`, `sgl.yml`
+# 3. End-to-end tests: `e2e_*.yml`
+# 4. Unit tests
+#   - `cpu_unit_tests.yml`, run pytest on all scripts with file name pattern `tests/**/test_*_on_cpu.py`
+#   - `gpu_unit_tests.yml`, run pytest on all scripts with file without the `on_cpu.py` suffix.
+#   - Since cpu/gpu unit tests by default runs all tests under `tests`, please make sure tests are manually excluded in them when
+#     - new workflow yaml is added to `.github/workflows`
+#     - new tests are added to workflow mentioned in 2.
+
+name: e2e_ppo_trainer_megatron_sglang_2
+
+on:
+  # Trigger the workflow on push or pull request,
+  # but only for the main branch.
+  # For push, for now only anti-patterns are specified so it is more conservative
+  # and achieves higher coverage.
+  push:
+    branches:
+      - main
+      - v0.*
+    paths:
+      - "**/*.py"
+      # Other entrypoints
+      - "!verl/trainer/fsdp_sft_trainer.py"
+      # Recipes
+      - "!recipe/**"
+      # FSDP
+      - "!verl/workers/**/*dp_*.py"
+  pull_request:
+    branches:
+      - main
+      - v0.*
+    paths:
+      - "**/*.py"
+      # Other entrypoints
+      - "!docker/**"
+      # Docs
+      - "!**/*.md"
+      - "!docs/**"
+      - "!examples/**"
+      - "!tests/**"
+      - "!verl/trainer/main_*.py"
+      - "!verl/trainer/fsdp_sft_trainer.py"
+      # Recipes
+      - "!recipe/**"
+      # FSDP
+      - "!verl/workers/**/*dp_*.py"
+      # Entrypoints
+      - "verl/worksers/rollout/sglang_rollout/*"
+      - ".github/workflows/e2e_ppo_trainer_megatron_sglang.yml"
+      - "examples/data_preprocess/gsm8k.py"
+      - "examples/data_preprocess/geo3k.py"
+      - "tests/special_e2e/run_ppo_trainer_megatron.sh"
+      - "verl/trainer/main_ppo.py"
+      - "verl/trainer/config/ppo_megatron_trainer.yaml"
+
+# Cancel jobs on the same ref if a new one is triggered
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: ${{ github.ref != 'refs/heads/main' }}
+
+# Declare permissions just read content.
+permissions:
+  contents: read
+
+env:
+  IMAGE: "verl-ci-cn-beijing.cr.volces.com/verlai/verl:app-verl0.6-transformers4.56.1-sglang0.5.2-mcore0.13.0-te2.2"
+  DYNAMIC_RUNNER_ENDPOINT: "https://sd10g3clalm04ug7alq90.apigateway-cn-beijing.volceapi.com/runner"
+
+jobs:
+  setup:
+    if: github.repository_owner == 'volcengine'
+    runs-on: ubuntu-latest
+    outputs:
+      runner-label: ${{ steps.create-runner.outputs.runner-label }}
+      mlp-task-id: ${{ steps.create-runner.outputs.mlp-task-id }}
+    steps:
+      - uses: actions/checkout@v4
+      - id: create-runner
+        uses: volcengine/vemlp-github-runner@v1
+        with:
+          mode: "create"
+          faas-url: "${{ env.DYNAMIC_RUNNER_ENDPOINT }}"
+          mlp-image: "${{ env.IMAGE }}"
+
+  e2e_ppo_trainer_megatron-moe-expert-parallel:
+    needs: setup
+    runs-on: ["${{ needs.setup.outputs.runner-label || 'L20x8' }}"]
+    timeout-minutes: 60 # Increase this timeout value as needed
+    env:
+      HTTP_PROXY: ${{ secrets.PROXY_HTTP }}
+      HTTPS_PROXY: ${{ secrets.PROXY_HTTPS }}
+      NO_PROXY: "localhost,127.0.0.1,hf-mirror.com"
+      HF_ENDPOINT: "https://hf-mirror.com"
+      HF_HUB_ENABLE_HF_TRANSFER: "0" # This is more stable
+    steps:
+      - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
+        with:
+          fetch-depth: 0
+      - name: Install the current repository
+        run: |
+          pip3 install --no-deps -e .[test]
+      - name: Prepare GSM8K dataset
+        run: |
+          python3 examples/data_preprocess/gsm8k.py --local_dataset_path ${HOME}/models/hf_data/gsm8k
+      - name: Running GSM8K E2E training tests with 3D parallelism on 8 L20 GPUs with Megatron (DeepSeek)
+        run: |
+          ray stop --force
+          MEGATRON_CI_DISABLE_EXPANDABLE_SEGMENTS=1 \
+          ADV_ESTIMATOR=grpo USE_DUMMY_MODEL=True DUMMY_MODEL_CONFIG_PATH=tests/special_e2e/ppo_trainer/expert_parallel/qwen2moe_minimal.json \
+          PPO_MAX_TOKEN_LEN=512 FWD_MAX_TOKEN_LEN=512 \
+          MAX_PROMPT_LENGTH=256 MAX_RESPONSE_LENGTH=256 \
+          MODEL_ID=Qwen/Qwen1.5-MoE-A2.7B-Chat \
+          ENGINE=sglang COMMON_PP=2 COMMON_VPP=null COMMON_CP=1 COMMON_TP=4 COMMON_EP=4 COMMON_ETP=1 INFER_TP=8 \
+          USE_DIST_CKPT=True ALL_OFFLOAD=True SKIP_SAVE_HF_MODEL=1 bash tests/special_e2e/run_ppo_trainer_megatron.sh
+      - name: clean up
+        run: |
+          rm -rf checkpoints
+
+  e2e_ppo_trainer_megatron-qwen2_5vl-3b:
+    needs: setup
+    runs-on: ["${{ needs.setup.outputs.runner-label || 'L20x8' }}"]
+    timeout-minutes: 60 # Increase this timeout value as needed
+    env:
+      HTTP_PROXY: ${{ secrets.PROXY_HTTP }}
+      HTTPS_PROXY: ${{ secrets.PROXY_HTTPS }}
+      NO_PROXY: "localhost,127.0.0.1,hf-mirror.com"
+      HF_ENDPOINT: "https://hf-mirror.com"
+      HF_HUB_ENABLE_HF_TRANSFER: "0" # This is more stable
+    steps:
+      - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
+        with:
+          fetch-depth: 0
+      - name: Install the current repository
+        run: |
+          pip3 install --no-deps -e .[test]
+      - name: Prepare Geo3k dataset
+        run: |
+          python3 examples/data_preprocess/geo3k.py --local_dataset_path ${HOME}/models/hf_data/hiyouga/geometry3k/
+      - name: Prepare dist_ckpt of Qwen2.5-VL-3B, only supports dist_ckpt
+        run: |
+          python3 scripts/converter_hf_to_mcore.py --hf_model_path ${HOME}/models/Qwen/Qwen2.5-VL-3B-Instruct --output_path checkpoints/verl-test/qwen2.5-vl-3b-megatron
+      - name: Running Geo3k E2E training tests with 3D parallelism on 8 L20 GPUs with Megatron (Qwen)
+        run: |
+          ray stop --force
+          ENGINE=sglang TRAIN_FILES=${HOME}/data/geo3k/train.parquet VAL_FILES=${HOME}/data/geo3k/test.parquet MAX_PROMPT_LENGTH=1024 MAX_RESPONSE_LENGTH=2048  MODEL_ID=Qwen/Qwen2.5-VL-3B-Instruct ADV_ESTIMATOR=grpo USE_DYNAMIC_BSZ=False SKIP_SAVE_HF_MODEL=1 COMMON_PP=4 COMMON_VPP=null COMMON_CP=1 COMMON_TP=2 USE_DIST_CKPT=true DIST_CKPT_PATH=checkpoints/verl-test/qwen2.5-vl-3b-megatron bash tests/special_e2e/run_ppo_trainer_megatron.sh
+      - name: clean up
+        run: |
+          rm -rf checkpoints
+
+  e2e_ppo_trainer_sglang:
+    needs: setup
+    runs-on: [ "${{ needs.setup.outputs.runner-label || 'L20x8' }}" ]
+    timeout-minutes: 40 # Increase this timeout value as needed
+    env:
+      HTTP_PROXY: ${{ secrets.PROXY_HTTP }}
+      HTTPS_PROXY: ${{ secrets.PROXY_HTTPS }}
+      NO_PROXY: "localhost,127.0.0.1,hf-mirror.com"
+      HF_ENDPOINT: "https://hf-mirror.com"
+      HF_HUB_ENABLE_HF_TRANSFER: "0" # This is more stable
+    steps:
+      - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
+        with:
+          fetch-depth: 0
+      - name: Install the current repository
+        run: |
+          pip3 install -e .[test,gpu,sglang]
+      - name: Prepare gsm8k dataset
+        run: |
+          ray stop --force
+          python3 examples/data_preprocess/gsm8k.py --local_dataset_path ${HOME}/models/hf_data/gsm8k
+      - name: Running GSM8K E2E training tests on 8 L20 GPUs with rmpad using function rm and save ckpt
+        run: |
+          ray stop --force
+          ENGINE=sglang bash tests/special_e2e/ppo_trainer/run_function_reward.sh
+      - name: Running GSM8K E2E training tests on sglang async
+        run: |
+          ray stop --force
+          TOTAL_TRAIN_STEPS=2 ENGINE=sglang ROLLOUT_MODE=async bash tests/special_e2e/ppo_trainer/run_function_reward.sh
+
+  e2e_ppo_trainer_sglang_vlm:
+    needs: setup
+    runs-on: [ "${{ needs.setup.outputs.runner-label || 'L20x8' }}" ]
+    timeout-minutes: 60 # Increase this timeout value as needed
+    env:
+      HTTP_PROXY: ${{ secrets.PROXY_HTTP }}
+      HTTPS_PROXY: ${{ secrets.PROXY_HTTPS }}
+      NO_PROXY: "localhost,127.0.0.1,hf-mirror.com"
+      HF_ENDPOINT: "https://hf-mirror.com"
+      HF_HUB_ENABLE_HF_TRANSFER: "0" # This is more stable
+    steps:
+      - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
+        with:
+          fetch-depth: 0
+      - name: Install the current repository
+        run: |
+          pip3 install -e .[test,geo,gpu,sglang] --no-deps
+      # Geo3k
+      - name: Prepare GEO3K dataset
+        run: |
+          ray stop --force
+          python3 examples/data_preprocess/geo3k.py --local_dataset_path ${HOME}/models/hf_data/hiyouga/geometry3k/
+      - name: Running GEO3K VLM E2E training tests on 8 L20 GPUs with rmpad using function rm
+        run: |
+          ray stop --force
+          TRAIN_FILES=$HOME/data/geo3k/train.parquet VAL_FILES=$HOME/data/geo3k/test.parquet \
+            MAX_PROMPT_LEN=1536 MAX_RESPONSE_LEN=1536 \
+            MODEL_ID=Qwen/Qwen2-VL-2B-Instruct \
+            ADV_ESTIMATOR=grpo RM_PAD=True USE_KL=True ENABLE_CHUNKED_PREFILL=False \
+            ENGINE=sglang GPU_MEMORY_UTILIZATION=0.6 ACTOR_FSDP_PARAM_OFFLOAD=True \
+            ACTOR_FSDP_OPTIMIZER_OFFLOAD=True REF_FSDP_PARAM_OFFLOAD=True \
+            bash tests/special_e2e/ppo_trainer/run_function_reward.sh
+      - name: Running GEO3K VLM E2E with rmpad using torch fused kernel (Qwen2.5-VL)
+        run: |
+          ray stop --force
+          FUSED_KERNELS=True TRAIN_FILES=$HOME/data/geo3k/train.parquet VAL_FILES=$HOME/data/geo3k/test.parquet \
+            MAX_PROMPT_LEN=1536 MAX_RESPONSE_LEN=1536 \
+            MODEL_ID=Qwen/Qwen2.5-VL-3B-Instruct \
+            ADV_ESTIMATOR=grpo RM_PAD=True USE_KL=True ENABLE_CHUNKED_PREFILL=False \
+            ENGINE=sglang GPU_MEMORY_UTILIZATION=0.6 ACTOR_FSDP_PARAM_OFFLOAD=True \
+            ACTOR_FSDP_OPTIMIZER_OFFLOAD=True REF_FSDP_PARAM_OFFLOAD=True \
+            bash tests/special_e2e/ppo_trainer/run_function_reward.sh
+      - name: Running GEO3K VLM E2E with rmpad using triton fused kernel (Qwen2.5-VL)
+        run: |
+          ray stop --force
+          FUSED_KERNELS=True FUSED_KERNEL_BACKEND=triton \
+            TRAIN_FILES=$HOME/data/geo3k/train.parquet VAL_FILES=$HOME/data/geo3k/test.parquet \
+            MAX_PROMPT_LEN=1536 MAX_RESPONSE_LEN=1536 \
+            MODEL_ID=Qwen/Qwen2.5-VL-3B-Instruct \
+            ADV_ESTIMATOR=grpo RM_PAD=True USE_KL=True ENABLE_CHUNKED_PREFILL=False \
+            ENGINE=sglang GPU_MEMORY_UTILIZATION=0.6 ACTOR_FSDP_PARAM_OFFLOAD=True \
+            ACTOR_FSDP_OPTIMIZER_OFFLOAD=True REF_FSDP_PARAM_OFFLOAD=True \
+            bash tests/special_e2e/ppo_trainer/run_function_reward.sh
+
+
+  cleanup:
+    runs-on: ubuntu-latest
+    needs:
+      [
+        setup,
+        e2e_ppo_trainer_megatron-moe-expert-parallel,
+        e2e_ppo_trainer_megatron-qwen2_5vl-3b,
+        e2e_ppo_trainer_sglang,
+        e2e_ppo_trainer_sglang_vlm
+      ]
+    if: always()
+    steps:
+      - id: destroy-runner
+        uses: volcengine/vemlp-github-runner@v1
+        with:
+          mode: "destroy"
+          faas-url: "${{ env.DYNAMIC_RUNNER_ENDPOINT }}"
+          mlp-task-id: "${{ needs.setup.outputs.mlp-task-id }}"
\ No newline at end of file
diff --git a/verl/.github/workflows/e2e_ppo_trainer_megatron_vllm.yml b/verl/.github/workflows/e2e_ppo_trainer_megatron_vllm.yml
new file mode 100644
index 0000000000000000000000000000000000000000..b2966e795c3476f64d44c9bd71bfbb15d1837603
--- /dev/null
+++ b/verl/.github/workflows/e2e_ppo_trainer_megatron_vllm.yml
@@ -0,0 +1,292 @@
+# # Tests layout
+
+# Each folder under tests/ corresponds to a test category for a sub-namespace in verl. For instance:
+# - `tests/trainer` for testing functionality related to `verl/trainer`
+# - `tests/models` for testing functionality related to `verl/models`
+# - ...
+
+# There are a few folders with `special_` prefix, created for special purposes:
+# - `special_distributed`: unit tests that must run with multiple GPUs
+# - `special_e2e`: end-to-end tests with training/generation scripts
+# - `special_npu`: tests for NPUs
+# - `special_sanity`: a suite of quick sanity tests
+# - `special_standalone`: a set of test that are designed to run in dedicated environments
+
+# Accelerators for tests
+# - By default tests are run with GPU available, except for the ones under `special_npu`, and any test script whose name ends with `on_cpu.py`.
+# - For test scripts with `on_cpu.py` name suffix would be tested on CPU resources in linux environment.
+
+# # Workflow layout
+
+# All CI tests are configured by yaml files in `.github/workflows/`. Here's an overview of all test configs:
+# 1. A list of always triggered CPU sanity tests: `check-pr-title.yml`, `secrets_scan.yml`, `check-pr-title,yml`, `pre-commit.yml`, `doc.yml`
+# 2. Some heavy multi-GPU unit tests, such as `model.yml`, `vllm.yml`, `sgl.yml`
+# 3. End-to-end tests: `e2e_*.yml`
+# 4. Unit tests
+#   - `cpu_unit_tests.yml`, run pytest on all scripts with file name pattern `tests/**/test_*_on_cpu.py`
+#   - `gpu_unit_tests.yml`, run pytest on all scripts with file without the `on_cpu.py` suffix.
+#   - Since cpu/gpu unit tests by default runs all tests under `tests`, please make sure tests are manually excluded in them when
+#     - new workflow yaml is added to `.github/workflows`
+#     - new tests are added to workflow mentioned in 2.
+
+name: e2e_ppo_trainer_megatron_vllm
+
+on:
+  # Trigger the workflow on push or pull request,
+  # but only for the main branch.
+  # For push, for now only anti-patterns are specified so it is more conservative
+  # and achieves higher coverage.
+  push:
+    branches:
+      - main
+      - v0.*
+    paths:
+      - "**/*.py"
+      # Other entrypoints
+      - "!verl/trainer/fsdp_sft_trainer.py"
+      # Recipes
+      - "!recipe/**"
+      # FSDP
+      - "!verl/workers/**/*dp_*.py"
+  pull_request:
+    branches:
+      - main
+      - v0.*
+    paths:
+      - "**/*.py"
+      # Other entrypoints
+      - "!docker/**"
+      # Docs
+      - "!**/*.md"
+      - "!docs/**"
+      - "!examples/**"
+      - "!tests/**"
+      - "!verl/trainer/main_*.py"
+      - "!verl/trainer/fsdp_sft_trainer.py"
+      # Recipes
+      - "!recipe/**"
+      # FSDP
+      - "!verl/workers/**/*dp_*.py"
+      # Entrypoints
+      - ".github/workflows/e2e_ppo_trainer_megatron_vllm.yml"
+      - "examples/data_preprocess/gsm8k.py"
+      - "examples/data_preprocess/geo3k.py"
+      - "tests/special_e2e/run_ppo_trainer_megatron.sh"
+      - "verl/trainer/main_ppo.py"
+      - "verl/trainer/config/ppo_megatron_trainer.yaml"
+
+# Cancel jobs on the same ref if a new one is triggered
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: ${{ github.ref != 'refs/heads/main' }}
+
+# Declare permissions just read content.
+permissions:
+  contents: read
+
+env:
+  IMAGE: "verl-ci-cn-beijing.cr.volces.com/verlai/verl:app-verl0.5-transformers4.55.4-vllm0.10.0-mcore0.13.0-te2.2"
+  DYNAMIC_RUNNER_ENDPOINT: "https://sd10g3clalm04ug7alq90.apigateway-cn-beijing.volceapi.com/runner"
+  TRANSFORMERS_VERSION: "4.56.2"
+
+jobs:
+  setup:
+    if: github.repository_owner == 'volcengine'
+    runs-on: ubuntu-latest
+    outputs:
+      runner-label: ${{ steps.create-runner.outputs.runner-label }}
+      mlp-task-id: ${{ steps.create-runner.outputs.mlp-task-id }}
+    steps:
+      - uses: actions/checkout@v4
+      - id: create-runner
+        uses: volcengine/vemlp-github-runner@v1
+        with:
+          mode: "create"
+          faas-url: "${{ env.DYNAMIC_RUNNER_ENDPOINT }}"
+          mlp-image: "${{ env.IMAGE }}"
+
+  e2e_ppo_trainer_megatron-deepseek:
+    needs: setup
+    runs-on: ["${{ needs.setup.outputs.runner-label || 'L20x8' }}"]
+    timeout-minutes: 60 # Increase this timeout value as needed
+    env:
+      HTTP_PROXY: ${{ secrets.PROXY_HTTP }}
+      HTTPS_PROXY: ${{ secrets.PROXY_HTTPS }}
+      NO_PROXY: "localhost,127.0.0.1,hf-mirror.com"
+      HF_ENDPOINT: "https://hf-mirror.com"
+      HF_HUB_ENABLE_HF_TRANSFER: "0" # This is more stable
+    steps:
+      - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
+        with:
+          fetch-depth: 0
+      - name: Install the current repository
+        run: |
+          pip3 install --no-deps -e .[test]
+          pip3 install math-verify transformers==$TRANSFORMERS_VERSION
+      - name: Prepare GSM8K dataset
+        run: |
+          python3 examples/data_preprocess/gsm8k.py --local_dataset_path ${HOME}/models/hf_data/gsm8k
+      - name: Running GSM8K E2E training tests with 3D parallelism on 8 L20 GPUs with Megatron, use mbridge e2e to pre-load and save (Deepseek)
+        run: |
+          ray stop --force
+          ALL_OFFLOAD=True SAVE_FREQ=1 MODEL_ID=deepseek-ai/deepseek-coder-1.3b-instruct COMMON_PP=4 COMMON_VPP=null COMMON_CP=1 USE_MBRIDGE=True USE_DIST_CKPT=False \
+          bash tests/special_e2e/run_ppo_trainer_megatron.sh
+      - name: Running GSM8K E2E training tests with 3D parallelism on 8 L20 GPUs with Megatron, use mbridge e2e to pre-load and save (Deepseek)
+        run: |
+          ray stop --force
+          RESUME_MODE=auto MODEL_ID=deepseek-ai/deepseek-coder-1.3b-instruct TOTAL_TRAIN_STEPS=2 SAVE_FREQ=1 COMMON_PP=4 COMMON_VPP=null COMMON_CP=1 USE_MBRIDGE=True USE_DIST_CKPT=False \
+          bash tests/special_e2e/run_ppo_trainer_megatron.sh
+      - name: Running GSM8K E2E training tests with 3D parallelism on 8 L20 GPUs with Megatron (DeepSeek)
+        run: |
+          ray stop --force
+          export VLLM_USE_V1=1
+          ray start --head
+          MODE=async USE_FUSED_KERNELS=True MODEL_ID=deepseek-ai/deepseek-coder-1.3b-instruct TOTAL_TRAIN_STEPS=2 SAVE_FREQ=2 bash tests/special_e2e/run_ppo_trainer_megatron.sh
+      - name: Test Megatron checkpoints merging function (DeepSeek Actor and Critic)
+        run: |
+          exp_name="deepseek-coder-1.3b-instruct-megatron-gsm8k-minimal"
+          python -m verl.model_merger test --backend megatron --local_dir checkpoints/verl-test/${exp_name}/global_step_2/actor --test_hf_dir checkpoints/verl-test/${exp_name}/global_step_2/actor/huggingface
+          python -m verl.model_merger test --backend megatron --is-value-model --local_dir checkpoints/verl-test/${exp_name}/global_step_2/critic --test_hf_dir checkpoints/verl-test/${exp_name}/global_step_2/critic/huggingface
+      - name: Test Megatron distributed checkpoints merging function (DeepSeek)
+        run: |
+          exp_name="deepseek-coder-1.3b-instruct-megatron-gsm8k-minimal"
+          torchrun --nproc_per_node 4 --nnodes 1  -m verl.model_merger merge --backend megatron --local_dir checkpoints/verl-test/${exp_name}/global_step_2/actor --target_dir checkpoints/verl-test/${exp_name}/global_step_2/actor/hf_model
+      - name: Running GRPO GSM8K E2E training tests with 3D parallelism on 8 L20 GPUs with Megatron (Deepseek)
+        run: |
+          ray stop --force
+          ADV_ESTIMATOR=grpo USE_DYNAMIC_BSZ=False MODEL_ID=deepseek-ai/deepseek-coder-1.3b-instruct bash tests/special_e2e/run_ppo_trainer_megatron.sh
+      - name: clean up
+        run: |
+          rm -rf checkpoints
+  e2e_ppo_trainer_megatron-qwen3:
+    needs: setup
+    runs-on: ["${{ needs.setup.outputs.runner-label || 'L20x8' }}"]
+    timeout-minutes: 60 # Increase this timeout value as needed
+    env:
+      HTTP_PROXY: ${{ secrets.PROXY_HTTP }}
+      HTTPS_PROXY: ${{ secrets.PROXY_HTTPS }}
+      NO_PROXY: "localhost,127.0.0.1,hf-mirror.com"
+      HF_ENDPOINT: "https://hf-mirror.com"
+      HF_HUB_ENABLE_HF_TRANSFER: "0" # This is more stable
+    steps:
+      - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
+        with:
+          fetch-depth: 0
+      - name: Install the current repository
+        run: |
+          pip3 install --no-deps -e .[test]
+          pip3 install math-verify transformers==$TRANSFORMERS_VERSION
+      - name: Prepare GSM8K dataset
+        run: |
+          python3 examples/data_preprocess/gsm8k.py --local_dataset_path ${HOME}/models/hf_data/gsm8k
+      - name: Running GSM8K E2E training tests with 3D parallelism on 8 L20 GPUs with Megatron (Qwen3) with validation and saving
+        run: |
+          ray stop --force
+          ALL_OFFLOAD=True VAL_BEFORE_TRAIN=True TEST_FREQ=1 SAVE_FREQ=1 MODEL_ID=Qwen/Qwen3-0.6B bash tests/special_e2e/run_ppo_trainer_megatron.sh
+      - name: Running GSM8K E2E training tests with 3D parallelism on 8 L20 GPUs with Megatron (Qwen3) testing learning rate scheduler
+        run: |
+          ray stop --force
+          LR_WARMUP_STEPS=1 TOTAL_TRAIN_STEPS=2 MODEL_ID=Qwen/Qwen3-0.6B bash tests/special_e2e/run_ppo_trainer_megatron.sh
+
+      - name: Test Megatron checkpoints merging function (Qwen3 Actor and Critic)
+        run: |
+          exp_name="qwen3-0.6b-megatron-gsm8k-minimal"
+          python -m verl.model_merger test --backend megatron --tie-word-embedding --local_dir checkpoints/verl-test/${exp_name}/global_step_1/actor --test_hf_dir checkpoints/verl-test/${exp_name}/global_step_1/actor/huggingface
+          python -m verl.model_merger test --backend megatron --is-value-model --local_dir checkpoints/verl-test/${exp_name}/global_step_1/critic --test_hf_dir checkpoints/verl-test/${exp_name}/global_step_1/critic/huggingface
+      - name: clean up
+        run: |
+          rm -rf checkpoints
+  e2e_ppo_trainer_megatron-different-train-infer-tp-qwen-tie-embedding:
+    needs: setup
+    runs-on: ["${{ needs.setup.outputs.runner-label || 'L20x8' }}"]
+    timeout-minutes: 60 # Increase this timeout value as needed
+    env:
+      HTTP_PROXY: ${{ secrets.PROXY_HTTP }}
+      HTTPS_PROXY: ${{ secrets.PROXY_HTTPS }}
+      NO_PROXY: "localhost,127.0.0.1,hf-mirror.com"
+      HF_ENDPOINT: "https://hf-mirror.com"
+      HF_HUB_ENABLE_HF_TRANSFER: "0" # This is more stable
+    steps:
+      - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
+        with:
+          fetch-depth: 0
+      - name: Install the current repository
+        run: |
+          pip3 install --no-deps -e .[test]
+          pip3 install math-verify transformers==$TRANSFORMERS_VERSION
+      - name: Prepare GSM8K dataset
+        run: |
+          python3 examples/data_preprocess/gsm8k.py --local_dataset_path ${HOME}/models/hf_data/gsm8k
+      - name: Running GSM8K E2E training tests with 3D parallelism on 8 L20 GPUs with tie-embedding Megatron (Qwen) with train tp > infer tp
+        run: |
+          ray stop --force
+          VAL_BEFORE_TRAIN=True TEST_FREQ=1 SAVE_FREQ=1 TRAIN_TP=2 INFER_TP=1 MODEL_ID=Qwen/Qwen2.5-1.5B bash tests/special_e2e/run_ppo_trainer_megatron.sh
+      - name: Running GSM8K E2E training tests with 3D parallelism on 8 L20 GPUs with Megatron (Qwen) with  train tp < infer tp
+        run: |
+          ray stop --force
+          VAL_BEFORE_TRAIN=True TEST_FREQ=1 SAVE_FREQ=1 TRAIN_TP=1 INFER_TP=2 ALL_OFFLOAD=True MODEL_ID=Qwen/Qwen2.5-1.5B bash tests/special_e2e/run_ppo_trainer_megatron.sh
+      - name: clean up
+        run: |
+          rm -rf checkpoints
+  e2e_ppo_trainer_megatron-qwen-override-transformer-config:
+    needs: setup
+    runs-on: ["${{ needs.setup.outputs.runner-label || 'L20x8' }}"]
+    timeout-minutes: 60 # Increase this timeout value as needed
+    env:
+      HTTP_PROXY: ${{ secrets.PROXY_HTTP }}
+      HTTPS_PROXY: ${{ secrets.PROXY_HTTPS }}
+      NO_PROXY: "localhost,127.0.0.1,hf-mirror.com"
+      HF_ENDPOINT: "https://hf-mirror.com"
+      HF_HUB_ENABLE_HF_TRANSFER: "0" # This is more stable
+    steps:
+      - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
+        with:
+          fetch-depth: 0
+      - name: Install the current repository
+        run: |
+          pip3 install --no-deps -e .[test]
+          pip3 install math-verify transformers==$TRANSFORMERS_VERSION
+      - name: Prepare GSM8K dataset
+        run: |
+          python3 examples/data_preprocess/gsm8k.py --local_dataset_path ${HOME}/models/hf_data/gsm8k
+#      - name: Download Model to Use
+#        run: |
+#          huggingface-cli download Qwen/Qwen2.5-0.5B --local-dir ${HOME}/models/Qwen/Qwen2.5-0.5B
+#          export HF_HUB_OFFLINE=1
+      - name: Prepare dist_ckpt of Qwen2.5-0.5B, uneven layer distribution only supports dist_ckpt
+        run: |
+          python3 scripts/converter_hf_to_mcore.py --hf_model_path ${HOME}/models/Qwen/Qwen2.5-0.5B --output_path checkpoints/verl-test/qwen2.5-0.5b-megatron
+      - name: Running GSM8K E2E training tests with 3D parallelism on 8 L20 GPUs with Megatron (Qwen)
+        run: |
+          ray stop --force
+          SAVE_FREQ=1 COMMON_PP=4 COMMON_VPP=null COMMON_CP=1 SKIP_SAVE_HF_MODEL=1 USE_DIST_CKPT=True DIST_CKPT_PATH=checkpoints/verl-test/qwen2.5-0.5b-megatron \
+          bash tests/special_e2e/run_ppo_trainer_megatron.sh +actor_rollout_ref.actor.megatron.override_transformer_config.num_layers_in_first_pipeline_stage=8 +actor_rollout_ref.actor.megatron.override_transformer_config.num_layers_in_last_pipeline_stage=4
+          cp -r checkpoints checkpoints-dut
+          SAVE_FREQ=1 COMMON_PP=4 COMMON_VPP=null COMMON_CP=1 bash tests/special_e2e/run_ppo_trainer_megatron.sh
+      - name: Test Megatron checkpoints merging function (Qwen Actor and Critic)
+        run: |
+          exp_name="qwen2.5-0.5b-megatron-gsm8k-minimal"
+          python -m verl.model_merger test --backend megatron --tie-word-embedding --local_dir checkpoints-dut/verl-test/${exp_name}/global_step_1/actor --test_hf_dir checkpoints/verl-test/${exp_name}/global_step_1/actor/huggingface
+          python -m verl.model_merger test --backend megatron --is-value-model --local_dir checkpoints-dut/verl-test/${exp_name}/global_step_1/critic --test_hf_dir checkpoints/verl-test/${exp_name}/global_step_1/critic/huggingface
+      - name: clean up
+        run: |
+          rm -rf checkpoints
+
+  cleanup:
+    runs-on: ubuntu-latest
+    needs:
+      [
+        setup,
+        e2e_ppo_trainer_megatron-deepseek,
+        e2e_ppo_trainer_megatron-qwen3,
+        e2e_ppo_trainer_megatron-different-train-infer-tp-qwen-tie-embedding,
+        e2e_ppo_trainer_megatron-qwen-override-transformer-config,
+      ]
+    if: always()
+    steps:
+      - id: destroy-runner
+        uses: volcengine/vemlp-github-runner@v1
+        with:
+          mode: "destroy"
+          faas-url: "${{ env.DYNAMIC_RUNNER_ENDPOINT }}"
+          mlp-task-id: "${{ needs.setup.outputs.mlp-task-id }}"
\ No newline at end of file
diff --git a/verl/.github/workflows/e2e_ppo_trainer_megatron_vllm_2.yml b/verl/.github/workflows/e2e_ppo_trainer_megatron_vllm_2.yml
new file mode 100644
index 0000000000000000000000000000000000000000..3183210de1f9f50164379ace6f1b9a256586b84d
--- /dev/null
+++ b/verl/.github/workflows/e2e_ppo_trainer_megatron_vllm_2.yml
@@ -0,0 +1,420 @@
+# # Tests layout
+
+# Each folder under tests/ corresponds to a test category for a sub-namespace in verl. For instance:
+# - `tests/trainer` for testing functionality related to `verl/trainer`
+# - `tests/models` for testing functionality related to `verl/models`
+# - ...
+
+# There are a few folders with `special_` prefix, created for special purposes:
+# - `special_distributed`: unit tests that must run with multiple GPUs
+# - `special_e2e`: end-to-end tests with training/generation scripts
+# - `special_npu`: tests for NPUs
+# - `special_sanity`: a suite of quick sanity tests
+# - `special_standalone`: a set of test that are designed to run in dedicated environments
+
+# Accelerators for tests
+# - By default tests are run with GPU available, except for the ones under `special_npu`, and any test script whose name ends with `on_cpu.py`.
+# - For test scripts with `on_cpu.py` name suffix would be tested on CPU resources in linux environment.
+
+# # Workflow layout
+
+# All CI tests are configured by yaml files in `.github/workflows/`. Here's an overview of all test configs:
+# 1. A list of always triggered CPU sanity tests: `check-pr-title.yml`, `secrets_scan.yml`, `check-pr-title,yml`, `pre-commit.yml`, `doc.yml`
+# 2. Some heavy multi-GPU unit tests, such as `model.yml`, `vllm.yml`, `sgl.yml`
+# 3. End-to-end tests: `e2e_*.yml`
+# 4. Unit tests
+#   - `cpu_unit_tests.yml`, run pytest on all scripts with file name pattern `tests/**/test_*_on_cpu.py`
+#   - `gpu_unit_tests.yml`, run pytest on all scripts with file without the `on_cpu.py` suffix.
+#   - Since cpu/gpu unit tests by default runs all tests under `tests`, please make sure tests are manually excluded in them when
+#     - new workflow yaml is added to `.github/workflows`
+#     - new tests are added to workflow mentioned in 2.
+
+name: e2e_ppo_trainer_megatron_vllm_2
+
+on:
+  # Trigger the workflow on push or pull request,
+  # but only for the main branch.
+  # For push, for now only anti-patterns are specified so it is more conservative
+  # and achieves higher coverage.
+  push:
+    branches:
+      - main
+      - v0.*
+    paths:
+      - "**/*.py"
+      # Other entrypoints
+      - "!verl/trainer/fsdp_sft_trainer.py"
+      # Recipes
+      - "!recipe/**"
+      # FSDP
+      - "!verl/workers/**/*dp_*.py"
+  pull_request:
+    branches:
+      - main
+      - v0.*
+    paths:
+      - "**/*.py"
+      # Other entrypoints
+      - "!docker/**"
+      # Docs
+      - "!**/*.md"
+      - "!docs/**"
+      - "!examples/**"
+      - "!tests/**"
+      - "!verl/trainer/main_*.py"
+      - "!verl/trainer/fsdp_sft_trainer.py"
+      # Recipes
+      - "!recipe/**"
+      # FSDP
+      - "!verl/workers/**/*dp_*.py"
+      # Entrypoints
+      - ".github/workflows/e2e_ppo_trainer_megatron_vllm.yml"
+      - "examples/data_preprocess/gsm8k.py"
+      - "examples/data_preprocess/geo3k.py"
+      - "tests/special_e2e/run_ppo_trainer_megatron.sh"
+      - "verl/trainer/main_ppo.py"
+      - "verl/trainer/config/ppo_megatron_trainer.yaml"
+
+# Cancel jobs on the same ref if a new one is triggered
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: ${{ github.ref != 'refs/heads/main' }}
+
+# Declare permissions just read content.
+permissions:
+  contents: read
+
+env:
+  IMAGE: "verl-ci-cn-beijing.cr.volces.com/verlai/verl:app-verl0.5-transformers4.55.4-vllm0.10.0-mcore0.13.0-te2.2"
+  DYNAMIC_RUNNER_ENDPOINT: "https://sd10g3clalm04ug7alq90.apigateway-cn-beijing.volceapi.com/runner"
+  TRANSFORMERS_VERSION: "4.56.2"
+
+jobs:
+  setup:
+    if: github.repository_owner == 'volcengine'
+    runs-on: ubuntu-latest
+    outputs:
+      runner-label: ${{ steps.create-runner.outputs.runner-label }}
+      mlp-task-id: ${{ steps.create-runner.outputs.mlp-task-id }}
+    steps:
+      - uses: actions/checkout@v4
+      - id: create-runner
+        uses: volcengine/vemlp-github-runner@v1
+        with:
+          mode: "create"
+          faas-url: "${{ env.DYNAMIC_RUNNER_ENDPOINT }}"
+          mlp-image: "${{ env.IMAGE }}"
+
+  e2e_ppo_trainer_megatron-deepseek-override-transformer-config:
+    needs: setup
+    runs-on: ["${{ needs.setup.outputs.runner-label || 'L20x8' }}"]
+    timeout-minutes: 60 # Increase this timeout value as needed
+    env:
+      HTTP_PROXY: ${{ secrets.PROXY_HTTP }}
+      HTTPS_PROXY: ${{ secrets.PROXY_HTTPS }}
+      NO_PROXY: "localhost,127.0.0.1,hf-mirror.com"
+      HF_ENDPOINT: "https://hf-mirror.com"
+      HF_HUB_ENABLE_HF_TRANSFER: "0" # This is more stable
+    steps:
+      - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
+        with:
+          fetch-depth: 0
+      - name: Install the current repository
+        run: |
+          pip3 install --no-deps -e .[test]
+          pip3 install transformers==$TRANSFORMERS_VERSION
+      - name: Prepare GSM8K dataset
+        run: |
+          python3 examples/data_preprocess/gsm8k.py --local_dataset_path ${HOME}/models/hf_data/gsm8k
+      - name: Running GSM8K E2E training tests with 3D parallelism on 8 L20 GPUs with Megatron (DeepSeek)
+        run: |
+          ray stop --force
+          SAVE_FREQ=1 MODEL_ID=deepseek-ai/deepseek-coder-1.3b-instruct COMMON_PP=2 COMMON_VPP=null bash tests/special_e2e/run_ppo_trainer_megatron.sh +actor_rollout_ref.actor.megatron.override_transformer_config.account_for_embedding_in_pipeline_split=true +actor_rollout_ref.actor.megatron.override_transformer_config.account_for_loss_in_pipeline_split=true
+      - name: Test Megatron checkpoints merging function (DeepSeek Actor and Critic)
+        run: |
+          exp_name="deepseek-coder-1.3b-instruct-megatron-gsm8k-minimal"
+          python -m verl.model_merger test --backend megatron --local_dir checkpoints/verl-test/${exp_name}/global_step_1/actor --test_hf_dir checkpoints/verl-test/${exp_name}/global_step_1/actor/huggingface
+          python -m verl.model_merger test --backend megatron --is-value-model --local_dir checkpoints/verl-test/${exp_name}/global_step_1/critic --test_hf_dir checkpoints/verl-test/${exp_name}/global_step_1/critic/huggingface
+      - name: clean up
+        run: |
+          rm -rf checkpoints
+  e2e_ppo_trainer_megatron-moe-expert-parallel:
+    needs: setup
+    runs-on: ["${{ needs.setup.outputs.runner-label || 'L20x8' }}"]
+    timeout-minutes: 60 # Increase this timeout value as needed
+    env:
+      HTTP_PROXY: ${{ secrets.PROXY_HTTP }}
+      HTTPS_PROXY: ${{ secrets.PROXY_HTTPS }}
+      NO_PROXY: "localhost,127.0.0.1,hf-mirror.com"
+      HF_ENDPOINT: "https://hf-mirror.com"
+      HF_HUB_ENABLE_HF_TRANSFER: "0" # This is more stable
+    steps:
+      - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
+        with:
+          fetch-depth: 0
+      - name: Install the current repository
+        run: |
+          pip3 install --no-deps -e .[test]
+          pip3 install mbridge
+          pip3 install transformers==$TRANSFORMERS_VERSION
+      - name: Prepare GSM8K dataset
+        run: |
+          python3 examples/data_preprocess/gsm8k.py --local_dataset_path ${HOME}/models/hf_data/gsm8k
+      - name: Running GSM8K E2E training tests with 3D parallelism on 8 L20 GPUs with Megatron (DeepSeek)
+        run: |
+          ray stop --force
+          ADV_ESTIMATOR=grpo USE_DUMMY_MODEL=True DUMMY_MODEL_CONFIG_PATH=tests/special_e2e/ppo_trainer/expert_parallel/qwen2moe_minimal.json \
+          PPO_MAX_TOKEN_LEN=512 FWD_MAX_TOKEN_LEN=512 \
+          MAX_PROMPT_LENGTH=256 MAX_RESPONSE_LENGTH=256 \
+          MODEL_ID=Qwen/Qwen1.5-MoE-A2.7B-Chat USE_MBRIDGE=True \
+          COMMON_PP=2 COMMON_VPP=null COMMON_CP=1 COMMON_TP=4 COMMON_EP=4 COMMON_ETP=1 INFER_TP=8 \
+          USE_DIST_CKPT=True ALL_OFFLOAD=True SKIP_SAVE_HF_MODEL=1 bash tests/special_e2e/run_ppo_trainer_megatron.sh
+      - name: clean up
+        run: |
+          rm -rf checkpoints
+  e2e_ppo_trainer_megatron-qwen2_5vl-3b:
+    needs: setup
+    runs-on: ["${{ needs.setup.outputs.runner-label || 'L20x8' }}"]
+    timeout-minutes: 60 # Increase this timeout value as needed
+    env:
+      HTTP_PROXY: ${{ secrets.PROXY_HTTP }}
+      HTTPS_PROXY: ${{ secrets.PROXY_HTTPS }}
+      NO_PROXY: "localhost,127.0.0.1,hf-mirror.com"
+      HF_ENDPOINT: "https://hf-mirror.com"
+      HF_HUB_ENABLE_HF_TRANSFER: "0" # This is more stable
+    steps:
+      - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
+        with:
+          fetch-depth: 0
+      - name: Install the current repository
+        run: |
+          pip3 install --no-deps -e .[test]
+          pip3 install transformers==$TRANSFORMERS_VERSION
+      - name: Prepare Geo3k dataset
+        run: |
+          python3 examples/data_preprocess/geo3k.py --local_dataset_path ${HOME}/models/hf_data/hiyouga/geometry3k/
+      - name: Prepare dist_ckpt of Qwen2.5-VL-3B, only supports dist_ckpt
+        run: |
+          python3 scripts/converter_hf_to_mcore.py --hf_model_path ${HOME}/models/Qwen/Qwen2.5-VL-3B-Instruct --output_path checkpoints/verl-test/qwen2.5-vl-3b-megatron
+      - name: Running Geo3k E2E training tests with 3D parallelism on 8 L20 GPUs with Megatron (Qwen)
+        run: |
+          ray stop --force
+          TRAIN_FILES=${HOME}/data/geo3k/train.parquet VAL_FILES=${HOME}/data/geo3k/test.parquet \
+          MAX_PROMPT_LENGTH=1024 MAX_RESPONSE_LENGTH=2048  MODEL_ID=Qwen/Qwen2.5-VL-3B-Instruct ADV_ESTIMATOR=grpo \
+          USE_DYNAMIC_BSZ=False USE_FUSED_KERNELS=True SKIP_SAVE_HF_MODEL=1 \
+          COMMON_PP=4 COMMON_VPP=null COMMON_CP=1 COMMON_TP=2 USE_DIST_CKPT=true \
+          DIST_CKPT_PATH=checkpoints/verl-test/qwen2.5-vl-3b-megatron bash tests/special_e2e/run_ppo_trainer_megatron.sh
+      - name: clean up
+        run: |
+          rm -rf checkpoints
+  e2e_ppo_trainer_vllm:
+    needs: setup
+    runs-on: [ "${{ needs.setup.outputs.runner-label || 'L20x8' }}" ]
+    timeout-minutes: 60 # Increase this timeout value as needed
+    env:
+      HTTP_PROXY: ${{ secrets.PROXY_HTTP }}
+      HTTPS_PROXY: ${{ secrets.PROXY_HTTPS }}
+      NO_PROXY: "localhost,127.0.0.1,hf-mirror.com"
+      HF_ENDPOINT: "https://hf-mirror.com"
+      HF_HUB_ENABLE_HF_TRANSFER: "0" # This is more stable
+    steps:
+      - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
+        with:
+          fetch-depth: 0
+      - name: Install the current repository
+        run: |
+          pip3 install --no-deps -e .[test,vllm]
+          pip3 install transformers==$TRANSFORMERS_VERSION
+      - name: Prepare GSM8K dataset
+        run: |
+          ray stop --force
+          python3 examples/data_preprocess/gsm8k.py --local_dataset_path ${HOME}/models/hf_data/gsm8k
+      # HF sanity
+#      - name: Running GSM8K E2E training tests on 1 L20 GPU with hf for sanity
+#        run: |
+#          ray stop --force
+#          bash tests/special_e2e/ppo_trainer/run_single_gpu.sh
+#      # HF sanity
+#      - name: Running GSM8K E2E training tests on 1 L20 GPU with engine interface for sanity.
+#        run: |
+#          ray stop --force
+#          bash tests/special_e2e/ppo_trainer/run_single_gpu_with_engine.sh
+      # Function RM
+      - name: Running GSM8K E2E training tests on 8 L20 GPUs with rmpad using function rm with validation and saving (FSDP_SIZE=8)
+        run: |
+          ray stop --force
+          VAL_BEFORE_TRAIN=True TEST_FREQ=1 SAVE_FREQ=1 SAVE_HF_MODEL=True VERL_EXP_NAME="qwen2.5-0.5b-function-reward-minimal-fsdp-size8" bash tests/special_e2e/ppo_trainer/run_function_reward.sh
+      - name: Running GSM8K E2E training tests on 8 L20 GPUs with rmpad using function rm after resuming
+        run: |
+          ray stop --force
+          RESUME_MODE=auto VERL_EXP_NAME="qwen2.5-0.5b-function-reward-minimal-fsdp-size8" bash tests/special_e2e/ppo_trainer/run_function_reward.sh
+      - name: Test merging FSDP checkpoints (Qwen Actor)
+        run: |
+          exp_name="qwen2.5-0.5b-function-reward-minimal-fsdp-size8"
+          python -m verl.model_merger test --backend fsdp --local_dir checkpoints/verl-test/${exp_name}/global_step_1/actor --test_hf_dir checkpoints/verl-test/${exp_name}/global_step_1/actor/huggingface
+      - name: Running GSM8K E2E training tests on 8 L20 GPUs with rmpad using function rm with validation and saving (DDP_SIZE=2, FSDP_SIZE=4)
+        run: |
+          ray stop --force
+          VAL_BEFORE_TRAIN=True TEST_FREQ=1 SAVE_FREQ=1 SAVE_HF_MODEL=True FSDP_SIZE=4 VERL_EXP_NAME="qwen2.5-0.5b-function-reward-minimal-ddp-size2-fsdp-size4" bash tests/special_e2e/ppo_trainer/run_function_reward.sh
+      - name: Test merging DDP+FSDP checkpoints (Qwen Actor)
+        run: |
+          exp_name="qwen2.5-0.5b-function-reward-minimal-ddp-size2-fsdp-size4"
+          python -m verl.model_merger test --backend fsdp --local_dir checkpoints/verl-test/${exp_name}/global_step_1/actor --test_hf_dir checkpoints/verl-test/${exp_name}/global_step_1/actor/huggingface
+      - name: Running GSM8K E2E training tests on 8 L20 GPUs with rmpad using function rm with validation and saving (FSDP2)
+        run: |
+          ray stop --force
+          VAL_BEFORE_TRAIN=True TEST_FREQ=1 SAVE_FREQ=1 SAVE_HF_MODEL=True VERL_EXP_NAME="qwen2.5-0.5b-function-reward-minimal-fsdp2-size8" STRATEGY=fsdp2 bash tests/special_e2e/ppo_trainer/run_function_reward.sh
+      - name: Test merging FSDP2 checkpoints (Qwen Actor)
+        run: |
+          exp_name="qwen2.5-0.5b-function-reward-minimal-fsdp2-size8"
+          python -m verl.model_merger test --backend fsdp --local_dir checkpoints/verl-test/${exp_name}/global_step_1/actor --test_hf_dir checkpoints/verl-test/${exp_name}/global_step_1/actor/huggingface
+      - name: Running GSM8K E2E without rmpad using function rm
+        run: |
+          ray stop --force
+          RM_PAD=False bash tests/special_e2e/ppo_trainer/run_function_reward.sh
+      - name: Running GSM8K E2E training tests on 8 L20 GPUs with rmpad using function rm (GRPO)
+        run: |
+          ray stop --force
+          ADV_ESTIMATOR=grpo USE_KL=True bash tests/special_e2e/ppo_trainer/run_function_reward.sh
+      - name: Running GSM8K E2E training tests on 8 L20 GPUs with rmpad using function rm (ReMax)
+        run: |
+          ray stop --force
+          ADV_ESTIMATOR=remax USE_KL=True bash tests/special_e2e/ppo_trainer/run_function_reward.sh
+      - name: Running GSM8K E2E training tests on 8 L20 GPUs with rmpad using customized reward function
+        run: |
+          ray stop --force
+          CUSTOM_REWARD_FN=True bash tests/special_e2e/ppo_trainer/run_function_reward.sh
+      - name: Running GSM8K E2E training tests on 8 L20 GPUs with rmpad using function rm with in-reward kl and kl loss
+        run: |
+          ray stop --force
+          USE_KL=True bash tests/special_e2e/ppo_trainer/run_function_reward.sh
+      # LoRA tests
+      - name: Running GSM8K E2E training tests on 8 L20 GPUs with grpo lora using function rm with use_shm
+        run: |
+          ray stop --force
+          ADV_ESTIMATOR=grpo USE_SHM=True LORA_RANK=32 LOAD_FORMAT=safetensors bash tests/special_e2e/ppo_trainer/run_function_reward.sh
+      - name: Running GSM8K E2E training tests on 8 L20 GPUs with grpo lora using function rm with use_shm and layered_summon
+        run: |
+          ray stop --force
+          ADV_ESTIMATOR=grpo USE_SHM=True LORA_RANK=32 LOAD_FORMAT=safetensors LAYERED_SUMMON=True TOTAL_TRAIN_STEPS=1 SAVE_FREQ=1 FSDP_SIZE=4 VERL_EXP_NAME="qwen2.5-0.5b-function-reward-minimal" bash tests/special_e2e/ppo_trainer/run_function_reward.sh
+      - name: Test GRPO LoRA checkpoints merging function
+        run: |
+          export EXP_NAME="qwen2.5-0.5b-function-reward-minimal"
+          ls checkpoints/verl-test/${EXP_NAME}/global_step_1/actor
+          cat checkpoints/verl-test/${EXP_NAME}/global_step_1/actor/huggingface/config.json
+          python3 -m verl.model_merger merge --backend fsdp --local_dir checkpoints/verl-test/${EXP_NAME}/global_step_1/actor/ --target_dir checkpoints/verl-test/${EXP_NAME}/global_step_1/actor/huggingface
+      - name: Running GSM8K E2E training tests on 8 L20 GPUs with grpo lora using function rm with use_shm and layered_summon with fsdp2
+        run: |
+          ray stop --force
+          ADV_ESTIMATOR=grpo USE_SHM=True LORA_RANK=32 LOAD_FORMAT=safetensors LAYERED_SUMMON=True STRATEGY=fsdp2 bash tests/special_e2e/ppo_trainer/run_function_reward.sh
+      # Model RM
+      - name: Running GRPO GSM8K E2E training tests with FSDP on 8 L20 GPUs (DeepSeek)
+        run: |
+          ray stop --force
+          MODEL_ID=deepseek-ai/deepseek-coder-1.3b-instruct bash tests/special_e2e/ppo_trainer/run_function_reward.sh
+      - name: Running GSM8K E2E with rmpad using model rm
+        run: |
+          ray stop --force
+          bash tests/special_e2e/ppo_trainer/run_model_reward.sh
+      - name: Running GSM8K E2E without rmpad using model rm
+        run: |
+          ray stop --force
+          RM_PAD=False bash tests/special_e2e/ppo_trainer/run_model_reward.sh
+      - name: Running GSM8K E2E with rmpad using model rm and ulysses sp=2
+        run: |
+          ray stop --force
+          SP_SIZE=2 bash tests/special_e2e/ppo_trainer/run_model_reward.sh
+      - name: Running GSM8K E2E with rmpad using model rm and dynamic batch size
+        run: |
+          ray stop --force
+          SEQ_BALANCE=True bash tests/special_e2e/ppo_trainer/run_model_reward.sh
+      - name: Running GSM8K E2E with rmpad using model rm with Liger Kernel enabled
+        run: |
+          ray stop --force
+          LIGER=True bash tests/special_e2e/ppo_trainer/run_model_reward.sh
+      - name: Running GSM8K E2E with rmpad using model rm with Fused Kernel enabled
+        run: |
+          ray stop --force
+          FUSED_KERNELS=True bash tests/special_e2e/ppo_trainer/run_model_reward.sh
+      - name: Running GSM8K E2E with rmpad using model rm with Fused Kernel enabled
+        run: |
+          ray stop --force
+          FUSED_KERNEL=True FUSED_KERNEL_BACKEND=triton bash tests/special_e2e/ppo_trainer/run_model_reward.sh
+      - name: Running GSM8K E2E training tests on vllm async
+        run: |
+          ray stop --force
+          export VLLM_USE_V1=1
+          ray start --head
+          TOTAL_TRAIN_STEPS=2 ENGINE=vllm ROLLOUT_MODE=async bash tests/special_e2e/ppo_trainer/run_function_reward.sh
+
+  e2e_ppo_trainer_vllm_vlm:
+    needs: setup
+    runs-on: [ "${{ needs.setup.outputs.runner-label || 'L20x8' }}" ]
+    timeout-minutes: 40 # Increase this timeout value as needed
+    env:
+      HTTP_PROXY: ${{ secrets.PROXY_HTTP }}
+      HTTPS_PROXY: ${{ secrets.PROXY_HTTPS }}
+      NO_PROXY: "localhost,127.0.0.1,hf-mirror.com"
+      HF_ENDPOINT: "https://hf-mirror.com"
+      HF_HUB_ENABLE_HF_TRANSFER: "0" # This is more stable
+    steps:
+      - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
+        with:
+          fetch-depth: 0
+      - name: Install the current repository
+        run: |
+          pip3 install --no-deps -e .[test,gpu,vllm,geo,trl]
+          pip3 install transformers==$TRANSFORMERS_VERSION
+      # Geo3k
+      - name: Prepare GEO3K dataset
+        run: |
+          python3 examples/data_preprocess/geo3k.py --local_dataset_path ${HOME}/models/hf_data/hiyouga/geometry3k/
+      - name: Running GEO3K VLM GRPO E2E training tests on 8 L20 GPUs with rmpad using function rm
+        run: |
+          ray stop --force
+          TRAIN_FILES=$HOME/data/geo3k/train.parquet VAL_FILES=$HOME/data/geo3k/test.parquet \
+            MAX_PROMPT_LEN=1536 MAX_RESPONSE_LEN=1536 \
+            MODEL_ID=Qwen/Qwen2-VL-2B-Instruct \
+            ADV_ESTIMATOR=grpo RM_PAD=True USE_KL=True ENABLE_CHUNKED_PREFILL=False \
+            SP_SIZE=2 \
+            bash tests/special_e2e/ppo_trainer/run_function_reward.sh
+
+      - name: Running GEO3K VLM PPO E2E training tests on 8 L20 GPUs with rmpad using function rm
+        run: |
+          ray stop --force
+          TRAIN_FILES=$HOME/data/geo3k/train.parquet VAL_FILES=$HOME/data/geo3k/test.parquet \
+            MAX_PROMPT_LEN=1536 MAX_RESPONSE_LEN=1536 \
+            MODEL_ID=Qwen/Qwen2-VL-2B-Instruct \
+            ADV_ESTIMATOR=gae RM_PAD=True USE_KL=True ENABLE_CHUNKED_PREFILL=False \
+            SP_SIZE=2 \
+            bash tests/special_e2e/ppo_trainer/run_function_reward.sh
+      - name: Running GEO3K VLM GRPO E2E lora training tests on 8 L20 GPUs with rmpad using function rm
+        run: |
+          ray stop --force
+          TRAIN_FILES=$HOME/data/geo3k/train.parquet VAL_FILES=$HOME/data/geo3k/test.parquet \
+            MAX_PROMPT_LEN=1536 MAX_RESPONSE_LEN=1536 \
+            MODEL_ID=Qwen/Qwen2-VL-2B-Instruct \
+            ADV_ESTIMATOR=grpo RM_PAD=True USE_KL=True ENABLE_CHUNKED_PREFILL=False \
+            SP_SIZE=2 \
+            LORA_RANK=32 LORA_EXCLUDE=".*visual.*" \
+            bash tests/special_e2e/ppo_trainer/run_function_reward.sh
+
+  cleanup:
+    runs-on: ubuntu-latest
+    needs:
+      [
+        setup,
+        e2e_ppo_trainer_megatron-deepseek-override-transformer-config,
+        e2e_ppo_trainer_megatron-moe-expert-parallel,
+        e2e_ppo_trainer_megatron-qwen2_5vl-3b,
+        e2e_ppo_trainer_vllm,
+        e2e_ppo_trainer_vllm_vlm
+      ]
+    if: always()
+    steps:
+      - id: destroy-runner
+        uses: volcengine/vemlp-github-runner@v1
+        with:
+          mode: "destroy"
+          faas-url: "${{ env.DYNAMIC_RUNNER_ENDPOINT }}"
+          mlp-task-id: "${{ needs.setup.outputs.mlp-task-id }}"
\ No newline at end of file
diff --git a/verl/.github/workflows/e2e_sft.yml b/verl/.github/workflows/e2e_sft.yml
new file mode 100644
index 0000000000000000000000000000000000000000..75153d06c25772ecc6d57b165e5d539e76a3d3d3
--- /dev/null
+++ b/verl/.github/workflows/e2e_sft.yml
@@ -0,0 +1,161 @@
+# # Tests layout
+
+# Each folder under tests/ corresponds to a test category for a sub-namespace in verl. For instance:
+# - `tests/trainer` for testing functionality related to `verl/trainer`
+# - `tests/models` for testing functionality related to `verl/models`
+# - ...
+
+# There are a few folders with `special_` prefix, created for special purposes:
+# - `special_distributed`: unit tests that must run with multiple GPUs
+# - `special_e2e`: end-to-end tests with training/generation scripts
+# - `special_npu`: tests for NPUs
+# - `special_sanity`: a suite of quick sanity tests
+# - `special_standalone`: a set of test that are designed to run in dedicated environments
+
+# Accelerators for tests 
+# - By default tests are run with GPU available, except for the ones under `special_npu`, and any test script whose name ends with `on_cpu.py`.
+# - For test scripts with `on_cpu.py` name suffix would be tested on CPU resources in linux environment.
+
+# # Workflow layout
+
+# All CI tests are configured by yaml files in `.github/workflows/`. Here's an overview of all test configs:
+# 1. A list of always triggered CPU sanity tests: `check-pr-title.yml`, `secrets_scan.yml`, `check-pr-title,yml`, `pre-commit.yml`, `doc.yml`
+# 2. Some heavy multi-GPU unit tests, such as `model.yml`, `vllm.yml`, `sgl.yml`
+# 3. End-to-end tests: `e2e_*.yml`
+# 4. Unit tests
+#   - `cpu_unit_tests.yml`, run pytest on all scripts with file name pattern `tests/**/test_*_on_cpu.py`
+#   - `gpu_unit_tests.yml`, run pytest on all scripts with file without the `on_cpu.py` suffix.
+#   - Since cpu/gpu unit tests by default runs all tests under `tests`, please make sure tests are manually excluded in them when
+#     - new workflow yaml is added to `.github/workflows`
+#     - new tests are added to workflow mentioned in 2.
+
+name: e2e_sft
+
+on:
+  # Trigger the workflow on push or pull request,
+  # but only for the main branch
+  push:
+    branches:
+      - main
+      - v0.*
+  pull_request:
+    branches:
+      - main
+      - v0.*
+    paths:
+      - "**/*.py"
+      # Other entrypoints
+      - "!examples/**"
+      - "!tests/**"
+      - "!verl/trainer/main_*.py"
+      - "!verl/trainer/fsdp_sft_trainer.py"
+      # Recipes
+      - "!recipe/**"
+      # Megatron
+      - "!verl/workers/**/megatron_*.py"
+      # Entrypoints
+      - ".github/workflows/e2e_sft.yml"
+      - "examples/data_preprocess/gsm8k.py"
+      - "tests/special_e2e/sft"
+      - "verl/trainer/fsdp_sft_trainer.py"
+      - "verl/trainer/config/sft_trainer.yaml"
+
+# Cancel jobs on the same ref if a new one is triggered
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: ${{ github.ref != 'refs/heads/main' }}
+
+# Declare permissions just read content.
+permissions:
+  contents: read
+
+env:
+  IMAGE: "verl-ci-cn-beijing.cr.volces.com/verlai/verl:app-verl0.6-transformers4.56.1-sglang0.5.2-mcore0.13.0-te2.2"
+  DYNAMIC_RUNNER_ENDPOINT: "https://sd10g3clalm04ug7alq90.apigateway-cn-beijing.volceapi.com/runner"
+
+jobs:
+  setup:
+      if: github.repository_owner == 'volcengine'
+      runs-on: ubuntu-latest
+      outputs:
+        runner-label: ${{ steps.create-runner.outputs.runner-label }}
+        mlp-task-id: ${{ steps.create-runner.outputs.mlp-task-id }}
+      steps:
+        - uses: actions/checkout@v4
+        - id: create-runner
+          uses: volcengine/vemlp-github-runner@v1 
+          with:
+            mode: "create"
+            faas-url: "${{ env.DYNAMIC_RUNNER_ENDPOINT }}"
+            mlp-image: "${{ env.IMAGE }}"
+  e2e_sft:
+    needs: setup
+    runs-on: ["${{ needs.setup.outputs.runner-label || 'L20x8' }}"]
+    timeout-minutes: 25 # Increase this timeout value as needed
+    env:
+      HTTP_PROXY: ${{ secrets.PROXY_HTTP }}
+      HTTPS_PROXY: ${{ secrets.PROXY_HTTPS }}
+      NO_PROXY: "localhost,127.0.0.1,hf-mirror.com"
+      HF_ENDPOINT: "https://hf-mirror.com"
+      HF_HUB_ENABLE_HF_TRANSFER: "0" # This is more stable
+    steps:
+      - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
+        with:
+          fetch-depth: 0
+      - name: Install the current repository
+        run: |
+          pip3 install peft
+          pip3 install --no-deps -e .[test,gpu]
+      - name: Prepare gsm8k dataset
+        run: |
+          ray stop --force
+          python3 examples/data_preprocess/gsm8k.py --local_dataset_path ${HOME}/models/hf_data/gsm8k
+      - name: Running GSM8K E2E training tests on 8 L20 GPUs with rmpad using function rm
+        run: |
+          ray stop --force
+          bash tests/special_e2e/sft/run_sft.sh
+      - name: Running GSM8K E2E training tests on 8 L20 GPUs w/o rmpad using function rm
+        run: |
+          ray stop --force
+          RM_PAD=False bash tests/special_e2e/sft/run_sft.sh
+      - name: Running GSM8K E2E training tests on 8 L20 GPUs with sequence parallism
+        run: |
+          ray stop --force
+          SP_SIZE=2 bash tests/special_e2e/sft/run_sft.sh
+      - name: Check loss difference between sequence parallel vs. default implementation
+        run: |
+          ray stop --force
+          ENTRYPOINT="tests/special_e2e/sft/test_sp_loss_match.py" SP_SIZE=2 bash tests/special_e2e/sft/run_sft.sh
+      - name: Running GSM8K E2E training tests on 8 L20 GPUs with sequence parallism and liger
+        run: |
+          ray stop --force
+          SP_SIZE=2 LIGER=True bash tests/special_e2e/sft/run_sft.sh
+      - name: Running GSM8K E2E training tests with LoRA
+        run: |
+          ray stop --force
+          LORA_RANK=32 bash tests/special_e2e/sft/run_sft.sh
+      - name: Run GSM8K E2E training and resume tests resuming from the checkpoint manager
+        run: |
+          ray stop --force
+          LORA_RANK=32 RESUME_MODE=auto TOTAL_TRAIN_STEP=2 bash tests/special_e2e/sft/run_sft.sh
+      # TODO: multiturn
+      - name: Prepare gsm8k dataset
+        run: |
+          ray stop --force
+          python3 examples/data_preprocess/gsm8k_multiturn_sft.py --local_dataset_path ${HOME}/models/hf_data/gsm8k
+      - name: Running GSM8K E2E training tests with multiturn and various configs and compare results
+        run: |
+          bash tests/special_e2e/sft/test_sft_engine_all.sh
+
+  
+  cleanup:
+    runs-on: ubuntu-latest
+    needs: [setup, e2e_sft]
+    if: always()
+    steps:
+      - id: destroy-runner
+        uses: volcengine/vemlp-github-runner@v1
+        with:
+          mode: "destroy"
+          faas-url: "${{ env.DYNAMIC_RUNNER_ENDPOINT }}"
+          mlp-task-id: "${{ needs.setup.outputs.mlp-task-id }}"
diff --git a/verl/.github/workflows/model.yml b/verl/.github/workflows/model.yml
new file mode 100644
index 0000000000000000000000000000000000000000..54856b8d914dbe5aa3d087ebc057d89ac384c84b
--- /dev/null
+++ b/verl/.github/workflows/model.yml
@@ -0,0 +1,230 @@
+# # Tests layout
+
+# Each folder under tests/ corresponds to a test category for a sub-namespace in verl. For instance:
+# - `tests/trainer` for testing functionality related to `verl/trainer`
+# - `tests/models` for testing functionality related to `verl/models`
+# - ...
+
+# There are a few folders with `special_` prefix, created for special purposes:
+# - `special_distributed`: unit tests that must run with multiple GPUs
+# - `special_e2e`: end-to-end tests with training/generation scripts
+# - `special_npu`: tests for NPUs
+# - `special_sanity`: a suite of quick sanity tests
+# - `special_standalone`: a set of test that are designed to run in dedicated environments
+
+# Accelerators for tests 
+# - By default tests are run with GPU available, except for the ones under `special_npu`, and any test script whose name ends with `on_cpu.py`.
+# - For test scripts with `on_cpu.py` name suffix would be tested on CPU resources in linux environment.
+
+# # Workflow layout
+
+# All CI tests are configured by yaml files in `.github/workflows/`. Here's an overview of all test configs:
+# 1. A list of always triggered CPU sanity tests: `check-pr-title.yml`, `secrets_scan.yml`, `check-pr-title,yml`, `pre-commit.yml`, `doc.yml`
+# 2. Some heavy multi-GPU unit tests, such as `model.yml`, `vllm.yml`, `sgl.yml`
+# 3. End-to-end tests: `e2e_*.yml`
+# 4. Unit tests
+#   - `cpu_unit_tests.yml`, run pytest on all scripts with file name pattern `tests/**/test_*_on_cpu.py`
+#   - `gpu_unit_tests.yml`, run pytest on all scripts with file without the `on_cpu.py` suffix.
+#   - Since cpu/gpu unit tests by default runs all tests under `tests`, please make sure tests are manually excluded in them when
+#     - new workflow yaml is added to `.github/workflows`
+#     - new tests are added to workflow mentioned in 2.
+# name: Check PR Title
+
+name: model
+
+on:
+  # Trigger the workflow on push or pull request,
+  # but only for the main branch
+  push:
+    branches:
+      - main
+      - v0.*
+  pull_request:
+    branches:
+      - main
+      - v0.*
+    paths:
+      - "verl/**/*.py"
+      # Entrypoints
+      - ".github/workflows/model.yml"
+      - "tests/special_distributed/test_fsdp_ckpt.py"
+      - "tests/special_distributed/test_mcore_config_converter.py"
+      - "tests/special_distributed/test_tensor_dict.py"
+      - "tests/models/**"
+      - "tests/special_distributed/run_all.sh"
+
+# Declare permissions just read content.
+permissions:
+  contents: read
+
+# Cancel jobs on the same ref if a new one is triggered
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: ${{ github.ref != 'refs/heads/main' }}
+
+
+env:
+  IMAGE: "verl-ci-cn-beijing.cr.volces.com/verlai/verl:app-verl0.5-transformers4.55.4-vllm0.10.0-mcore0.13.0-te2.2"
+  DYNAMIC_RUNNER_ENDPOINT: "https://sd10g3clalm04ug7alq90.apigateway-cn-beijing.volceapi.com/runner"
+
+jobs:
+  setup:
+    if: github.repository_owner == 'volcengine'
+    runs-on: ubuntu-latest
+    outputs:
+      runner-label: ${{ steps.create-runner.outputs.runner-label }}
+      mlp-task-id: ${{ steps.create-runner.outputs.mlp-task-id }}
+    steps:
+      - uses: actions/checkout@v4
+      - id: create-runner
+        uses: volcengine/vemlp-github-runner@v1
+        with:
+          mode: "create"
+          faas-url: "${{ env.DYNAMIC_RUNNER_ENDPOINT }}"
+          mlp-image: "${{ env.IMAGE }}"
+
+  model_rmpad:
+    needs: setup
+    runs-on: ["${{ needs.setup.outputs.runner-label || 'L20x8' }}"]
+    timeout-minutes: 20 # Increase this timeout value as needed
+    env:
+      HTTP_PROXY: ${{ secrets.PROXY_HTTP }}
+      HTTPS_PROXY: ${{ secrets.PROXY_HTTPS }}
+      NO_PROXY: "localhost,127.0.0.1,hf-mirror.com"
+      HF_ENDPOINT: "https://hf-mirror.com"
+      HF_HUB_ENABLE_HF_TRANSFER: "0" # This is more stable
+    steps:
+      - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
+        with:
+          fetch-depth: 0
+      - name: Install the current repository and upgrade to latest transformers(4.54.0)/flash_attn, transformers 4.55.0 has strange behavior with model backward
+        run: |
+          pip3 install --no-deps -e .[test]
+          pip3 install --upgrade transformers
+      - name: Running rmpad model tests on 8 L20 GPUs + flash_attn 2.5.8
+        run: |
+          pytest -s tests/models/test_transformer.py
+      - name: Running rmpad model tests on 8 L20 GPUs + latest flash_attn
+        run: |
+          pytest -s tests/models/test_transformer.py
+      - name: Running FSDP rmpad model tests on 8 L20 GPUs + latest flash_attn
+        run: |
+          STRATEGY=fsdp torchrun --nproc_per_node=8 tests/special_distributed/test_fsdp_ckpt.py
+      - name: Running transformers ulysses tests on 8 L20 GPUs + latest transformers
+        run: |
+          torchrun --nproc_per_node=8 -m pytest tests/models/test_transformers_ulysses.py
+      - name: Running transformers ulysses tests on 8 L20 GPUs + transformers 4.54.1
+        run: |
+          pip3 install transformers==4.54.1
+          torchrun --nproc_per_node=8 -m pytest tests/models/test_transformers_ulysses.py
+      - name: Running transformers ulysses tests on 8 L20 GPUs + transformers 4.53.2
+        run: |
+          pip3 install transformers==4.53.2
+          torchrun --nproc_per_node=8 -m pytest tests/models/test_transformers_ulysses.py
+      - name: Running transformers ulysses tests on 8 L20 GPUs + transformers 4.52.0
+        run: |
+          pip3 install transformers==4.52.0
+          torchrun --nproc_per_node=8 -m pytest tests/models/test_transformers_ulysses.py
+      - name: Run distributed test
+        run: |
+          bash tests/special_distributed/run_all.sh
+
+  # TODO: Move this back to model_rmpad once FSDP2 is stable.
+  # NOTE: List as an independent job to make rerun easier.
+  model_rmpad_fsdp2_unstable:
+    needs: setup
+    runs-on: [ "${{ needs.setup.outputs.runner-label || 'L20x8' }}" ]
+    timeout-minutes: 20 # Increase this timeout value as needed
+    env:
+      HTTP_PROXY: ${{ secrets.PROXY_HTTP }}
+      HTTPS_PROXY: ${{ secrets.PROXY_HTTPS }}
+      NO_PROXY: "localhost,127.0.0.1,hf-mirror.com"
+      HF_ENDPOINT: "https://hf-mirror.com"
+      HF_HUB_ENABLE_HF_TRANSFER: "0" # This is more stable
+    steps:
+      - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
+        with:
+          fetch-depth: 0
+      - name: Install the current repository and upgrade to latest transformers/flash_attn
+        run: |
+          pip3 install --no-deps -e .[test]
+          pip3 install --upgrade transformers
+      - name: Running FSDP2 rmpad model tests on 8 L20 GPUs + latest flash_attn
+        run: |
+          STRATEGY=fsdp2 torchrun --nproc_per_node=8 tests/special_distributed/test_fsdp_ckpt.py
+
+  mcore_config_converter:
+    needs: setup
+    runs-on: [ "${{ needs.setup.outputs.runner-label || 'L20x8' }}" ]
+    timeout-minutes: 20 # Increase this timeout value as needed
+    env:
+      HTTP_PROXY: ${{ secrets.PROXY_HTTP }}
+      HTTPS_PROXY: ${{ secrets.PROXY_HTTPS }}
+      NO_PROXY: "localhost,127.0.0.1,hf-mirror.com"
+      HF_ENDPOINT: "https://hf-mirror.com"
+      HF_HUB_ENABLE_HF_TRANSFER: "0" # This is more stable
+    steps:
+      - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
+        with:
+          fetch-depth: 0
+      - name: Install the current repository
+        run: |
+          pip3 install --no-deps -e .[test]
+          pip install --upgrade "huggingface_hub[cli]"
+#      - name: Download model config files
+#        run: |
+#          hf download Qwen/Qwen2.5-7B config.json --local-dir $HOME/configs/Qwen/Qwen2.5-7B
+#          hf download Qwen/Qwen3-8B config.json --local-dir $HOME/configs/Qwen/Qwen3-8B
+#          hf download deepseek-ai/deepseek-coder-1.3b-instruct config.json --local-dir $HOME/configs/deepseek-ai/deepseek-coder-1.3b-instruct
+#          hf download Qwen/Qwen2-57B-A14B config.json --local-dir $HOME/configs/Qwen/Qwen2-57B-A14B
+#          hf download Qwen/Qwen3-30B-A3B config.json --local-dir $HOME/configs/Qwen/Qwen3-30B-A3B
+#          hf download deepseek-ai/DeepSeek-V3-Base config.json --local-dir $HOME/configs/deepseek-ai/DeepSeek-V3-Base
+      - name: Running mcore config converter tests on 8 L20 GPUs
+        run: |
+          torchrun --nproc_per_node=8 tests/special_distributed/test_mcore_config_converter.py
+
+  model_engine:
+    needs: setup
+    runs-on: [ "${{ needs.setup.outputs.runner-label || 'L20x8' }}" ]
+    timeout-minutes: 20 # Increase this timeout value as needed
+    env:
+      HTTP_PROXY: ${{ secrets.PROXY_HTTP }}
+      HTTPS_PROXY: ${{ secrets.PROXY_HTTPS }}
+      NO_PROXY: "localhost,127.0.0.1,hf-mirror.com"
+      HF_ENDPOINT: "https://hf-mirror.com"
+      HF_HUB_ENABLE_HF_TRANSFER: "0" # This is more stable
+    steps:
+      - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
+        with:
+          fetch-depth: 0
+      - name: Install the current repository
+        run: |
+          pip3 install --no-deps -e .[test]
+          pip3 install --upgrade tensordict transformers
+          pip install --upgrade "huggingface_hub[cli]"
+      - name: Download model config files
+        run: |
+          hf download Qwen/Qwen2.5-0.5B-Instruct --local-dir $HOME/models/Qwen/Qwen2.5-0.5B-Instruct
+
+      - name: Running mcore engine tests on 8 L20 GPUs
+        run: |
+          pytest -s -x tests/models/test_engine.py
+
+  cleanup:
+    runs-on: ubuntu-latest
+    needs:
+      [
+        setup,
+        model_rmpad,
+        model_rmpad_fsdp2_unstable,
+        mcore_config_converter,
+        model_engine
+      ]
+    if: always()
+    steps:
+      - id: destroy-runner
+        uses: volcengine/vemlp-github-runner@v1
+        with:
+          mode: "destroy"
+          faas-url: "${{ env.DYNAMIC_RUNNER_ENDPOINT }}"
+          mlp-task-id: "${{ needs.setup.outputs.mlp-task-id }}"
\ No newline at end of file
diff --git a/verl/.github/workflows/pre-commit.yml b/verl/.github/workflows/pre-commit.yml
new file mode 100644
index 0000000000000000000000000000000000000000..6d9bb0293b64d57254ce1a31fb10a2adfd407b13
--- /dev/null
+++ b/verl/.github/workflows/pre-commit.yml
@@ -0,0 +1,40 @@
+# c.f. https://github.com/pre-commit/action?tab=readme-ov-file#using-this-action
+name: pre-commit
+
+# No need to avoid / cancel lightweight pre-commit jobs
+on:
+  schedule:
+    - cron: "0 0 * * 0"
+  pull_request:
+  push:
+    branches:
+      - main
+      - v0.*
+  # Allow manual triggering
+  workflow_dispatch:
+
+# Declare permissions just read content.
+permissions:
+  contents: read
+
+jobs:
+  pre-commit:
+    runs-on: ubuntu-latest
+    strategy:
+      matrix:
+        python-version: ["3.12"]
+    steps:
+      - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
+      - name: Set up Python ${{ matrix.python-version }}
+        uses: actions/setup-python@0b93645e9fea7318ecaed2b359559ac225c90a2b # v5.3.0
+        with:
+          python-version: ${{ matrix.python-version }}
+      - name: Install the current repository
+        run: |
+          pip install -e .
+      - name: Set ruff --output-format=github
+        run: |
+          sed -i 's/--output-format=full/--output-format=github/' .pre-commit-config.yaml
+          git add .pre-commit-config.yaml
+      # Check "--all-files" by default
+      - uses: pre-commit/action@v3.0.1
diff --git a/verl/.github/workflows/reward_model.yml b/verl/.github/workflows/reward_model.yml
new file mode 100644
index 0000000000000000000000000000000000000000..7ba377194e0fd154d56e6246885f293a19fcb283
--- /dev/null
+++ b/verl/.github/workflows/reward_model.yml
@@ -0,0 +1,131 @@
+# # Tests layout
+
+# Each folder under tests/ corresponds to a test category for a sub-namespace in verl. For instance:
+# - `tests/trainer` for testing functionality related to `verl/trainer`
+# - `tests/models` for testing functionality related to `verl/models`
+# - ...
+
+# There are a few folders with `special_` prefix, created for special purposes:
+# - `special_distributed`: unit tests that must run with multiple GPUs
+# - `special_e2e`: end-to-end tests with training/generation scripts
+# - `special_npu`: tests for NPUs
+# - `special_sanity`: a suite of quick sanity tests
+# - `special_standalone`: a set of test that are designed to run in dedicated environments
+
+# Accelerators for tests 
+# - By default tests are run with GPU available, except for the ones under `special_npu`, and any test script whose name ends with `on_cpu.py`.
+# - For test scripts with `on_cpu.py` name suffix would be tested on CPU resources in linux environment.
+
+# # Workflow layout
+
+# All CI tests are configured by yaml files in `.github/workflows/`. Here's an overview of all test configs:
+# 1. A list of always triggered CPU sanity tests: `check-pr-title.yml`, `secrets_scan.yml`, `check-pr-title,yml`, `pre-commit.yml`, `doc.yml`
+# 2. Some heavy multi-GPU unit tests, such as `model.yml`, `vllm.yml`, `sgl.yml`
+# 3. End-to-end tests: `e2e_*.yml`
+# 4. Unit tests
+#   - `cpu_unit_tests.yml`, run pytest on all scripts with file name pattern `tests/**/test_*_on_cpu.py`
+#   - `gpu_unit_tests.yml`, run pytest on all scripts with file without the `on_cpu.py` suffix.
+#   - Since cpu/gpu unit tests by default runs all tests under `tests`, please make sure tests are manually excluded in them when
+#     - new workflow yaml is added to `.github/workflows`
+#     - new tests are added to workflow mentioned in 2.
+# name: Check PR Title
+
+name: reward_model
+
+on:
+  # Trigger the workflow on push or pull request,
+  # but only for the main branch
+  push:
+    branches:
+      - main
+      - v0.*
+  pull_request:
+    branches:
+      - main
+      - v0.*
+    paths:
+      - "verl/**/*.py"
+      # Entrypoints
+      - ".github/workflows/reward_model.yml"
+      - "tests/workers/reward_model/**"
+
+# Declare permissions just read content.
+permissions:
+  contents: read
+
+# Cancel jobs on the same ref if a new one is triggered
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: ${{ github.ref != 'refs/heads/main' }}
+
+
+env:
+  IMAGE: "verl-ci-cn-beijing.cr.volces.com/verlai/verl:app-verl0.5-transformers4.55.4-sglang0.4.10.post2-mcore0.13.0-te2.2"
+  DYNAMIC_RUNNER_ENDPOINT: "https://sd10g3clalm04ug7alq90.apigateway-cn-beijing.volceapi.com/runner"
+  TRANSFORMERS_VERSION: "4.56.2"
+
+
+jobs:
+  setup:
+    if: github.repository_owner == 'volcengine'
+    runs-on: ubuntu-latest
+    outputs:
+      runner-label: ${{ steps.create-runner.outputs.runner-label }}
+      mlp-task-id: ${{ steps.create-runner.outputs.mlp-task-id }}
+    steps:
+      - uses: actions/checkout@v4
+      - id: create-runner
+        uses: volcengine/vemlp-github-runner@v1
+        with:
+          mode: "create"
+          faas-url: "${{ env.DYNAMIC_RUNNER_ENDPOINT }}"
+          mlp-image: "${{ env.IMAGE }}"
+
+  reward_model:
+    needs: setup
+    runs-on: [ "${{ needs.setup.outputs.runner-label || 'L20x8' }}" ]
+    timeout-minutes: 20 # Increase this timeout value as needed
+    env:
+      HTTP_PROXY: ${{ secrets.PROXY_HTTP }}
+      HTTPS_PROXY: ${{ secrets.PROXY_HTTPS }}
+      NO_PROXY: "localhost,127.0.0.1,hf-mirror.com"
+      HF_ENDPOINT: "https://hf-mirror.com"
+      HF_HUB_ENABLE_HF_TRANSFER: "0" # This is more stable
+      SGL_DISABLE_TP_MEMORY_INBALANCE_CHECK: "True"
+      NCCL_SHM_DISABLE: "1"
+      NCCL_P2P_DISABLE: "1"
+    steps:
+      - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
+        with:
+          fetch-depth: 0
+      - name: Install the current repository
+        run: |
+          pip3 install -e .[test]
+#      - name: Download model config files
+#        run: |
+#          hf download Skywork/Skywork-Reward-V2-Llama-3.2-1B --local-dir $HOME/models/Skywork/Skywork-Reward-V2-Llama-3.2-1B
+#          hf download verl-team/GenRM-CI-Test-1.5B --local-dir $HOME/models/verl-team/GenRM-CI-Test-1.5B
+      - name: Running discriminative reward model tests on 8 L20 GPUs
+        run: |
+          unset http_proxy https_proxy HTTP_PROXY HTTPS_PROXY
+          pytest -s -x tests/workers/reward_model/test_discriminative_reward_model.py
+      - name: Running generative reward model tests on 8 L20 GPUs
+        run: |
+          unset http_proxy https_proxy HTTP_PROXY HTTPS_PROXY
+          pytest -s -x tests/workers/reward_model/test_generative_reward_model.py
+
+  cleanup:
+    runs-on: ubuntu-latest
+    needs:
+      [
+        setup,
+        reward_model
+      ]
+    if: always()
+    steps:
+      - id: destroy-runner
+        uses: volcengine/vemlp-github-runner@v1
+        with:
+          mode: "destroy"
+          faas-url: "${{ env.DYNAMIC_RUNNER_ENDPOINT }}"
+          mlp-task-id: "${{ needs.setup.outputs.mlp-task-id }}"
\ No newline at end of file
diff --git a/verl/.github/workflows/sanity.yml b/verl/.github/workflows/sanity.yml
new file mode 100644
index 0000000000000000000000000000000000000000..f3bd7766135aaf8ee5d3aab7ce16c6272265152d
--- /dev/null
+++ b/verl/.github/workflows/sanity.yml
@@ -0,0 +1,109 @@
+# # Tests layout
+
+# Each folder under tests/ corresponds to a test category for a sub-namespace in verl. For instance:
+# - `tests/trainer` for testing functionality related to `verl/trainer`
+# - `tests/models` for testing functionality related to `verl/models`
+# - ...
+
+# There are a few folders with `special_` prefix, created for special purposes:
+# - `special_distributed`: unit tests that must run with multiple GPUs
+# - `special_e2e`: end-to-end tests with training/generation scripts
+# - `special_npu`: tests for NPUs
+# - `special_sanity`: a suite of quick sanity tests
+# - `special_standalone`: a set of test that are designed to run in dedicated environments
+
+# Accelerators for tests
+# - By default tests are run with GPU available, except for the ones under `special_npu`, and any test script whose name ends with `on_cpu.py`.
+# - For test scripts with `on_cpu.py` name suffix would be tested on CPU resources in linux environment.
+
+# # Workflow layout
+
+# All CI tests are configured by yaml files in `.github/workflows/`. Here's an overview of all test configs:
+# 1. A list of always triggered CPU sanity tests: `check-pr-title.yml`, `secrets_scan.yml`, `check-pr-title,yml`, `pre-commit.yml`, `doc.yml`
+# 2. Some heavy multi-GPU unit tests, such as `model.yml`, `vllm.yml`, `sgl.yml`
+# 3. End-to-end tests: `e2e_*.yml`
+# 4. Unit tests
+#   - `cpu_unit_tests.yml`, run pytest on all scripts with file name pattern `tests/**/test_*_on_cpu.py`
+#   - `gpu_unit_tests.yml`, run pytest on all scripts with file without the `on_cpu.py` suffix.
+#   - Since cpu/gpu unit tests by default runs all tests under `tests`, please make sure tests are manually excluded in them when
+#     - new workflow yaml is added to `.github/workflows`
+#     - new tests are added to workflow mentioned in 2.
+# name: Check PR Title
+
+name: sanity
+
+on:
+  # Trigger the workflow on push or pull request,
+  # but only for the main branch
+  push:
+    branches:
+      - main
+      - v0.*
+  pull_request:
+    branches:
+      - main
+      - v0.*
+    paths:
+      - "**/*.py"
+      - .github/workflows/sanity.yml
+      - "tests/special_sanity/**"
+
+# Cancel jobs on the same ref if a new one is triggered
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: ${{ github.ref != 'refs/heads/main' }}
+
+# Declare permissions just read content.
+permissions:
+  contents: read
+
+jobs:
+  sanity:
+    runs-on: ubuntu-latest
+    timeout-minutes: 5 # Increase this timeout value as needed
+    strategy:
+      matrix:
+        python-version: ["3.10"]
+    steps:
+      - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
+      - name: Set up Python ${{ matrix.python-version }}
+        uses: actions/setup-python@0b93645e9fea7318ecaed2b359559ac225c90a2b # v5.3.0
+        with:
+          python-version: ${{ matrix.python-version }}
+      - name: Install the current repository
+        run: |
+          pip3 install torch torchvision --index-url https://download.pytorch.org/whl/cpu
+          pip3 install -r requirements.txt
+          pip install -e .[test]
+      - name: Run sanity test
+        run: |
+          pytest -s -x tests/special_sanity
+      - name: Run license test
+        run: |
+          python3 tests/special_sanity/check_license.py --directories .
+      - name: Assert naming convention
+        run: |
+          if grep -rIn --exclude-dir=.git --exclude-dir=.github --exclude-dir=venv --exclude-dir=__pycache__ 'veRL' .; then
+            echo "Please use verl instead of veRL in the codebase"
+            exit 1
+          fi
+      - name: Assert SGLang naming convention
+        run: |
+          if grep -rIn --exclude-dir=.git --exclude-dir=.github --exclude-dir=venv --exclude-dir=__pycache__ -E 'Sglang|sgLang|sglAng|sglaNg|sglanG' .; then
+            echo "Please use SGLang or sglang as the formal name of SGLang rollout engine"
+            exit 1
+          fi
+      - name: Validate test folder structure
+        run: python3 tests/special_sanity/validate_structure.py
+      - name: Assert documentation requirement for functions
+        run: python3 tests/special_sanity/validate_imported_docs.py
+      - name: Assert device api usage in verl/recipe
+        run: python3 tests/special_sanity/check_device_api_usage.py --directory ./recipe
+      - name: Assert device api usage in verl/verl
+        run: python3 tests/special_sanity/check_device_api_usage.py --directory ./verl
+      - name: Assert documentation time info
+        run: python3 tests/special_sanity/check_docs_time_info.py
+      - name: Check docstrings for specified files
+        run: python3 tests/special_sanity/check_docstrings.py
+      - name: Check DataProto for specified folders
+        run: python3 tests/special_sanity/check_dataproto_usage.py -d ./verl/workers/engine
diff --git a/verl/.github/workflows/scorecard.yml b/verl/.github/workflows/scorecard.yml
new file mode 100644
index 0000000000000000000000000000000000000000..176d15ae2bd470752daaf138fa5aaa90641738e9
--- /dev/null
+++ b/verl/.github/workflows/scorecard.yml
@@ -0,0 +1,66 @@
+# This workflow uses actions that are not certified by GitHub. They are provided
+# by a third-party and are governed by separate terms of service, privacy
+# policy, and support documentation.
+
+name: Scorecard supply-chain security
+on:
+  # For Branch-Protection check. Only the default branch is supported. See
+  # https://github.com/ossf/scorecard/blob/main/docs/checks.md#branch-protection
+  branch_protection_rule:
+  # To guarantee Maintained check is occasionally updated. See
+  # https://github.com/ossf/scorecard/blob/main/docs/checks.md#maintained
+  schedule:
+    - cron: "27 7 * * 1"
+  push:
+    branches:
+      - main
+      - v0.*
+
+# Declare default permissions as read only.
+permissions: read-all
+
+jobs:
+  analysis:
+    name: Scorecard analysis
+    runs-on: ubuntu-latest
+    permissions:
+      # Needed to upload the results to code-scanning dashboard.
+      security-events: write
+      # Needed to publish results and get a badge (see publish_results below).
+      id-token: write
+      # Uncomment the permissions below if installing in a private repository.
+      # contents: read
+      # actions: read
+
+    steps:
+      - name: "Checkout code"
+        uses: actions/checkout@b4ffde65f46336ab88eb53be808477a3936bae11 # v4.1.1
+        with:
+          persist-credentials: false
+
+      - name: "Run analysis"
+        uses: ossf/scorecard-action@0864cf19026789058feabb7e87baa5f140aac736 # v2.3.1
+        with:
+          results_file: results.sarif
+          results_format: sarif
+          # (Optional) "write" PAT token. Uncomment the `repo_token` line below if:
+          # - you want to enable the Branch-Protection check on a *public* repository, or
+          # - you are installing Scorecard on a *private* repository
+          # To create the PAT, follow the steps in https://github.com/ossf/scorecard-action?tab=readme-ov-file#authentication-with-fine-grained-pat-optional.
+          # repo_token: ${{ secrets.SCORECARD_TOKEN }}
+
+          # Public repositories:
+          #   - Publish results to OpenSSF REST API for easy access by consumers
+          #   - Allows the repository to include the Scorecard badge.
+          #   - See https://github.com/ossf/scorecard-action#publishing-results.
+          # For private repositories:
+          #   - `publish_results` will always be set to `false`, regardless
+          #     of the value entered here.
+          publish_results: true
+
+      # Upload the results to GitHub's code scanning dashboard (optional).
+      # Commenting out will disable upload of results to your repo's Code Scanning dashboard
+      - name: "Upload to code-scanning"
+        uses: github/codeql-action/upload-sarif@9e8d0789d4a0fa9ceb6b1738f7e269594bdd67f0 #v3.28.9
+        with:
+          sarif_file: results.sarif
diff --git a/verl/.github/workflows/secrets_scan.yml b/verl/.github/workflows/secrets_scan.yml
new file mode 100644
index 0000000000000000000000000000000000000000..298ed16c668c67facdb6af2119878da576f5bdf5
--- /dev/null
+++ b/verl/.github/workflows/secrets_scan.yml
@@ -0,0 +1,22 @@
+on:
+  push:
+    branches:
+      - main
+      - v0.*
+  pull_request:
+
+permissions:
+  contents: read
+
+jobs:
+  test:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout code
+        uses: actions/checkout@b4ffde65f46336ab88eb53be808477a3936bae11 # v4.1.1
+        with:
+          fetch-depth: 0
+      - name: Secret Scanning
+        uses: trufflesecurity/trufflehog@7dc056a193116ba8d82154bf0549381c8fb8545c # v3.88.14
+        with:
+          extra_args: --results=verified,unknown
diff --git a/verl/.github/workflows/sgl.yml b/verl/.github/workflows/sgl.yml
new file mode 100644
index 0000000000000000000000000000000000000000..1f490ddfb8f025f116e4e975ba67dead4d779322
--- /dev/null
+++ b/verl/.github/workflows/sgl.yml
@@ -0,0 +1,178 @@
+# # Tests layout
+
+# Each folder under tests/ corresponds to a test category for a sub-namespace in verl. For instance:
+# - `tests/trainer` for testing functionality related to `verl/trainer`
+# - `tests/models` for testing functionality related to `verl/models`
+# - ...
+
+# There are a few folders with `special_` prefix, created for special purposes:
+# - `special_distributed`: unit tests that must run with multiple GPUs
+# - `special_e2e`: end-to-end tests with training/generation scripts
+# - `special_npu`: tests for NPUs
+# - `special_sanity`: a suite of quick sanity tests
+# - `special_standalone`: a set of test that are designed to run in dedicated environments
+
+# Accelerators for tests
+# - By default tests are run with GPU available, except for the ones under `special_npu`, and any test script whose name ends with `on_cpu.py`.
+# - For test scripts with `on_cpu.py` name suffix would be tested on CPU resources in linux environment.
+
+# # Workflow layout
+
+# All CI tests are configured by yaml files in `.github/workflows/`. Here's an overview of all test configs:
+# 1. A list of always triggered CPU sanity tests: `check-pr-title.yml`, `secrets_scan.yml`, `check-pr-title,yml`, `pre-commit.yml`, `doc.yml`
+# 2. Some heavy multi-GPU unit tests, such as `model.yml`, `vllm.yml`, `sgl.yml`
+# 3. End-to-end tests: `e2e_*.yml`
+# 4. Unit tests
+#   - `cpu_unit_tests.yml`, run pytest on all scripts with file name pattern `tests/**/test_*_on_cpu.py`
+#   - `gpu_unit_tests.yml`, run pytest on all scripts with file without the `on_cpu.py` suffix.
+#   - Since cpu/gpu unit tests by default runs all tests under `tests`, please make sure tests are manually excluded in them when
+#     - new workflow yaml is added to `.github/workflows`
+#     - new tests are added to workflow mentioned in 2.
+
+name: sgl
+
+on:
+#  workflow_dispatch: # Manual
+  # Trigger the workflow on push or pull request,
+  # but only for the main branch
+  push:
+    branches:
+      - main
+      - v0.*
+    paths:
+      - "**/*.py"
+      - .github/workflows/sgl.yml
+  pull_request:
+    branches:
+      - main
+      - v0.*
+    paths:
+      - "**/*.py"
+      # Other entrypoints
+      - "!examples/**"
+      - "!tests/**"
+      - "!verl/trainer/main_*.py"
+      - "!verl/trainer/fsdp_sft_trainer.py"
+      # FSDP
+      - "!verl/workers/**/*dp_*.py"
+      # Megatron
+      - "!verl/workers/**/megatron_*.py"
+      # vLLM
+      - "!**/*vllm*"
+      # Recipes
+      - "!recipe/**"
+      # Entrypoints
+      - ".github/workflows/sgl.yml"
+      - "tests/rollout/*sglang*"
+      - "tests/rollout/async_rollout_utils.py"
+      - "tests/workers/rollout/*interaction*"
+
+# Cancel jobs on the same ref if a new one is triggered
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: ${{ github.ref != 'refs/heads/main' }}
+
+# Declare permissions just read content.
+permissions:
+  contents: read
+
+env:
+  IMAGE: "verl-ci-cn-beijing.cr.volces.com/verlai/verl:app-verl0.6-transformers4.56.1-sglang0.5.2-mcore0.13.0-te2.2"
+  DYNAMIC_RUNNER_ENDPOINT: "https://sd10g3clalm04ug7alq90.apigateway-cn-beijing.volceapi.com/runner"
+
+jobs:
+  setup:
+    if: github.repository_owner == 'volcengine'
+    runs-on: ubuntu-latest
+    outputs:
+      runner-label: ${{ steps.create-runner.outputs.runner-label }}
+      mlp-task-id: ${{ steps.create-runner.outputs.mlp-task-id }}
+    steps:
+      - uses: actions/checkout@v4
+      - id: create-runner
+        uses: volcengine/vemlp-github-runner@v1
+        with:
+          mode: "create"
+          faas-url: "${{ env.DYNAMIC_RUNNER_ENDPOINT }}"
+          mlp-image: "${{ env.IMAGE }}"
+
+  sgl:
+    needs: setup
+    runs-on: ["${{ needs.setup.outputs.runner-label || 'L20x8' }}"]
+    timeout-minutes: 35 # Increase this timeout value as needed
+    env:
+      HTTP_PROXY: ${{ secrets.PROXY_HTTP }}
+      HTTPS_PROXY: ${{ secrets.PROXY_HTTPS }}
+      NO_PROXY: "localhost,127.0.0.1,hf-mirror.com"
+      HF_ENDPOINT: "https://hf-mirror.com"
+      HF_HUB_ENABLE_HF_TRANSFER: 1
+      SGL_DISABLE_TP_MEMORY_INBALANCE_CHECK: "True"
+      NCCL_SHM_DISABLE: "1"
+      NCCL_P2P_DISABLE: "1"
+    steps:
+      - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
+        with:
+          fetch-depth: 0
+      - name: Install the current repository
+        run: |
+          pip3 install hf_transfer fastmcp
+          pip3 install -e .[test]
+#      - name: Download Model to Use
+#        run: |
+#          huggingface-cli download Qwen/Qwen2.5-0.5B --local-dir ${HOME}/models/Qwen/Qwen2.5-0.5B
+#          huggingface-cli download Qwen/Qwen2.5-1.5B-Instruct --local-dir ${HOME}/models/Qwen/Qwen2.5-1.5B-Instruct
+#          huggingface-cli download Qwen/Qwen2.5-VL-3B-Instruct --local-dir ${HOME}/models/Qwen/Qwen2.5-VL-3B-Instruct
+#          export HF_HUB_OFFLINE=1
+      - name: Prepare gsm8k dataset
+        run: |
+          ray stop --force
+          python3 examples/data_preprocess/gsm8k.py --local_dataset_path ${HOME}/models/hf_data/gsm8k
+      - name: Test the latest SGLang Rollout async with agent loop
+        run: |
+          ROLLOUT_NAME=sglang pytest -svvv tests/experimental/agent_loop
+#          huggingface-cli download verl-team/gsm8k-v0.4.1 --repo-type dataset --local-dir ~/verl-data/gsm8k
+      - name: Test the latest SGLang
+        run: |
+          cd tests/workers/rollout
+          torchrun --nnodes=1 --nproc_per_node=2 $(which pytest) -s test_sglang_spmd.py
+      - name: Test the latest SGLang Rollout async with interaction
+        run: |
+          cd tests/workers/rollout
+          torchrun --nnodes=1 --nproc_per_node=2 $(which pytest) -s test_sglang_async_rollout_w_interaction.py
+      - name: Test the latest SGLang Multi Interaction
+        run: |
+          cd tests/workers/rollout
+          torchrun --nnodes=1 --nproc_per_node=2 $(which pytest) -s test_sglang_multi_interaction.py
+      - name: Test the latest SGLang Rollout async with tool
+        run: |
+          cd tests/workers/rollout
+          torchrun --nnodes=1 --nproc_per_node=2 $(which pytest) -s test_sglang_async_rollout_w_tools.py
+      - name: Test the latest SGLang Rollout async with sandbox fusion tool
+        run: |
+          cd tests/workers/rollout
+          pytest -s test_sglang_async_rollout_sf_tools.py
+      - name: Test the latest SGLang Rollout async with search tool
+        run: |
+          cd tests/workers/rollout
+          pytest -s test_sglang_async_rollout_search_tools.py
+      - name: Test the latest SGLang Rollout async with mcp search tool
+        run: |
+          cd tests/workers/rollout
+          pytest -s test_sglang_async_rollout_mcp_tools.py
+      # Note(haibin.lin): for any new test, please update gpu_unit_tests.yaml to avoid repeated tests
+      - name: Test the latest SGLang Rollout async with multimodal delta
+        run: |
+          cd tests/workers/rollout
+          pytest -s test_sglang_async_rollout_multimodal_delta.py
+
+  cleanup:
+    runs-on: ubuntu-latest
+    needs: [setup, sgl]
+    if: always()
+    steps:
+      - id: destroy-runner
+        uses: volcengine/vemlp-github-runner@v1
+        with:
+          mode: "destroy"
+          faas-url: "${{ env.DYNAMIC_RUNNER_ENDPOINT }}"
+          mlp-task-id: "${{ needs.setup.outputs.mlp-task-id }}"
diff --git a/verl/.github/workflows/vllm.yml b/verl/.github/workflows/vllm.yml
new file mode 100644
index 0000000000000000000000000000000000000000..7e2bc563fd34148d9bd333ea19544688611bb7c6
--- /dev/null
+++ b/verl/.github/workflows/vllm.yml
@@ -0,0 +1,145 @@
+# # Tests layout
+
+# Each folder under tests/ corresponds to a test category for a sub-namespace in verl. For instance:
+# - `tests/trainer` for testing functionality related to `verl/trainer`
+# - `tests/models` for testing functionality related to `verl/models`
+# - ...
+
+# There are a few folders with `special_` prefix, created for special purposes:
+# - `special_distributed`: unit tests that must run with multiple GPUs
+# - `special_e2e`: end-to-end tests with training/generation scripts
+# - `special_npu`: tests for NPUs
+# - `special_sanity`: a suite of quick sanity tests
+# - `special_standalone`: a set of test that are designed to run in dedicated environments
+
+# Accelerators for tests
+# - By default tests are run with GPU available, except for the ones under `special_npu`, and any test script whose name ends with `on_cpu.py`.
+# - For test scripts with `on_cpu.py` name suffix would be tested on CPU resources in linux environment.
+
+# # Workflow layout
+
+# All CI tests are configured by yaml files in `.github/workflows/`. Here's an overview of all test configs:
+# 1. A list of always triggered CPU sanity tests: `check-pr-title.yml`, `secrets_scan.yml`, `check-pr-title,yml`, `pre-commit.yml`, `doc.yml`
+# 2. Some heavy multi-GPU unit tests, such as `model.yml`, `vllm.yml`, `sgl.yml`
+# 3. End-to-end tests: `e2e_*.yml`
+# 4. Unit tests
+#   - `cpu_unit_tests.yml`, run pytest on all scripts with file name pattern `tests/**/test_*_on_cpu.py`
+#   - `gpu_unit_tests.yml`, run pytest on all scripts with file without the `on_cpu.py` suffix.
+#   - Since cpu/gpu unit tests by default runs all tests under `tests`, please make sure tests are manually excluded in them when
+#     - new workflow yaml is added to `.github/workflows`
+#     - new tests are added to workflow mentioned in 2.
+
+name: vllm
+
+on:
+  # Trigger the workflow on push or pull request,
+  # but only for the main branch
+  push:
+    branches:
+      - main
+      - v0.*
+  pull_request:
+    branches:
+      - main
+      - v0.*
+    paths:
+      - "**/*.py"
+      # Other entrypoints
+      - "!examples/**"
+      - "!tests/**"
+      - "!verl/trainer/main_*.py"
+      - "!verl/trainer/fsdp_sft_trainer.py"
+      # Recipes
+      - "!recipe/**"
+      # FSDP
+      - "!verl/workers/**/*dp_*.py"
+      # Megatron
+      - "!verl/workers/**/megatron_*.py"
+      # SGLang
+      - "!**/*sglang*"
+      # Entrypoints
+      - ".github/workflows/vllm.yml"
+      - "tests/special_e2e/generation"
+      - "tests/workers/rollout"
+      - "verl/trainer/main_generation.py"
+      - "verl/trainer/config/generation.yaml"
+
+# Cancel jobs on the same ref if a new one is triggered
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: ${{ github.ref != 'refs/heads/main' }}
+
+# Declare permissions just read content.
+permissions:
+  contents: read
+
+env:
+  IMAGE: "verl-ci-cn-beijing.cr.volces.com/verlai/verl:app-verl0.5-transformers4.55.4-vllm0.10.0-mcore0.13.0-te2.2"
+  DYNAMIC_RUNNER_ENDPOINT: "https://sd10g3clalm04ug7alq90.apigateway-cn-beijing.volceapi.com/runner"
+
+jobs:
+  setup:
+    if: github.repository_owner == 'volcengine'
+    runs-on: ubuntu-latest
+    outputs:
+      runner-label: ${{ steps.create-runner.outputs.runner-label }}
+      mlp-task-id: ${{ steps.create-runner.outputs.mlp-task-id }}
+    steps:
+      - uses: actions/checkout@v4
+      - id: create-runner
+        uses: volcengine/vemlp-github-runner@v1
+        with:
+          mode: "create"
+          faas-url: "${{ env.DYNAMIC_RUNNER_ENDPOINT }}"
+          mlp-image: "${{ env.IMAGE }}"
+
+  vllm:
+    needs: setup
+    runs-on: ["${{ needs.setup.outputs.runner-label || 'L20x8' }}"]
+    timeout-minutes: 35 # Increase this timeout value as needed
+    env:
+      HTTP_PROXY: ${{ secrets.PROXY_HTTP }}
+      HTTPS_PROXY: ${{ secrets.PROXY_HTTPS }}
+      NO_PROXY: "localhost,127.0.0.1,hf-mirror.com"
+      HF_ENDPOINT: "https://hf-mirror.com"
+      HF_HUB_ENABLE_HF_TRANSFER: "0" # This is more stable
+    steps:
+      - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
+        with:
+          fetch-depth: 0
+      - name: Install the current repository
+        run: |
+          pip3 install -e .[test]
+#      - name: Download Model to Use
+#        run: |
+#          huggingface-cli download Qwen/Qwen2.5-0.5B-Instruct --local-dir ${HOME}/models/Qwen/Qwen2.5-0.5B-Instruct
+#          huggingface-cli download Qwen/Qwen2.5-1.5B-Instruct --local-dir ${HOME}/models/Qwen/Qwen2.5-1.5B-Instruct
+#          huggingface-cli download Qwen/Qwen2.5-VL-3B-Instruct --local-dir ${HOME}/models/Qwen/Qwen2.5-VL-3B-Instruct
+#          huggingface-cli download OldKingMeister/Qwen2.5-1.5B-Instruct-YaRN --local-dir ${HOME}/models/OldKingMeister/Qwen2.5-1.5B-Instruct-YaRN
+#          export HF_HUB_OFFLINE=1
+      - name: Prepare gsm8k dataset
+        run: |
+          ray stop --force
+          python3 examples/data_preprocess/gsm8k.py --local_dataset_path ${HOME}/models/hf_data/gsm8k
+      - name: Test the latest vLLM Rollout async with agent loop
+        run: |
+          ROLLOUT_NAME=vllm pytest -svvv tests/experimental/agent_loop
+      - name: Test the latest vLLM
+        run: |
+          torchrun --standalone --nnodes=1 --nproc_per_node=4 $(which pytest) -s tests/workers/rollout/rollout_vllm/test_vllm_spmd.py
+      - name: Test the latest vLLM on model with rope scaling
+        run: |
+          torchrun --standalone --nnodes=1 --nproc_per_node=4 $(which pytest) -s tests/workers/rollout/rollout_vllm/test_vllm_model_rope_scaling.py
+      # Note(haibin.lin): for any new test, please update gpu_unit_tests.yaml to avoid repeated tests
+
+  cleanup:
+    runs-on: ubuntu-latest
+    needs: [setup, vllm]
+    if: always()
+    steps:
+      - id: destroy-runner
+        uses: volcengine/vemlp-github-runner@v1
+        with:
+          mode: "destroy"
+          faas-url: "${{ env.DYNAMIC_RUNNER_ENDPOINT }}"
+          mlp-task-id: "${{ needs.setup.outputs.mlp-task-id }}"
diff --git a/verl/.gitignore b/verl/.gitignore
new file mode 100644
index 0000000000000000000000000000000000000000..d77a5b43ffc6887b2569fcde32bfa4bb86f7ef20
--- /dev/null
+++ b/verl/.gitignore
@@ -0,0 +1,128 @@
+
+**/*.pt
+**/checkpoints
+**/wget-log
+**/_build/
+**/*.ckpt
+**/outputs
+**/*.tar.gz
+**/playground
+**/wandb
+
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+dataset/*
+tensorflow/my_graph/*
+.idea/
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+env/
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+tmp/
+*.egg-info/
+.installed.cfg
+*.egg
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*,cover
+.hypothesis/
+pytest.ini
+output.txt
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+target/
+
+# IPython Notebook
+.ipynb_checkpoints
+
+# pyenv
+.python-version
+
+# celery beat schedule file
+celerybeat-schedule
+
+# dotenv
+.env
+
+# virtualenv
+venv/
+.venv/
+ENV/
+
+# Spyder project settings
+.spyderproject
+
+# Rope project settings
+.ropeproject
+
+# vscode
+.vscode
+
+# Mac
+.DS_Store
+
+# vim
+*.swp
+
+# ckpt
+*.lock
+
+# data
+*.parquet
+
+
+# local logs
+logs
+log
+outputs
+.history
diff --git a/verl/.pre-commit-config.yaml b/verl/.pre-commit-config.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..bd77c362015f6e97767a18aa63cc50916fae12c0
--- /dev/null
+++ b/verl/.pre-commit-config.yaml
@@ -0,0 +1,37 @@
+repos:
+  - repo: https://github.com/astral-sh/ruff-pre-commit
+    rev: "v0.12.2"
+    hooks:
+      - id: ruff
+        args: ["--fix", "--show-fixes", "--output-format=full"]
+        exclude: ^.*\.(ipynb)$
+      - id: ruff-format
+
+  - repo: https://github.com/pre-commit/mirrors-mypy
+    rev: 'v1.17.0'
+    hooks:
+      - id: mypy
+
+  - repo: local
+    hooks:
+      - id: autogen-trainer-cfg
+        name: Generate and verify verl/trainer/config/_generated_*.yaml
+        entry: scripts/generate_trainer_config.sh
+        language: script
+        pass_filenames: false
+
+  - repo: local
+    hooks:
+      - id: check-docstrings
+        name: Check doc string coverage
+        entry: python3 tests/special_sanity/check_docstrings.py
+        language: python
+        pass_filenames: false
+
+  - repo: local
+    hooks:
+      - id: check-license
+        name: Check license
+        entry: python3 tests/special_sanity/check_license.py --directories examples recipe scripts tests verl setup.py
+        language: python
+        pass_filenames: false
diff --git a/verl/.readthedocs.yaml b/verl/.readthedocs.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..0016868541a2a0667ef40ae6a9d861bcd26b9316
--- /dev/null
+++ b/verl/.readthedocs.yaml
@@ -0,0 +1,19 @@
+# Read the Docs configuration file
+# See https://docs.readthedocs.io/en/stable/config-file/v2.html for details
+
+version: 2
+
+build:
+  os: ubuntu-22.04
+  tools:
+    python: "3.11"
+    rust: "1.70"
+
+sphinx:
+  configuration: docs/conf.py
+
+python:
+  install:
+    - requirements: docs/requirements-docs.txt
+    - method: pip
+      path: .
diff --git a/verl/.vscode/settings.json b/verl/.vscode/settings.json
new file mode 100644
index 0000000000000000000000000000000000000000..705533538d75025d58f108b0d5ae1ec7b5a470b5
--- /dev/null
+++ b/verl/.vscode/settings.json
@@ -0,0 +1,15 @@
+{
+    "[python]": {
+        "editor.defaultFormatter": "charliermarsh.ruff",
+        "editor.codeActionsOnSave": {
+            "source.organizeImports": "always",
+        }
+    },
+    "files.associations": {
+        "array": "cpp",
+        "string_view": "cpp",
+        "initializer_list": "cpp",
+        "utility": "cpp"
+    },
+    "iis.configDir": ""
+}
\ No newline at end of file
diff --git a/verl/LICENSE b/verl/LICENSE
new file mode 100644
index 0000000000000000000000000000000000000000..d645695673349e3947e8e5ae42332d0ac3164cd7
--- /dev/null
+++ b/verl/LICENSE
@@ -0,0 +1,202 @@
+
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diff --git a/verl/Notice.txt b/verl/Notice.txt
new file mode 100644
index 0000000000000000000000000000000000000000..ade439da525ac3f82936e131a1ae386f43207fd8
--- /dev/null
+++ b/verl/Notice.txt
@@ -0,0 +1 @@
+Copyright 2023-2024 Bytedance Ltd. and/or its affiliates 
\ No newline at end of file
diff --git a/verl/README.md b/verl/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..f41bbedc8aa5b05b4eafe02814d8cdd14335c4a6
--- /dev/null
+++ b/verl/README.md
@@ -0,0 +1,264 @@
+<div align="center">
+ 👋 Hi, everyone! 
+    verl is a RL training library initiated by <b>ByteDance Seed team</b> and maintained by the verl community.
+    <br>
+    <br>
+</div>
+
+<div align="center">
+
+<a href="https://deepwiki.com/volcengine/verl"><img src="https://devin.ai/assets/deepwiki-badge.png" alt="Ask DeepWiki.com" style="height:20px;"></a>
+[![GitHub Repo stars](https://img.shields.io/github/stars/volcengine/verl)](https://github.com/volcengine/verl/stargazers)
+[![Twitter](https://img.shields.io/twitter/follow/verl_project)](https://twitter.com/verl_project)
+<a href="https://join.slack.com/t/verl-project/shared_invite/zt-3c6mc2khw-v0lo6NfDPuFP6OnkrZwfqw"><img src="https://img.shields.io/badge/Slack-verl-blueviolet?logo=slack&amp"></a>
+<a href="https://arxiv.org/pdf/2409.19256"><img src="https://img.shields.io/static/v1?label=EuroSys&message=Paper&color=red"></a>
+[![Documentation](https://img.shields.io/badge/documentation-blue)](https://verl.readthedocs.io/en/latest/)
+<a href="https://raw.githubusercontent.com/eric-haibin-lin/verl-community/refs/heads/main/WeChat.JPG"><img src="https://img.shields.io/badge/微信-green?logo=wechat&amp"></a>
+
+</div>
+
+![seed logo](https://github.com/user-attachments/assets/c42e675e-497c-4508-8bb9-093ad4d1f216)
+
+<h1 style="text-align: center;">verl: Volcano Engine Reinforcement Learning for LLMs</h1>
+
+verl is a flexible, efficient and production-ready RL training library for large language models (LLMs).
+
+verl is the open-source version of **[HybridFlow: A Flexible and Efficient RLHF Framework](https://arxiv.org/abs/2409.19256v2)** paper.
+
+verl is flexible and easy to use with:
+
+- **Easy extension of diverse RL algorithms**: The hybrid-controller programming model enables flexible representation and efficient execution of complex post-training dataflows. Build RL dataflows such as GRPO, PPO in a few lines of code.
+
+- **Seamless integration of existing LLM infra with modular APIs**: Decouples computation and data dependencies, enabling seamless integration with existing LLM frameworks, such as FSDP, Megatron-LM, vLLM, SGLang, etc
+
+- **Flexible device mapping**: Supports various placement of models onto different sets of GPUs for efficient resource utilization and scalability across different cluster sizes.
+
+- Ready integration with popular HuggingFace models
+
+verl is fast with:
+
+- **State-of-the-art throughput**: SOTA LLM training and inference engine integrations and SOTA RL throughput.
+
+- **Efficient actor model resharding with 3D-HybridEngine**: Eliminates memory redundancy and significantly reduces communication overhead during transitions between training and generation phases.
+
+</p>
+
+## News
+- [2025/08] verl is presented in the [PyTorch Expert Exchange Webinar](https://www.youtube.com/watch?v=Vd79NmmqY3Q&t=2s). [Slides](https://github.com/eric-haibin-lin/verl-community/blob/main/slides/verl_talk_pytorch_2025_08.pdf) available.
+- [2025/07] The [ReTool](https://arxiv.org/pdf/2504.11536) recipe is fully open sourced. [Blog](https://www.notion.so/verl-reTool-recipe-Using-multi-round-conversations-and-code-sandboxing-to-improve-the-math-of-large-23a8b5b7feba80b386b2e5b5e3c1cde0)
+- [2025/07] The first verl meetup will be held at ICML Vancouver on July 16th! Please [join us](https://lu.ma/0ek2nyao) if you are at ICML! (onsite only)
+- [2025/06] verl with Megatron backend enables large MoE models such as [DeepSeek-671B and Qwen3-235B](https://verl.readthedocs.io/en/latest/perf/dpsk.html).
+- [2025/03] [DAPO](https://dapo-sia.github.io/) is the open-sourced SOTA RL algorithm that achieves 50 points on AIME 2024 based on the Qwen2.5-32B pre-trained model, surpassing the previous SOTA achieved by DeepSeek's GRPO (DeepSeek-R1-Zero-Qwen-32B). DAPO's training is fully powered by verl and the reproduction code is available in `recipe/dapo` now.
+<details><summary> more... </summary>
+<ul>
+  <li>[2025/04] [Seed-Thinking-v1.5](https://github.com/ByteDance-Seed/Seed-Thinking-v1.5/blob/main/seed-thinking-v1.5.pdf) tech report is released! Trained with verl, Seed-Thinking-v1.5 achieves 86.7 on AIME 2024, 55.0 on Codeforces and 77.3 on GPQA, demonstrating excellent reasoning abilities in STEM and coding. Beyond reasoning tasks, the method demonstrates notable generalization across diverse domains.</li>
+  <li>[2025/07] verl keynote at [AWS AI Hours Singapore](https://pages.awscloud.com/aws-ai-hours-sg.html#agenda) on 7/8, verl & verl-agent project updates at [Agent for SWE meetup](https://lu.ma/e498qhsi) by LF AI & Data Singapore on 7/11.</li>
+  <li>[2025/06] verl team will provide latest project updates at [PyTorch Day China](https://www.lfasiallc.com/pytorch-day-china/) on June 7th. Meet our dev team in Beijing!</li>
+  <li> [2025/04] [VAPO](https://arxiv.org/pdf/2504.05118) (value-based augmented PPO) paper covers our latest RL method for reasoning models. Trained from Qwen-32B-base model, VAPO achieves 60.4 on AIME 2024, outperforming DAPO-32B.</li>
+  <li>[2025/05] [PF-PPO](https://arxiv.org/abs/2409.06957), accepted to ICML 2025, is now supported in verl! PF-PPO enhances policy learning efficiency and robustness by filtering potentially noisy reward signals and reusing high-quality experiences via a replay buffer.</li>
+  <li>[2025/04] We will give a tutorial about latest post-training techniques and programming guide for verl at [ICLR 2025 Expo](https://iclr.cc/virtual/2025/calendar?filter_events=Expo+Talk+Panel&filter_rooms=), [SCI-FM workshop](https://open-foundation-model.github.io/) and [LMSys afterparty](https://lu.ma/d23nyynm). Talk materials available [here](https://github.com/eric-haibin-lin/verl-community/tree/main/iclr25). </li>
+  <li>[2025/03] verl v0.3.0.post1 is released! See [release note](https://github.com/volcengine/verl/releases/) for details. It achieves [~1.4x speedup](https://tongyx361.github.io/blogs/posts/verl-intro/#/verl-flexible-and-efficient-rl-for-llms) compared to prev versions.</li>
+  <li>[2025/05] verl will be presented at [A2M Shanghai](https://a2m.msup.com.cn/home/?aid=4488&city=shanghai) on 5/16 - 5/17.</li>
+  <li>[2025/05] verl will be presented at [GOSIM x PyTorch Day 2025](https://paris2025.gosim.org/). See you in Paris! </li>
+  <li>[2025/03] We introduced the programming model of verl at the [vLLM Beijing Meetup](https://mp.weixin.qq.com/s/n77GibL2corAtQHtVEAzfg) and [verl intro and updates](https://github.com/eric-haibin-lin/verl-community/blob/main/slides/verl-lmsys-meetup.pdf) at the [SGLang-LMSYS Org Meetup](https://lu.ma/ntjrr7ig) in Sunnyvale mid-March.</li>
+  <li>[2025/03] We will present verl(HybridFlow) at EuroSys 2025. See you in Rotterdam!</li>
+  <li>[2025/02] verl v0.2.0.post2 is released!</li>
+  <li>[2025/02] We presented verl in the <a href="https://lu.ma/ji7atxux">Bytedance/NVIDIA/Anyscale Ray Meetup</a>. See you in San Jose!</li>
+  <li>[2025/01] [Doubao-1.5-pro](https://team.doubao.com/zh/special/doubao_1_5_pro) is released with SOTA-level performance on LLM & VLM. The RL scaling preview model is trained using verl, reaching OpenAI O1-level performance on math benchmarks (70.0 pass@1 on AIME).</li>
+  <li>[2024/12] verl is presented at Ray Forward 2024. Slides available <a href="https://github.com/eric-haibin-lin/verl-community/blob/main/slides/Ray_Forward_2024_%E5%B7%AB%E9%94%A1%E6%96%8C.pdf">here</a></li>
+  <li>[2024/12] The team presented <a href="https://neurips.cc/Expo/Conferences/2024/workshop/100677">Post-training LLMs: From Algorithms to Infrastructure</a> at NeurIPS 2024. <a href="https://github.com/eric-haibin-lin/verl-data/tree/neurips">Slides</a> and <a href="https://neurips.cc/Expo/Conferences/2024/workshop/100677">video</a> available.</li>
+  <li>[2024/10] verl is presented at Ray Summit. <a href="https://www.youtube.com/watch?v=MrhMcXkXvJU&list=PLzTswPQNepXntmT8jr9WaNfqQ60QwW7-U&index=37">Youtube video</a> available.</li>
+  <li>[2024/08] HybridFlow (verl) is accepted to EuroSys 2025.</li>
+</ul>   
+</details>
+
+## Key Features
+
+- **FSDP**, **FSDP2** and **Megatron-LM** for training.
+- **vLLM**, **SGLang** and **HF Transformers** for rollout generation.
+- Compatible with Hugging Face Transformers and Modelscope Hub: [Qwen-3](https://github.com/volcengine/verl/blob/main/examples/grpo_trainer/run_qwen3-8b.sh), Qwen-2.5, Llama3.1, Gemma2, DeepSeek-LLM, etc
+- Supervised fine-tuning.
+- Reinforcement learning with [PPO](examples/ppo_trainer/), [GRPO](examples/grpo_trainer/), [GSPO](recipe/gspo/), [ReMax](examples/remax_trainer/), [REINFORCE++](https://verl.readthedocs.io/en/latest/examples/config.html#algorithm), [RLOO](examples/rloo_trainer/), [PRIME](recipe/prime/), [DAPO](recipe/dapo/), [DrGRPO](recipe/drgrpo), [KL_Cov & Clip_Cov](recipe/entropy) etc.
+  - Support model-based reward and function-based reward (verifiable reward) for math, [coding](https://github.com/volcengine/verl/tree/main/recipe/dapo), etc
+  - Support vision-language models (VLMs) and [multi-modal RL](examples/grpo_trainer/run_qwen2_5_vl-7b.sh) with Qwen2.5-vl, Kimi-VL
+  - [Multi-turn with tool calling](https://github.com/volcengine/verl/tree/main/examples/sglang_multiturn)
+- LLM alignment recipes such as [Self-play preference optimization (SPPO)](https://github.com/volcengine/verl/tree/main/recipe/sppo)
+- Flash attention 2, [sequence packing](examples/ppo_trainer/run_qwen2-7b_seq_balance.sh), [sequence parallelism](examples/ppo_trainer/run_deepseek7b_llm_sp2.sh) support via DeepSpeed Ulysses, [LoRA](examples/sft/gsm8k/run_qwen_05_peft.sh), [Liger-kernel](examples/sft/gsm8k/run_qwen_05_sp2_liger.sh).
+- Scales up to 671B models and hundreds of GPUs with [expert parallelism](https://github.com/volcengine/verl/pull/1467)
+- Multi-gpu [LoRA RL](https://verl.readthedocs.io/en/latest/advance/ppo_lora.html) support to save memory.
+- Experiment tracking with wandb, swanlab, mlflow and tensorboard.
+
+## Upcoming Features and Changes
+
+- Q3 Roadmap https://github.com/volcengine/verl/issues/2388
+- DeepSeek 671b optimizations with Megatron https://github.com/volcengine/verl/issues/1033
+- Multi-turn rollout and tools using optimizations https://github.com/volcengine/verl/issues/1882
+- [Agent integration](https://github.com/volcengine/verl/tree/main/verl/experimental/agent_loop)
+- Async and off-policy architecture https://github.com/volcengine/verl/pull/2231
+- List of breaking changes since v0.4 https://github.com/volcengine/verl/discussions/2270
+
+## Getting Started
+
+<a href="https://verl.readthedocs.io/en/latest/index.html"><b>Documentation</b></a>
+
+**Quickstart:**
+
+- [Installation](https://verl.readthedocs.io/en/latest/start/install.html)
+- [Quickstart](https://verl.readthedocs.io/en/latest/start/quickstart.html)
+- [Programming Guide](https://verl.readthedocs.io/en/latest/hybrid_flow.html) & [Tech Talk](https://hcqnc.xetlk.com/sl/3vACOK) (in Chinese)
+- [PPO in verl](https://verl.readthedocs.io/en/latest/algo/ppo.html)
+- [GRPO in verl](https://verl.readthedocs.io/en/latest/algo/grpo.html)
+
+**Running a PPO example step-by-step:**
+
+- [Prepare Data for Post-Training](https://verl.readthedocs.io/en/latest/preparation/prepare_data.html)
+- [Implement Reward Function for Dataset](https://verl.readthedocs.io/en/latest/preparation/reward_function.html)
+- [PPO Example Architecture](https://verl.readthedocs.io/en/latest/examples/ppo_code_architecture.html)
+- [Config Explanation](https://verl.readthedocs.io/en/latest/examples/config.html)
+
+**Reproducible algorithm baselines:**
+
+- [RL performance on coding, math](https://verl.readthedocs.io/en/latest/algo/baseline.html)
+
+**For code explanation and advance usage (extension):**
+
+- PPO Trainer and Workers
+  - [PPO Ray Trainer](https://verl.readthedocs.io/en/latest/workers/ray_trainer.html)
+  - [PyTorch FSDP Backend](https://verl.readthedocs.io/en/latest/workers/fsdp_workers.html)
+  - [Megatron-LM Backend](https://verl.readthedocs.io/en/latest/index.html)
+
+- Advanced Usage and Extension
+  - [Add Models with the FSDP Backend](https://verl.readthedocs.io/en/latest/advance/fsdp_extension.html)
+  - [Add Models with the Megatron-LM Backend](https://verl.readthedocs.io/en/latest/advance/megatron_extension.html)
+  - [Multi-turn Rollout Support](https://verl.readthedocs.io/en/latest/sglang_multiturn/multiturn.html)
+  - [Search Tool Integration](https://verl.readthedocs.io/en/latest/sglang_multiturn/search_tool_example.html)
+  - [Sandbox Fusion Integration](https://verl.readthedocs.io/en/latest/examples/sandbox_fusion_example.html)
+  - [Deployment using Separate GPU Resources](https://github.com/volcengine/verl/tree/main/examples/split_placement)
+  - [Extend to Other RL(HF) algorithms](https://verl.readthedocs.io/en/latest/advance/dpo_extension.html)
+  - [Ray API design tutorial](https://verl.readthedocs.io/en/latest/advance/placement.html)
+
+**Blogs from the community**
+
+- [When Reasoning Models Break Tokenization: The Hidden Complexity of Multiturn Training](https://github.com/zhaochenyang20/Awesome-ML-SYS-Tutorial/blob/main/rlhf/verl/multi-turn/fast_tokenization/multiturn_tokenization_and_masking.md)
+- [verl deployment on AWS SageMaker](https://medium.com/@kaige.yang0110/run-verl-on-sagemaker-using-4x8-l40s-gpus-8e6d5c3c61d3)
+- [verl x SGLang Multi-turn Code Walkthrough](https://github.com/zhaochenyang20/Awesome-ML-SYS-Tutorial/blob/main/rlhf/verl/multi-turn/code-walk-through/readme_EN.md)
+- [Optimizing SGLang Memory Usage in verl](https://hebiao064.github.io/rl-memory-management)
+- [SGLang, verl, OpenBMB and Tsinghua University: Pioneering End-to-End Multi-Turn RLHF](https://github.com/zhaochenyang20/Awesome-ML-SYS-Tutorial/blob/main/rlhf/verl/multi-turn/verl-multiturn-rollout-Release.md)
+- [Reinforcement Learning from Human Feedback on AMD GPUs with verl and ROCm Integration](https://rocm.blogs.amd.com/artificial-intelligence/verl-large-scale/README.html)
+- [veMLP x verl ：玩转强化学习训练](https://mp.weixin.qq.com/s/7nbqxk4knMGd-hQE9ls2tA)
+- [使用 verl 进行 GRPO 分布式强化学习训练最佳实践](https://www.volcengine.com/docs/6459/1463942)
+- [HybridFlow verl 原文浅析](https://github.com/zhaochenyang20/Awesome-ML-SYS-Tutorial/blob/main/rlhf/verl/readme.md)
+- [最高提升 20 倍吞吐量！豆包大模型团队发布全新 RLHF 框架，现已开源！](https://team.doubao.com/en/blog/%E6%9C%80%E9%AB%98%E6%8F%90%E5%8D%8720%E5%80%8D%E5%90%9E%E5%90%90%E9%87%8F-%E8%B1%86%E5%8C%85%E5%A4%A7%E6%A8%A1%E5%9E%8B%E5%9B%A2%E9%98%9F%E5%8F%91%E5%B8%83%E5%85%A8%E6%96%B0-rlhf-%E6%A1%86%E6%9E%B6-%E7%8E%B0%E5%B7%B2%E5%BC%80%E6%BA%90)
+
+## Performance Tuning Guide
+
+The performance is essential for on-policy RL algorithm. We have written a detailed [performance tuning guide](https://verl.readthedocs.io/en/latest/perf/perf_tuning.html) to help you optimize performance.
+
+## Upgrade to vLLM >= v0.8.2
+
+verl now supports vLLM>=0.8.2 when using FSDP as the training backend. Please refer to [this document](https://github.com/volcengine/verl/blob/main/docs/README_vllm0.8.md) for the installation guide and more information. Please avoid vllm 0.7.x, which contains bugs that may lead to OOMs and unexpected errors.
+
+## Use Latest SGLang
+
+SGLang is fully supported with verl, and SGLang RL Group is working extensively on building unique features, including multi-turn agentic RL, VLM RLHF, server-based RL, and partial rollout. Please refer to [this document](https://verl.readthedocs.io/en/latest/workers/sglang_worker.html) for the installation guide and more information.
+
+## Upgrade to FSDP2
+
+verl is fully embracing FSDP2! FSDP2 is recommended by torch distributed team, providing better throughput and memory usage, and is composible with other features (e.g. torch.compile). To enable FSDP2, simply use verl main and set the following options:
+```
+actor_rollout_ref.ref.strategy=fsdp2
+actor_rollout_ref.actor.strategy=fsdp2
+critic.strategy=fsdp2 
+reward_model.strategy=fsdp2 
+```
+Furthermore, FSDP2 cpu offloading is compatible with gradient accumulation. You can turn it on to save memory with `actor_rollout_ref.actor.fsdp_config.offload_policy=True`. For more details, see https://github.com/volcengine/verl/pull/1026
+
+## AMD Support (ROCm Kernel)
+
+verl now supports FSDP as the training engine (Megatron support coming soon) and both integrates with vLLM and SGLang as inference engines. Please refer to [this document](https://github.com/volcengine/verl/blob/main/docs/amd_tutorial/amd_build_dockerfile_page.rst) for the installation guide and more information, and [this document](https://github.com/volcengine/verl/blob/main/docs/amd_tutorial/amd_vllm_page.rst) for the vLLM performance tuning for ROCm.
+
+
+## Citation and acknowledgement
+
+If you find the project helpful, please cite:
+
+- [HybridFlow: A Flexible and Efficient RLHF Framework](https://arxiv.org/abs/2409.19256v2)
+- [A Framework for Training Large Language Models for Code Generation via Proximal Policy Optimization](https://i.cs.hku.hk/~cwu/papers/gmsheng-NL2Code24.pdf)
+
+```bibtex
+@article{sheng2024hybridflow,
+  title   = {HybridFlow: A Flexible and Efficient RLHF Framework},
+  author  = {Guangming Sheng and Chi Zhang and Zilingfeng Ye and Xibin Wu and Wang Zhang and Ru Zhang and Yanghua Peng and Haibin Lin and Chuan Wu},
+  year    = {2024},
+  journal = {arXiv preprint arXiv: 2409.19256}
+}
+```
+
+verl is inspired by the design of Nemo-Aligner, Deepspeed-chat and OpenRLHF. The project is adopted and contributed by Bytedance, Anyscale, LMSys.org, [Alibaba Qwen team](https://github.com/QwenLM/), Shanghai AI Lab, Tsinghua University, UC Berkeley, UCLA, UIUC, University of Hong Kong, ke.com, [All Hands AI](https://www.all-hands.dev/), [ModelBest](http://modelbest.cn/), JD AI Lab, Microsoft Research, [StepFun](https://www.stepfun.com/), Amazon, LinkedIn, Meituan, [Camel-AI](https://www.camel-ai.org/), [OpenManus](https://github.com/OpenManus), Xiaomi, NVIDIA research, [Baichuan](https://www.baichuan-ai.com/home), [RedNote](https://www.xiaohongshu.com/), [SwissAI](https://www.swiss-ai.org/), [Moonshot AI (Kimi)](https://www.moonshot-ai.com/), Baidu, Snowflake, Skywork.ai, JetBrains, [IceSword Lab](https://www.iceswordlab.com), and many more.
+
+## Awesome work using verl
+
+- [TinyZero](https://github.com/Jiayi-Pan/TinyZero): a reproduction of **DeepSeek R1 Zero** recipe for reasoning tasks ![GitHub Repo stars](https://img.shields.io/github/stars/Jiayi-Pan/TinyZero)
+- [SkyThought](https://github.com/NovaSky-AI/SkyThought): RL training for Sky-T1-7B by NovaSky AI team. ![GitHub Repo stars](https://img.shields.io/github/stars/NovaSky-AI/SkyThought)
+- [simpleRL-reason](https://github.com/hkust-nlp/simpleRL-reason): SimpleRL-Zoo: Investigating and Taming Zero Reinforcement Learning for Open Base Models in the Wild ![GitHub Repo stars](https://img.shields.io/github/stars/hkust-nlp/simpleRL-reason)
+- [Easy-R1](https://github.com/hiyouga/EasyR1): **Multi-modal** RL training framework ![GitHub Repo stars](https://img.shields.io/github/stars/hiyouga/EasyR1)
+- [OpenManus-RL](https://github.com/OpenManus/OpenManus-RL): LLM Agents RL tunning framework for multiple agent environments. ![GitHub Repo stars](https://img.shields.io/github/stars/OpenManus/OpenManus-RL)
+- [rllm](https://github.com/agentica-project/rllm): async RL training with [verl-pipeline](https://github.com/agentica-project/verl-pipeline) ![GitHub Repo stars](https://img.shields.io/github/stars/agentica-project/rllm)
+- [RAGEN](https://github.com/ZihanWang314/ragen): a general-purpose reasoning **agent** training framework ![GitHub Repo stars](https://img.shields.io/github/stars/ZihanWang314/ragen)
+- [Search-R1](https://github.com/PeterGriffinJin/Search-R1): RL with reasoning and **searching (tool-call)** interleaved LLMs ![GitHub Repo stars](https://img.shields.io/github/stars/PeterGriffinJin/Search-R1)
+- [ReSearch](https://github.com/Agent-RL/ReSearch): Learning to **Re**ason with **Search** for LLMs via Reinforcement Learning ![GitHub Repo stars](https://img.shields.io/github/stars/Agent-RL/ReSearch)
+- [Skywork-OR1](https://github.com/SkyworkAI/Skywork-OR1): Skywork open reaonser series ![GitHub Repo stars](https://img.shields.io/github/stars/SkyworkAI/Skywork-OR1)
+- [ToRL](https://github.com/GAIR-NLP/ToRL): Scaling tool-integrated RL ![GitHub Repo stars](https://img.shields.io/github/stars/GAIR-NLP/ToRL)
+- [Absolute Zero Reasoner](https://github.com/LeapLabTHU/Absolute-Zero-Reasoner): [A no human curated data self-play framework for reasoning](https://arxiv.org/abs/2505.03335) ![GitHub Repo stars](https://img.shields.io/github/stars/LeapLabTHU/Absolute-Zero-Reasoner)
+- [verl-agent](https://github.com/langfengQ/verl-agent): A scalable training framework for **long-horizon LLM/VLM agents**, along with a new algorithm **GiGPO** ![GitHub Repo stars](https://img.shields.io/github/stars/langfengQ/verl-agent)
+- [RL-Factory](https://github.com/Simple-Efficient/RL-Factory): An easy and efficient RL post-training framework for Agentic Learning ![GitHub Repo stars](https://img.shields.io/github/stars/Simple-Efficient/RL-Factory)
+- [ReTool](https://retool-rl.github.io/): ReTool: reinforcement learning for strategic tool use in LLMs. Code release is in progress...
+- [verl-tool](https://github.com/TIGER-AI-Lab/verl-tool): An unified and easy-to-extend tool-agent training framework based on verl![GitHub Repo stars](https://img.shields.io/github/stars/TIGER-AI-Lab/verl-tool)
+- [PRIME](https://github.com/PRIME-RL/PRIME): Process reinforcement through implicit rewards ![GitHub Repo stars](https://img.shields.io/github/stars/PRIME-RL/PRIME)
+- [MemAgent](https://github.com/BytedTsinghua-SIA/MemAgent): MemAgent: Reshaping Long-Context LLM with Multi-Conv RL based Memory Agent ![GitHub Repo stars](https://img.shields.io/github/stars/BytedTsinghua-SIA/MemAgent)
+- [POLARIS](https://github.com/ChenxinAn-fdu/POLARIS): A Post-training recipe for scaling RL on Advanced Reasoning models ![GitHub Repo stars](https://img.shields.io/github/stars/ChenxinAn-fdu/POLARIS)
+- [GUI-R1](https://github.com/ritzz-ai/GUI-R1): **GUI-R1**: A Generalist R1-style Vision-Language Action Model For **GUI Agents** ![GitHub Repo stars](https://img.shields.io/github/stars/ritzz-ai/GUI-R1)
+- [DeepRetrieval](https://github.com/pat-jj/DeepRetrieval): RL Training of **Search Agent** with **Search/Retrieval Outcome** ![GitHub Repo stars](https://img.shields.io/github/stars/pat-jj/DeepRetrieval)
+- [Code-R1](https://github.com/ganler/code-r1): Reproducing R1 for **Code** with Reliable Rewards ![GitHub Repo stars](https://img.shields.io/github/stars/ganler/code-r1)
+- [DeepResearcher](https://github.com/GAIR-NLP/DeepResearcher): Scaling deep research via reinforcement learning in real-world environments ![GitHub Repo stars](https://img.shields.io/github/stars/GAIR-NLP/DeepResearcher)
+- [VAGEN](https://github.com/RAGEN-AI/VAGEN): Training VLM agents with multi-turn reinforcement learning ![GitHub Repo stars](https://img.shields.io/github/stars/RAGEN-AI/VAGEN)
+- [RM-R1](https://arxiv.org/abs/2505.02387): RL training of reasoning reward models ![GitHub Repo stars](https://img.shields.io/github/stars/RM-R1-UIUC/RM-R1)
+- [LUFFY](https://arxiv.org/pdf/2504.14945): Learning to Reason under Off-Policy Guidance![GitHub Repo stars](https://img.shields.io/github/stars/ElliottYan/LUFFY)
+- [DeepMath](https://github.com/zwhe99/DeepMath): DeepMath-103K data and series models for math reasoning![GitHub Repo stars](https://img.shields.io/github/stars/zwhe99/DeepMath)
+- [PACS](https://github.com/ritzz-ai/PACS): Implicit Actor Critic Coupling via a Supervised Learning Framework for RLVR ![GitHub Repo stars](https://img.shields.io/github/stars/ritzz-ai/PACS)
+- [Entropy Mechanism of RL](https://github.com/PRIME-RL/Entropy-Mechanism-of-RL): The Entropy Mechanism of Reinforcement Learning for Large Language Model Reasoning![GitHub Repo stars](https://img.shields.io/github/stars/PRIME-RL/Entropy-Mechanism-of-RL)
+- [LLaSA-TTS-GRPO](https://github.com/channel-io/ch-tts-llasa-rl-grpo): TTS fine-tuning with GRPO optimization based on LLASA models ![GitHub Repo stars](https://img.shields.io/github/stars/channel-io/ch-tts-llasa-rl-grpo)
+- [PF-PPO](https://arxiv.org/abs/2409.06957): Policy Filtration for PPO based on the reliability of reward signals for more efficient and robust RLHF.
+- [RACRO](https://github.com/gyhdog99/RACRO2): Build multi-modal reasoning models via decoupling it into query-conditioned captioning and text-only reasoning ![GitHub Repo stars](https://img.shields.io/github/stars/gyhdog99/RACRO2)
+- [Agent Lightning](https://github.com/microsoft/agent-lightning): A flexible and extensible framework that enables seamless agent optimization for any existing agent framework. ![GitHub Repo stars](https://img.shields.io/github/stars/microsoft/agent-lightning)
+- [VTool-R1](https://github.com/VTOOL-R1/vtool-r1): VLMs Learn to Think with Images via Reinforcement Learning on Multimodal Tool Use. ![GitHub Repo stars](https://img.shields.io/github/stars/VTOOL-R1/vtool-r1)
+- [Kimina-Prover-RL](https://github.com/project-numina/kimina-prover-rl/tree/main/recipe/kimina_prover_rl): Training pipeline for formal theorem proving, based on a paradigm inspired by DeepSeek-R1.
+- [RL-PLUS](https://github.com/YihongDong/RL-PLUS): Countering Capability Boundary Collapse of LLMs in Reinforcement Learning with Hybrid-policy Optimization.
+- [rStar2-Agent](https://github.com/microsoft/rStar): Using reinforcement learning with multi-step tool-calling for math tasks, rStar2-Agent-14B reaches frontier-level math reasoning in just 510 RL training steps ![GitHub Repo stars](https://img.shields.io/github/stars/microsoft/rStar)
+- [Vision-SR1](https://github.com/zli12321/Vision-SR1): Self-Rewarding Vision-Language Model via Reasoning Decomposition ![GitHub Repo stars](https://img.shields.io/github/stars/zli12321/Vision-SR1)
+- [SimpleVLA-RL](https://github.com/PRIME-RL/SimpleVLA-RL): SimpleVLA-RL: A Simple yet Effective Vision-Language Action Model for Reinforcement Learning ![GitHub Repo stars](https://img.shields.io/github/stars/PRIME-RL/SimpleVLA-RL)
+- [Table-R1](https://github.com/Table-R1/Table-R1): Table-R1: Inference-Time Scaling for Table Reasoning ![GitHub Repo stars](https://img.shields.io/github/stars/Table-R1/Table-R1)
+
+and many more awesome work listed in [recipe](recipe/README.md).
+
+## Contribution Guide
+
+See [contributions guide](CONTRIBUTING.md)
+
+## About [ByteDance Seed Team](https://team.doubao.com/)
+
+Founded in 2023, ByteDance Seed Team is dedicated to crafting the industry's most advanced AI foundation models. The team aspires to become a world-class research team and make significant contributions to the advancement of science and society. You can get to know Bytedance Seed better through the following channels👇
+<div>
+  <a href="https://team.doubao.com/">
+    <img src="https://img.shields.io/badge/Website-%231e37ff?style=for-the-badge&logo=bytedance&logoColor=white"></a>
+  <a href="https://github.com/user-attachments/assets/469535a8-42f2-4797-acdf-4f7a1d4a0c3e">
+    <img src="https://img.shields.io/badge/WeChat-07C160?style=for-the-badge&logo=wechat&logoColor=white"></a>
+ <a href="https://www.xiaohongshu.com/user/profile/668e7e15000000000303157d?xsec_token=ABl2-aqekpytY6A8TuxjrwnZskU-6BsMRE_ufQQaSAvjc%3D&xsec_source=pc_search">
+    <img src="https://img.shields.io/badge/Xiaohongshu-%23FF2442?style=for-the-badge&logo=xiaohongshu&logoColor=white"></a>
+  <a href="https://www.zhihu.com/org/dou-bao-da-mo-xing-tuan-dui/">
+    <img src="https://img.shields.io/badge/zhihu-%230084FF?style=for-the-badge&logo=zhihu&logoColor=white"></a>
+
+</div>
+---
+
+We are HIRING! Send us an [email](mailto:the.verl.project@gmail.com) if you are interested in internship/FTE opportunities in RL for agents.
diff --git a/verl/docker/Apptainerfile.rocm b/verl/docker/Apptainerfile.rocm
new file mode 100644
index 0000000000000000000000000000000000000000..02596218726a60fc105bad7dc3653655ae164e93
--- /dev/null
+++ b/verl/docker/Apptainerfile.rocm
@@ -0,0 +1,57 @@
+Bootstrap: docker
+
+# Support - Traing: fsdp; Inference: vllm
+# FROM: rocm/vllm:rocm6.2_mi300_ubuntu20.04_py3.9_vllm_0.6.4
+# Support - Traing: fsdp; Inference: vllm, sglang
+FROM lmsysorg/sglang:v0.4.5-rocm630
+
+%environment
+    export PYTORCH_ROCM_ARCH="gfx90a;gfx942"
+
+    export HIPCC_COMPILE_FLAGS_APPEND="--amdgpu-target=gfx90a;gfx942 -D__HIP_PLATFORM_AMD__"
+    export CFLAGS="-D__HIP_PLATFORM_AMD__"
+    export CXXFLAGS="-D__HIP_PLATFORM_AMD__"
+
+%post
+    # Create source directory
+    mkdir -p /opt/src
+
+    # Uninstall and reinstall vllm
+    pip uninstall -y vllm
+    cd /opt/src
+    git clone -b v0.6.3 https://github.com/vllm-project/vllm.git
+    cd vllm
+    MAX_JOBS=$(nproc) python3 setup.py install
+    cd /opt
+    rm -rf /opt/src/vllm
+
+    # Install dependencies
+    pip install "tensordict<0.6" --no-deps
+    pip install accelerate \
+        codetiming \
+        datasets \
+        dill \
+        hydra-core \
+        liger-kernel \
+        numpy \
+        pandas \
+        peft \
+        "pyarrow>=15.0.0" \
+        pylatexenc \
+        "ray[data,train,tune,serve]" \
+        torchdata \
+        transformers \
+        wandb \
+        orjson \
+        pybind11
+
+    # Clone and install verl from GitHub
+    cd /opt
+    git clone https://github.com/volcengine/verl.git
+    cd verl
+    # Uncomment to use a specific version
+    # git checkout v0.3.0.post0
+    pip install -e . --no-deps
+
+    # Install torch_memory_saver
+    pip install git+https://github.com/ExtremeViscent/torch_memory_saver.git --no-deps
\ No newline at end of file
diff --git a/verl/docker/Dockerfile.ngc.vllm b/verl/docker/Dockerfile.ngc.vllm
new file mode 100644
index 0000000000000000000000000000000000000000..fa0ebbb2c04ed842c729f91ddbce9dd7803bd87d
--- /dev/null
+++ b/verl/docker/Dockerfile.ngc.vllm
@@ -0,0 +1,48 @@
+# docker buildx build --platform linux/x86_64 -t "verlai/verl:ngc-th2.4.0-cu124-vllm0.6.3-ray2.4-te1.7-v0.0.6" -f docker/Dockerfile.ngc.vllm . --builder cloud-verlai-verl-builder --progress=plain --push
+FROM nvcr.io/nvidia/pytorch:24.05-py3
+
+# uninstall nv-pytorch fork
+RUN pip3 uninstall pytorch-quantization \
+    pytorch-triton \
+    torch \
+    torch-tensorrt \
+    torchvision \
+    xgboost transformer_engine flash_attn \
+    apex megatron-core -y
+
+RUN pip3 install torch==2.4.0 torchvision==0.19.0 torchaudio==2.4.0 --index-url https://download.pytorch.org/whl/cu124
+
+# =============== Megatron dependencies (optional) =================
+# install apex, set MAX_JOBS to avoid OOMs
+RUN MAX_JOBS=4 pip3 install -v --disable-pip-version-check --no-cache-dir --no-build-isolation \
+    --config-settings "--build-option=--cpp_ext" --config-settings "--build-option=--cuda_ext" \
+    git+https://github.com/NVIDIA/apex
+# =============== End of Megatron dependencies (optional) =================
+
+RUN pip3 install --no-cache-dir \
+    accelerate \
+    codetiming \
+    datasets \
+    dill \
+    hydra-core \
+    numpy \
+    'pandas' \
+    'peft' \
+    'pyarrow>=15.0.0' \
+    'pybind11' \
+    'pylatexenc' \
+    'ray>=2.10' \
+    'tensordict<0.6' \
+    'transformers' \
+    'vllm==0.6.3.post1' \
+    'wandb' \
+    'tensorboard'
+
+# full dependencies
+RUN pip3 install pytest pre-commit py-spy pyext liger-kernel
+
+# =============== Megatron dependencies (optional) =================
+# install Transformer Engine, which requires FA 2.5.8. Do it in a separate step for docker cache
+RUN MAX_JOBS=4 NINJA_FLAGS="-j4" pip3 install flash-attn==2.5.8 --no-cache-dir --no-build-isolation
+RUN MAX_JOBS=1 NINJA_FLAGS="-j1" TE_BUILD_WITH_NINJA=0 pip3 install git+https://github.com/eric-haibin-lin/TransformerEngine.git@v1.7.0
+# =============== End of Megatron dependencies (optional) =================
diff --git a/verl/docker/Dockerfile.ngc.vllm0.8 b/verl/docker/Dockerfile.ngc.vllm0.8
new file mode 100644
index 0000000000000000000000000000000000000000..f6ff8fe80b24a413ee57321296f60cedada14563
--- /dev/null
+++ b/verl/docker/Dockerfile.ngc.vllm0.8
@@ -0,0 +1,75 @@
+# Start from the NVIDIA official image (ubuntu-22.04 + cuda-12.6 + python-3.10)
+# https://docs.nvidia.com/deeplearning/frameworks/pytorch-release-notes/rel-24-08.html
+FROM nvcr.io/nvidia/pytorch:24.08-py3
+
+# Define environments
+ENV MAX_JOBS=32
+ENV VLLM_WORKER_MULTIPROC_METHOD=spawn
+ENV DEBIAN_FRONTEND=noninteractive
+ENV NODE_OPTIONS=""
+ENV PIP_ROOT_USER_ACTION=ignore
+ENV HF_HUB_ENABLE_HF_TRANSFER="1"
+
+# Define installation arguments
+ARG APT_SOURCE=https://mirrors.tuna.tsinghua.edu.cn/ubuntu/
+ARG PIP_INDEX=https://mirrors.tuna.tsinghua.edu.cn/pypi/web/simple
+
+# Set apt source
+RUN cp /etc/apt/sources.list /etc/apt/sources.list.bak && \
+    { \
+    echo "deb ${APT_SOURCE} jammy main restricted universe multiverse"; \
+    echo "deb ${APT_SOURCE} jammy-updates main restricted universe multiverse"; \
+    echo "deb ${APT_SOURCE} jammy-backports main restricted universe multiverse"; \
+    echo "deb ${APT_SOURCE} jammy-security main restricted universe multiverse"; \
+    } > /etc/apt/sources.list
+
+# Install systemctl
+RUN apt-get update && \
+    apt-get install -y -o Dpkg::Options::="--force-confdef" systemd && \
+    apt-get clean
+
+# Install tini
+RUN apt-get update && \
+    apt-get install -y tini && \
+    apt-get clean
+
+# Change pip source
+RUN pip config set global.index-url "${PIP_INDEX}" && \
+    pip config set global.extra-index-url "${PIP_INDEX}" && \
+    python -m pip install --upgrade pip
+
+# Uninstall nv-pytorch fork
+RUN pip uninstall -y torch torchvision torchaudio \
+    pytorch-quantization pytorch-triton torch-tensorrt \
+    xgboost transformer_engine flash_attn apex megatron-core grpcio
+
+# Install torch-2.6.0+cu124 + vllm-0.8.3
+# torch-2.6.0+cu124: cxx11abi=False
+# torch-2.6.0+cu126: cxx11abi=True
+# see https://github.com/flashinfer-ai/flashinfer/issues/911
+RUN pip install --no-cache-dir "vllm==0.8.3" "torch==2.6.0" "torchvision==0.21.0" "torchaudio==2.6.0" "tensordict==0.6.2" torchdata \
+    "transformers[hf_xet]>=4.51.0" accelerate datasets peft hf-transfer \
+    "numpy<2.0.0" "pyarrow>=15.0.0" pandas \
+    ray[default] codetiming hydra-core pylatexenc qwen-vl-utils wandb dill pybind11 liger-kernel mathruler \
+    pytest py-spy pyext pre-commit ruff tensorboard
+
+# Install flash-attn-2.7.4.post1 (cxx11abi=False)
+RUN wget -nv https://github.com/Dao-AILab/flash-attention/releases/download/v2.7.4.post1/flash_attn-2.7.4.post1+cu12torch2.6cxx11abiFALSE-cp310-cp310-linux_x86_64.whl && \
+    pip install --no-cache-dir flash_attn-2.7.4.post1+cu12torch2.6cxx11abiFALSE-cp310-cp310-linux_x86_64.whl
+
+# Install flashinfer-0.2.2.post1+cu124 (cxx11abi=False)
+# vllm-0.8.3 does not support flashinfer>=0.2.3
+# see https://github.com/vllm-project/vllm/pull/15777
+RUN wget -nv https://github.com/flashinfer-ai/flashinfer/releases/download/v0.2.2.post1/flashinfer_python-0.2.2.post1+cu124torch2.6-cp38-abi3-linux_x86_64.whl && \
+    pip install --no-cache-dir flashinfer_python-0.2.2.post1+cu124torch2.6-cp38-abi3-linux_x86_64.whl
+
+# Fix packages
+RUN pip uninstall -y pynvml nvidia-ml-py && \
+    pip install --no-cache-dir --upgrade "nvidia-ml-py>=12.560.30" "fastapi[standard]>=0.115.0" "optree>=0.13.0" "pydantic>=2.9" "grpcio>=1.62.1"
+
+# Install verl
+RUN pip install --no-cache-dir verl[vllm] -U
+
+# Reset pip config
+RUN pip config unset global.index-url && \
+    pip config unset global.extra-index-url
diff --git a/verl/docker/Dockerfile.ngc.vllm0.8.sagemaker b/verl/docker/Dockerfile.ngc.vllm0.8.sagemaker
new file mode 100644
index 0000000000000000000000000000000000000000..2746fa9f8e115c0c6ad43627b2d4200df75d597b
--- /dev/null
+++ b/verl/docker/Dockerfile.ngc.vllm0.8.sagemaker
@@ -0,0 +1,46 @@
+# Using a pre-built image from AWS DLC which contains the current version of python (3.10) and supported cuda version (12.1)
+FROM 763104351884.dkr.ecr.us-east-1.amazonaws.com/huggingface-pytorch-training:2.1.0-transformers4.36.0-gpu-py310-cu121-ubuntu20.04
+
+# uninstall nv-pytorch fork
+RUN pip3 uninstall -y pytorch-quantization \
+    pytorch-triton torch torch-tensorrt torchvision \
+    xgboost transformer_engine flash_attn apex megatron-core
+
+# Define environments
+ENV MAX_JOBS=32
+ENV VLLM_WORKER_MULTIPROC_METHOD=spawn
+ENV DEBIAN_FRONTEND=noninteractive
+ENV NODE_OPTIONS=""
+ENV HF_HUB_ENABLE_HF_TRANSFER="1"
+
+# Install systemctl
+RUN apt-get update && \
+    apt-get install -y -o Dpkg::Options::="--force-confdef" systemd && \
+    apt-get clean
+
+# Install tini
+RUN apt-get update && \
+    apt-get install -y tini && \
+    apt-get clean
+
+# Install torch-2.6.0 + vllm-0.8.2
+RUN pip install --no-cache-dir vllm==0.8.2 torch==2.6.0 torchvision==0.21.0 torchaudio==2.6.0 tensordict torchdata==0.11.0 \
+    transformers>=4.49.0 accelerate datasets peft hf-transfer \
+    ray[default] codetiming hydra-core pandas pyarrow>=15.0.0 pylatexenc qwen-vl-utils wandb dill pybind11 liger-kernel mathruler \
+    pytest pre-commit py-spy pyext ruff tensorboard
+
+# Install flash_attn-2.7.4.post1
+RUN pip uninstall -y transformer-engine flash-attn && \
+    pip install flash-attn==2.7.4.post1 --no-build-isolation
+
+# Fix cv2
+RUN pip uninstall -y pynvml nvidia-ml-py && \
+    pip install --no-cache-dir nvidia-ml-py>=12.560.30 opencv-python-headless==4.8.0.74 fastapi==0.115.6 && \
+    pip install --no-cache-dir --upgrade optree>=0.13.0
+
+# Install verl
+RUN pip install --no-cache-dir verl[vllm] -U
+
+# Reset pip config
+RUN pip config unset global.index-url && \
+    pip config unset global.extra-index-url
diff --git a/verl/docker/Dockerfile.rocm b/verl/docker/Dockerfile.rocm
new file mode 100644
index 0000000000000000000000000000000000000000..16c99aa0540169e0165bc47394f6faa45e007093
--- /dev/null
+++ b/verl/docker/Dockerfile.rocm
@@ -0,0 +1,322 @@
+# FROM "compute-artifactory.amd.com:5000/rocm-plus-docker/framework/compute-rocm-rel-6.4:94_ubuntu22.04_py3.10_pytorch_release-2.7_575e247"
+# FROM "rlfoundation.azurecr.io/rocm6.3.4:vllm-0.8.5-numa-patch-ubuntu-22.04"
+FROM "rlsys/rocm-6.3.4-patch:rocm6.3.4-numa-patch_ubuntu-22.04"
+
+SHELL ["/bin/bash", "-ceuxo", "pipefail"]
+
+ENV MAX_JOBS=512
+
+ENV PATH="/usr/local/python3.12/bin:$PATH"
+RUN ln -sf /usr/bin/python3.12 /usr/bin/python && \
+    ln -sf /usr/bin/pip3.12 /usr/bin/pip
+
+############################################
+############################################
+RUN apt-get update
+RUN apt-get install -y pkg-config liblzma-dev
+############################################
+############################################
+
+
+###########################################
+##########Install TransformerEngine########
+###########################################
+WORKDIR /workspace/
+# transformer-engine install
+# https://github.com/ROCm/TransformerEngine
+
+RUN rm -rf TransformerEngine 
+RUN git clone --recursive https://github.com/ROCm/TransformerEngine.git
+WORKDIR /workspace/TransformerEngine
+RUN git checkout 236178e5
+# git checkout bb061ade
+# git checkout 864405c
+
+ENV NVTE_FRAMEWORK=pytorch 
+ENV NVTE_ROCM_ARCH=gfx942 
+ENV NVTE_USE_HIPBLASLT=1
+ENV NVTE_USE_ROCM=1  
+
+# export CMAKE_PREFIX_PATH="/opt/rocm:/opt/rocm/hip:/usr/local:/usr:${CMAKE_PREFIX_PATH:-}"
+ENV CMAKE_PREFIX_PATH="/opt/rocm:/opt/rocm/hip:/usr/local:/usr"
+
+
+# ENV NVTE_BUILD_MAX_JOBS=$(MAX_JOBS)
+
+RUN MAX_JOBS=$(MAX_JOBS) pip install . -vvv 
+
+WORKDIR /workspace/
+###########################################
+###########################################
+###########################################
+
+
+
+
+
+####################################################################################
+################Install vllm - sglang require vllm 0.6.7 dependency#################
+####################################################################################
+#### Require vllm 0.6.7 - checkout 113274a0
+WORKDIR /workspace/
+RUN rm -rf vllm
+RUN pip uninstall -y vllm
+# Refer to here (down-grade vllm to 0.6.3): https://docs.vllm.ai/en/v0.6.3/getting_started/amd-installation.html
+RUN git clone https://github.com/ROCm/vllm.git
+# git clone https://github.com/vllm-project/vllm.git
+WORKDIR /workspace/vllm
+RUN git checkout 113274a0
+ENV PYTORCH_ROCM_ARCH="gfx90a;gfx942"
+#ENV MAX_JOBS=512
+ENV MAX_JOBS=${MAX_JOBS}
+RUN pip install "boto3>=1.26.0"
+RUN pip install setuptools_scm
+# will add src into py. You can delete the repo
+RUN python3 setup.py install
+WORKDIR /workspace/
+####################################################################################
+####################################################################################
+####################################################################################
+
+
+
+###########################################
+############For hack docker################
+###########################################
+RUN pip install setuptools==75.8.0
+###########################################
+###########################################
+###########################################
+
+
+
+###########################################
+############build sgalng###################
+###########################################
+# Set environment variables
+ENV BASE_DIR=/sgl-workspace
+ENV BUILD_TYPE=all
+ENV SGL_REPO=https://github.com/sgl-project/sglang
+ENV SGL_BRANCH=v0.4.6.post5
+ENV TRITON_REPO=https://github.com/ROCm/triton.git
+ENV TRITON_COMMIT=improve_fa_decode_3.0.0
+ENV AITER_REPO=https://github.com/ROCm/aiter.git
+ENV AITER_COMMIT=v0.1.2
+# v0.1.2 version - commit id: 9d11f47
+# ENV AITER_COMMIT=9d11f47
+
+ENV HIP_FORCE_DEV_KERNARG=1
+ENV HSA_NO_SCRATCH_RECLAIM=1
+ENV SGLANG_SET_CPU_AFFINITY=1
+ENV SGLANG_ALLOW_OVERWRITE_LONGER_CONTEXT_LEN=1
+ENV NCCL_MIN_NCHANNELS=112
+ENV MOE_PADDING=1
+ENV VLLM_FP8_PADDING=1
+ENV VLLM_FP8_ACT_PADDING=1
+ENV VLLM_FP8_WEIGHT_PADDING=1
+ENV VLLM_FP8_REDUCE_CONV=1
+ENV TORCHINDUCTOR_MAX_AUTOTUNE=1
+ENV TORCHINDUCTOR_MAX_AUTOTUNE_POINTWISE=1
+ENV HIPCC_COMPILE_FLAGS_APPEND="--offload-arch=gfx942"
+ENV AMDGPU_TARGETS=gfx942
+ENV ROCM_ARCH=gfx942
+ENV PYTORCH_ROCM_ARCH="gfx90a;gfx942"
+
+# Switch to working directory
+WORKDIR /sgl-workspace
+
+# Clean and create directory
+RUN rm -rf /sgl-workspace && mkdir -p /sgl-workspace
+
+# Clone and build sglang
+RUN git clone ${SGL_REPO} \
+    && cd sglang \
+    && git checkout ${SGL_BRANCH} || echo "Using default branch" \
+    && cd sgl-kernel \
+    && rm -f pyproject.toml \
+    && mv pyproject_rocm.toml pyproject.toml \
+    && python setup_rocm.py install \
+    && cd .. \
+    && if [ "$BUILD_TYPE" = "srt" ]; then \
+         python -m pip --no-cache-dir install -e "python[srt_hip]"; \
+       else \
+         python -m pip --no-cache-dir install -e "python[all_hip]"; \
+       fi \
+    && cd /sgl-workspace \
+    && cp -r /sgl-workspace/sglang /sglang \
+    && python -m pip cache purge
+
+# Install common Python packages
+RUN pip install IPython orjson python-multipart torchao pybind11
+
+# Rebuild Triton
+RUN pip uninstall -y triton || true \
+    && git clone ${TRITON_REPO} \
+    && cd triton \
+    && git checkout ${TRITON_COMMIT} \
+    && cd python \
+    && python3 setup.py install \
+    && cd /sgl-workspace
+
+
+# ENV HIPCC_COMPILE_FLAGS_APPEND="--offload-arch=gfx942 --amdgpu-lower-module-lds-strategy=1"
+# ENV HIPCC_COMPILE_FLAGS_APPEND="--offload-arch=gfx942"
+
+# Build aiter
+#version: Commit 9d11f47
+    # && git checkout ${AITER_COMMIT} \
+RUN pip uninstall -y aiter || true
+RUN git clone ${AITER_REPO} \
+    && cd aiter \
+    && git checkout ${AITER_COMMIT} \
+    && git submodule sync \
+    && git submodule update --init --recursive \
+    && PREBUILD_KERNELS=1 GPU_ARCHS=gfx942 python3 setup.py install \
+    && cd /sgl-workspace
+    # && PREBUILD_KERNELS=1 GPU_ARCHS=gfx942 python3 setup.py develop \
+    # && PREBUILD_KERNELS=1 GPU_ARCHS=gfx942 python3 setup.py develop \
+
+# Copy MI300X config 
+RUN find /sgl-workspace/sglang/python/sglang/srt/layers/quantization/configs/ \
+         /sgl-workspace/sglang/python/sglang/srt/layers/moe/fused_moe_triton/configs/ \
+         -type f -name '*MI300X*' | \
+         xargs -I {} sh -c 'vf_config=$(echo "$1" | sed "s/MI300X/MI300X_VF/"); cp "$1" "$vf_config"' -- {}
+
+# Environment setup complete.
+RUN echo "Environment setup complete."
+
+WORKDIR /workspace/
+###########################################
+###########################################
+###########################################
+
+
+
+
+
+
+###########################################
+###############vllm v0.8.5#################
+###########################################
+# ENV GITHUB_USERNAME=yushengsu-thu
+# ENV GITHUB_MAIL=yushengsu@gmail.com
+
+# RUN git config --global user.name "${GITHUB_USERNAME}" \
+#     && git config --global user.email "${GITHUB_MAIL}" 
+
+WORKDIR /workspace/
+
+ENV VLLM_TARGET_DEVICE=rocm 
+ENV ROCM_PATH=/opt/rocm 
+ENV SETUPTOOLS_SCM_PRETEND_VERSION=0.8.5.dev
+
+# Find the repo path in: DockerFile/Dockerfile.rocm_yang
+# RUN git clone https://github.com/RLFoundation/vllm-patch.git
+RUN pip uninstall -y vllm || true
+RUN rm -rf vllm-patch
+RUN git clone https://github.com/RLFoundation/vllm-patch.git \
+    && cd vllm-patch \
+    && git checkout v0.8.5-sleep-numa \
+    && rm -rf build/ dist/ *.egg-info \
+    && ln -sf /opt/rocm/lib/libamdhip64.so /usr/lib/libamdhip64.so \
+    && SETUPTOOLS_SCM_PRETEND_VERSION=0.8.5.dev PYTORCH_ROCM_ARCH="gfx90a;gfx942" MAX_JOBS=${MAX_JOBS} python3 setup.py install
+    # RUN SETUPTOOLS_SCM_PRETEND_VERSION=0.8.5.dev PYTORCH_ROCM_ARCH="gfx90a;gfx942" MAX_JOBS=${MAX_JOBS} python3 setup.py develop
+
+WORKDIR /workspace/
+###########################################
+###########################################
+###########################################
+
+
+
+
+#########################################
+#### Install megatron-core###############
+#########################################
+RUN pip uninstall -y megatron-core && \
+    git clone https://github.com/yushengsu-thu/Megatron-LM-amd_version.git && \
+    cd Megatron-LM-amd_version && \
+    pip install -vvv -e . && \
+    cd /workspace/
+#########################################
+#########################################
+#########################################
+
+
+
+
+#######################################
+################apex###################
+#######################################
+WORKDIR /workspace/
+RUN pip uninstall -y apex && \
+    git clone https://github.com/ROCm/apex.git && \
+    cd apex && \
+    python setup.py install && \
+    cd /workspace/ 
+#######################################
+#######################################
+#######################################
+
+
+
+
+################################################################################
+###########################Add torch_memory_saver###############################
+################################################################################
+# Set environment variables
+ENV HIPCC_COMPILE_FLAGS_APPEND="--amdgpu-target=gfx90a;gfx942 -D__HIP_PLATFORM_AMD__"
+ENV CFLAGS="-D__HIP_PLATFORM_AMD__"
+ENV CXXFLAGS="-D__HIP_PLATFORM_AMD__"
+RUN pip install "git+https://github.com/YangWang92/torch_memory_saver_numa.git@numa"
+################################################################################
+################################################################################
+################################################################################
+
+
+
+########################################
+######Install ray#######################
+########################################
+# need to add this patch: https://github.com/ray-project/ray/pull/53531/files
+RUN pip uninstall ray -y
+RUN pip install "ray[data,train,tune,serve]>=2.47.0" 
+########################################
+########################################
+########################################
+
+
+
+##########################################
+#######Install other dependencies#########
+##########################################
+RUN pip install "tensordict==0.6.2" --no-deps && \
+    pip install accelerate \
+    codetiming \
+    datasets \
+    dill \
+    hydra-core \
+    liger-kernel \
+    numpy \
+    pandas \
+    peft \
+    "pyarrow>=15.0.0" \
+    pylatexenc \
+    torchdata \
+    wandb \
+    orjson \
+    pybind11
+    
+WORKDIR /workspace/
+RUN git clone https://github.com/volcengine/verl.git && \
+    cd verl && \
+    pip install -e . 
+##########################################
+##########################################
+##########################################
+
+
+
+WORKDIR /workspace/
+
+CMD ["/usr/bin/bash"]
diff --git a/verl/docker/Dockerfile.rocm7 b/verl/docker/Dockerfile.rocm7
new file mode 100644
index 0000000000000000000000000000000000000000..d92001b3f98b263887b2989872bbd35c436ed28a
--- /dev/null
+++ b/verl/docker/Dockerfile.rocm7
@@ -0,0 +1,141 @@
+# default base image
+ARG REMOTE_VLLM="1"
+ARG COMMON_WORKDIR=/app
+ARG BASE_IMAGE=rocm/vllm-dev:base_rocm7_0930_rc1_20250916_tuned_20250917
+
+FROM ${BASE_IMAGE} AS base
+
+ARG ARG_PYTORCH_ROCM_ARCH
+ENV PYTORCH_ROCM_ARCH=${ARG_PYTORCH_ROCM_ARCH:-${PYTORCH_ROCM_ARCH}}
+
+# Install some basic utilities
+RUN apt-get update -q -y && apt-get install -q -y \
+    sqlite3 libsqlite3-dev libfmt-dev libmsgpack-dev libsuitesparse-dev \
+    apt-transport-https ca-certificates wget curl
+# Remove sccache
+RUN python3 -m pip install --upgrade pip
+RUN apt-get purge -y sccache; python3 -m pip uninstall -y sccache; rm -f "$(which sccache)"
+ARG COMMON_WORKDIR
+WORKDIR ${COMMON_WORKDIR}
+
+
+# -----------------------
+# vLLM fetch stages
+FROM base AS fetch_vllm_0
+ONBUILD COPY ./ vllm/
+FROM base AS fetch_vllm_1
+#ARG VLLM_REPO="https://github.com/ROCm/vllm.git"
+#ARG VLLM_BRANCH="main"
+ARG VLLM_REPO=https://github.com/HollowMan6/vllm.git
+ARG VLLM_BRANCH="sleep_amd"
+ONBUILD RUN git clone ${VLLM_REPO} \
+            && cd vllm \
+            && git checkout ${VLLM_BRANCH}
+FROM fetch_vllm_${REMOTE_VLLM} AS fetch_vllm
+
+# -----------------------
+# vLLM build stages
+FROM fetch_vllm AS build_vllm
+# Build vLLM
+RUN cd vllm \
+    && python3 -m pip install -r requirements/rocm.txt \
+    && python3 setup.py clean --all  \
+    && ln -sf /opt/rocm/lib/libamdhip64.so /usr/lib/libamdhip64.so \
+    && VLLM_TARGET_DEVICE=rocm ROCM_PATH=/opt/rocm/ VLLM_GPU_LANG=HIP SETUPTOOLS_SCM_PRETEND_VERSION=0.8.4.dev python3 setup.py bdist_wheel --dist-dir=dist
+    #&& python3 setup.py bdist_wheel --dist-dir=dist
+FROM scratch AS export_vllm
+ARG COMMON_WORKDIR
+COPY --from=build_vllm ${COMMON_WORKDIR}/vllm/dist/*.whl /
+COPY --from=build_vllm ${COMMON_WORKDIR}/vllm/requirements /requirements
+COPY --from=build_vllm ${COMMON_WORKDIR}/vllm/benchmarks /benchmarks
+COPY --from=build_vllm ${COMMON_WORKDIR}/vllm/tests /tests
+COPY --from=build_vllm ${COMMON_WORKDIR}/vllm/examples /examples
+COPY --from=build_vllm ${COMMON_WORKDIR}/vllm/.buildkite /.buildkite
+
+# -----------------------
+# Test vLLM image
+FROM base AS test
+
+RUN python3 -m pip install --upgrade pip && rm -rf /var/lib/apt/lists/*
+
+# Install vLLM
+RUN --mount=type=bind,from=export_vllm,src=/,target=/install \
+    cd /install \
+    && pip install -U -r requirements/rocm.txt \
+    && pip install -U -r requirements/rocm-test.txt \
+    && pip uninstall -y vllm \
+    && pip install *.whl
+
+WORKDIR /vllm-workspace
+ARG COMMON_WORKDIR
+COPY --from=build_vllm ${COMMON_WORKDIR}/vllm /vllm-workspace
+
+# install development dependencies (for testing)
+RUN cd /vllm-workspace \
+    && rm -rf vllm \
+    && python3 -m pip install -e tests/vllm_test_utils \
+    && python3 -m pip install lm-eval[api]==0.4.4 \
+    && python3 -m pip install pytest-shard
+
+# -----------------------
+# Final vLLM image
+FROM base AS final
+
+RUN python3 -m pip install --upgrade pip && rm -rf /var/lib/apt/lists/*
+# Error related to odd state for numpy 1.20.3 where there is no METADATA etc, but an extra LICENSES_bundled.txt.
+# Manually remove it so that later steps of numpy upgrade can continue
+RUN case "$(which python3)" in \
+        *"/opt/conda/envs/py_3.9"*) \
+            rm -rf /opt/conda/envs/py_3.9/lib/python3.9/site-packages/numpy-1.20.3.dist-info/;; \
+        *) ;; esac
+
+RUN python3 -m pip install --upgrade huggingface-hub[cli]
+
+# Install vLLM
+RUN --mount=type=bind,from=export_vllm,src=/,target=/install \
+    cd /install \
+    && pip install -U -r requirements/rocm.txt \
+    && pip uninstall -y vllm \
+    && pip install *.whl
+
+ARG COMMON_WORKDIR
+
+# Copy over the benchmark scripts as well
+COPY --from=export_vllm /benchmarks ${COMMON_WORKDIR}/vllm/benchmarks
+COPY --from=export_vllm /examples ${COMMON_WORKDIR}/vllm/examples
+
+ENV RAY_EXPERIMENTAL_NOSET_ROCR_VISIBLE_DEVICES=1
+ENV TOKENIZERS_PARALLELISM=false
+
+# ENV that can improve safe tensor loading, and end-to-end time
+ENV SAFETENSORS_FAST_GPU=1
+
+# Performance environment variable.
+ENV HIP_FORCE_DEV_KERNARG=1
+
+# -----------------------
+# Install verl
+RUN pip install "tensordict==0.6.2" --no-deps && \
+    pip install accelerate \
+    codetiming \
+    datasets \
+    dill \
+    hydra-core \
+    liger-kernel \
+    numpy \
+    pandas \
+    peft \
+    "pyarrow>=15.0.0" \
+    pylatexenc \
+    torchdata \
+    wandb \
+    orjson \
+    pybind11
+
+WORKDIR /workspace/
+RUN git clone https://github.com/volcengine/verl.git && \
+    cd verl && \
+    pip install -e .
+
+CMD ["/bin/bash"]
+
diff --git a/verl/docker/Dockerfile.rocm_verl-0.3.0.post1 b/verl/docker/Dockerfile.rocm_verl-0.3.0.post1
new file mode 100644
index 0000000000000000000000000000000000000000..185096d9d2e83fc235f04e70260fd3dbfca7dd1c
--- /dev/null
+++ b/verl/docker/Dockerfile.rocm_verl-0.3.0.post1
@@ -0,0 +1,58 @@
+#  Build the docker in the repo dir:
+# docker build -f docker/Dockerfile.rocm -t verl-rocm:03.04.2015 .
+# docker images # you can find your built docker
+
+
+# Support - Traing: fsdp; Inference: vllm
+# FROM rocm/vllm:rocm6.2_mi300_ubuntu20.04_py3.9_vllm_0.6.4
+# Support - Traing: fsdp; Inference: vllm, sglang
+FROM lmsysorg/sglang:v0.4.6.post5-rocm630
+
+# Set working directory
+# WORKDIR $PWD/app
+
+# Set environment variables
+ENV PYTORCH_ROCM_ARCH="gfx90a;gfx942"
+
+ENV HIPCC_COMPILE_FLAGS_APPEND="--amdgpu-target=gfx90a;gfx942 -D__HIP_PLATFORM_AMD__"
+ENV CFLAGS="-D__HIP_PLATFORM_AMD__"
+ENV CXXFLAGS="-D__HIP_PLATFORM_AMD__"
+
+# Install vllm
+RUN pip uninstall -y vllm && \
+    rm -rf vllm && \
+    git clone -b v0.6.3 https://github.com/vllm-project/vllm.git && \
+    cd vllm && \
+    MAX_JOBS=$(nproc) python3 setup.py install && \
+    cd .. && \
+    rm -rf vllm
+
+# Copy the entire project directory
+COPY . .
+
+# Install dependencies
+RUN pip install "tensordict==0.6.2" --no-deps && \
+    pip install accelerate \
+    codetiming \
+    datasets \
+    dill \
+    hydra-core \
+    liger-kernel \
+    numpy \
+    pandas \
+    peft \
+    "pyarrow>=15.0.0" \
+    pylatexenc \
+    "ray[data,train,tune,serve]<2.45.0" \
+    torchdata \
+    transformers \
+    wandb \
+    orjson \
+    pybind11
+    
+RUN git clone https://github.com/volcengine/verl.git && \
+    cd verl && \
+    pip install -e . 
+
+# Install torch_memory_saver
+RUN pip install git+https://github.com/ExtremeViscent/torch_memory_saver.git --no-deps
diff --git a/verl/docker/Dockerfile.sglang b/verl/docker/Dockerfile.sglang
new file mode 100644
index 0000000000000000000000000000000000000000..11ad4a77da682e1f0de33bbed1007e9aefed7b21
--- /dev/null
+++ b/verl/docker/Dockerfile.sglang
@@ -0,0 +1,55 @@
+# Start from the NVIDIA official image (ubuntu-22.04 + python-3.10)
+# https://docs.nvidia.com/deeplearning/frameworks/pytorch-release-notes/rel-24-08.html
+FROM nvcr.io/nvidia/pytorch:24.08-py3
+
+# Define environments
+ENV MAX_JOBS=32
+ENV DEBIAN_FRONTEND=noninteractive
+ENV NODE_OPTIONS=""
+
+# Define installation arguments
+ARG APT_SOURCE=https://mirrors.ustc.edu.cn/ubuntu/
+
+# Set apt source
+RUN cp /etc/apt/sources.list /etc/apt/sources.list.bak && \
+    { \
+    echo "deb ${APT_SOURCE} jammy main restricted universe multiverse"; \
+    echo "deb ${APT_SOURCE} jammy-updates main restricted universe multiverse"; \
+    echo "deb ${APT_SOURCE} jammy-backports main restricted universe multiverse"; \
+    echo "deb ${APT_SOURCE} jammy-security main restricted universe multiverse"; \
+    } > /etc/apt/sources.list
+
+# Install systemctl
+RUN apt-get update && \
+    apt-get install -y -o Dpkg::Options::="--force-confdef" systemd && \
+    apt-get clean
+
+# Install tini
+RUN apt-get update && \
+    apt-get install -y tini && \
+    apt-get clean
+
+# Change pip source
+ARG PIP_INDEX=https://mirrors.aliyun.com/pypi/simple/
+
+RUN pip config set global.index-url "${PIP_INDEX}" && \
+    pip config set global.extra-index-url "${PIP_INDEX}" && \
+    python -m pip install --upgrade pip
+
+# Install sglang-0.4.6.post5 and torch-memory-saver
+RUN pip uninstall -y cuda-python && pip install "sglang[all]==0.4.6.post5" --no-cache-dir --find-links https://flashinfer.ai/whl/cu124/torch2.6/flashinfer-python && pip install torch-memory-saver --no-cache-dir
+
+# Install torch-2.6.0
+RUN pip install --no-cache-dir torch==2.6.0 torchvision==0.21.0 torchaudio==2.6.0 tensordict torchdata \
+    transformers>=4.49.0 accelerate datasets peft hf_transfer \
+    ray[default] codetiming hydra-core pandas pyarrow>=15.0.0 pylatexenc qwen-vl-utils wandb liger-kernel \
+    pytest pre-commit py-spy pyext
+
+# Install flash_attn-2.7.4.post1
+RUN pip uninstall -y transformer-engine flash-attn && \
+    wget -v https://github.com/Dao-AILab/flash-attention/releases/download/v2.7.4.post1/flash_attn-2.7.4.post1+cu12torch2.6cxx11abiFALSE-cp310-cp310-linux_x86_64.whl && \
+    pip install --no-cache-dir flash_attn-2.7.4.post1+cu12torch2.6cxx11abiFALSE-cp310-cp310-linux_x86_64.whl
+
+# Fix cv2
+RUN pip uninstall -y pynvml nvidia-ml-py && \
+    pip install --no-cache-dir nvidia-ml-py>=12.560.30 opencv-python-headless==4.8.0.74 fastapi==0.115.6
diff --git a/verl/docker/README.md b/verl/docker/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..c392923bbfbc3ebcd8516c4ed22afdfab64d1a05
--- /dev/null
+++ b/verl/docker/README.md
@@ -0,0 +1,70 @@
+# Dockerfiles of verl
+
+We provide pre-built Docker images for quick setup. And from this version, we utilize a new image release hierarchy for productivity and stability.
+
+The image types are divided into three large categories:
+
+- **Base Image**: Without inference and training frameworks, only basic dependencies are installed. Can directly install vllm or SGLang on top of it, without need of reinstall torch or CUDA.
+- **Application Image**: Stable version with inference and training frameworks installed.
+- **Preview Image**: Unstable version with the latest frameworks and features.
+
+The first two types of images are hosted on dockerhub [verlai/verl](https://hub.docker.com/r/verlai/verl) repository, while the preview images are hosted on community repository.
+
+> The image versions are mapped with verl releases, for example, image with tag ``verl0.4`` is built for verl release ``v0.4.x``.
+
+## Base Image
+
+The stable base image is ``verlai/verl:base-verl0.5-cu126-cudnn9.8-torch2.7.1-fa2.7.4`` with different CUDA versions.
+
+The update of base image is not frequent, and the app image can be built on top of it without reinstalling base packages.
+
+## Application Image
+
+From this version, we divide images built for vLLM and SGLang as the divergence of dependent packages like FlashInfer.
+There are 2 types of application images available:
+
+- **vLLM with FSDP and Megatron**: ``verlai/verl:app-verl0.5-transformers4.55.4-vllm0.10.0-mcore0.13.0-te2.2``
+- **SGLang with FSDP and Megatron**: `verlai/verl:app-verl0.5-transformers4.55.4-sglang0.4.10.post2-mcore0.13.0-te2.2`
+
+Docker images with Megatron backends are runnable with large language model like ``Qwen/Qwen3-235B-A22B``, ``deepseek-ai/DeepSeek-V3-0324`` post-training. Refer to the :doc:`Large Language Model Post-Training documentation<../perf/dpsk>` for more details.
+
+Application images can be updated frequently, and the Dockerfile can be found in ``docker/verl[version]-[packages]/Dockerfile.app.[frameworks]``. Based on the base image, it is easy to build your own application image with the desired inference and training frameworks.
+
+## Community Image
+
+For vLLM with FSDP, please refer to [hiyouga/verl](https://hub.docker.com/r/hiyouga/verl) repository and the latest version is ``hiyouga/verl:ngc-th2.6.0-cu126-vllm0.8.4-flashinfer0.2.2-cxx11abi0``.
+
+For SGLang with FSDP, please refer to [ocss884/verl-sglang](https://hub.docker.com/r/ocss884/verl-sglang) repository and the latest version is ``ocss884/verl-sglang:ngc-th2.6.0-cu126-sglang0.4.6.post5`` which is provided by SGLang RL Group.
+
+See files under ``docker/`` for NGC-based image or if you want to build your own.
+
+Note that For aws instances with EFA net interface (Sagemaker AI Pod), you need to install EFA driver as shown in ``docker/Dockerfile.extenstion.awsefa``
+
+## Installation from Docker
+
+After pulling the desired Docker image and installing desired inference and training frameworks, you can run it with the following steps:
+
+1. Launch the desired Docker image and attach into it:
+
+```sh
+docker create --runtime=nvidia --gpus all --net=host --shm-size="10g" --cap-add=SYS_ADMIN -v .:/workspace/verl --name verl <image:tag> sleep infinity
+docker start verl
+docker exec -it verl bash
+```
+
+2. If you use the images provided, you only need to install verl itself without dependencies:
+
+```sh
+# install the nightly version (recommended)
+git clone https://github.com/volcengine/verl && cd verl
+pip3 install --no-deps -e .
+```
+
+[Optional] If you hope to switch between different frameworks, you can install verl with the following command:
+
+```sh
+# install the nightly version (recommended)
+git clone https://github.com/volcengine/verl && cd verl
+pip3 install -e .[vllm]
+pip3 install -e .[sglang]
+```
diff --git a/verl/docker/verl0.4-cu124-torch2.6-fa2.7.4/Dockerfile.app.sglang.vllm.mcore0.12.deepep b/verl/docker/verl0.4-cu124-torch2.6-fa2.7.4/Dockerfile.app.sglang.vllm.mcore0.12.deepep
new file mode 100644
index 0000000000000000000000000000000000000000..f08aeee9c7389f036e4b8ca032209495d9f5bffe
--- /dev/null
+++ b/verl/docker/verl0.4-cu124-torch2.6-fa2.7.4/Dockerfile.app.sglang.vllm.mcore0.12.deepep
@@ -0,0 +1,82 @@
+# Start from the verl base image
+# Dockerfile.base
+FROM verlai/verl:base-verl0.4-cu124-cudnn9.8-torch2.6-fa2.7.4
+
+# Define environments
+ENV MAX_JOBS=32
+ENV VLLM_WORKER_MULTIPROC_METHOD=spawn
+ENV DEBIAN_FRONTEND=noninteractive
+ENV NODE_OPTIONS=""
+ENV PIP_ROOT_USER_ACTION=ignore
+ENV HF_HUB_ENABLE_HF_TRANSFER="1"
+
+# Install sglang-0.4.6.post5 and torch-memory-saver
+RUN pip install --resume-retries 999 "sglang[all]==0.4.6.post5" --no-cache-dir --find-links https://flashinfer.ai/whl/cu124/torch2.6/flashinfer-python && pip install torch-memory-saver --no-cache-dir
+
+# Some sglang operations in 0.4.6.post5 require vllm
+# [Warning] vllm can have some packages not compatible with sglang, for example, flashinfer
+RUN pip install --resume-retries 999 --no-cache-dir vllm==0.8.5.post1
+
+# Fix packages
+RUN pip install --no-cache-dir "tensordict==0.6.2" "transformers[hf_xet]>=4.51.0" accelerate datasets peft hf-transfer \
+    "numpy<2.0.0" "pyarrow>=19.0.1" pandas \
+    ray[default] codetiming hydra-core pylatexenc qwen-vl-utils wandb dill pybind11 liger-kernel mathruler blobfile xgrammar \
+    pytest py-spy pyext pre-commit ruff
+
+RUN pip uninstall -y pynvml nvidia-ml-py && \
+    pip install --resume-retries 999 --no-cache-dir --upgrade "nvidia-ml-py>=12.560.30" "fastapi[standard]>=0.115.0" "optree>=0.13.0" "pydantic>=2.9" "grpcio>=1.62.1"
+
+RUN pip install --resume-retries 999 --no-cache-dir nvidia-cudnn-cu12==9.8.0.87
+
+# Install TransformerEngine
+RUN export NVTE_FRAMEWORK=pytorch && pip3 install --resume-retries 999 --no-deps --no-cache-dir --no-build-isolation git+https://github.com/NVIDIA/TransformerEngine.git@v2.2.1
+
+# Install Megatron-LM
+RUN pip3 install --no-deps --no-cache-dir --no-build-isolation git+https://github.com/NVIDIA/Megatron-LM.git@core_v0.12.2
+
+# Fix for transformers 4.53.0
+RUN pip3 install --no-cache-dir "transformers[hf_xet]<4.52.0"
+
+# Install mbridge
+RUN pip3 install --no-cache-dir mbridge
+
+# Install DeepEP
+## the dependency of IBGDA
+RUN ln -s /usr/lib/x86_64-linux-gnu/libmlx5.so.1 /usr/lib/x86_64-linux-gnu/libmlx5.so
+
+## Clone and build deepep and deepep-nvshmem
+RUN git clone -b v2.3.1 https://github.com/NVIDIA/gdrcopy.git && \
+    git clone https://github.com/deepseek-ai/DeepEP.git  && \
+    cd DeepEP && git checkout a84a248
+
+# Prepare nvshmem
+RUN wget https://developer.nvidia.com/downloads/assets/secure/nvshmem/nvshmem_src_3.2.5-1.txz && \
+    tar -xvf nvshmem_src_3.2.5-1.txz && mv nvshmem_src deepep-nvshmem && \
+    cd deepep-nvshmem && git apply ../DeepEP/third-party/nvshmem.patch
+
+ENV CUDA_HOME=/usr/local/cuda
+### Set MPI environment variables. Having errors when not set.
+ENV CPATH=/usr/local/mpi/include:$CPATH
+ENV LD_LIBRARY_PATH=/usr/local/mpi/lib:$LD_LIBRARY_PATH
+ENV LD_LIBRARY_PATH=/usr/local/x86_64-linux-gnu:$LD_LIBRARY_PATH
+ENV GDRCOPY_HOME=/workspace/gdrcopy
+
+## Build deepep-nvshmem
+RUN cd deepep-nvshmem && \
+    NVSHMEM_SHMEM_SUPPORT=0 \
+    NVSHMEM_UCX_SUPPORT=0 \
+    NVSHMEM_USE_NCCL=0 \
+    NVSHMEM_MPI_SUPPORT=0 \
+    NVSHMEM_IBGDA_SUPPORT=1 \
+    NVSHMEM_PMIX_SUPPORT=0 \
+    NVSHMEM_TIMEOUT_DEVICE_POLLING=0 \
+    NVSHMEM_USE_GDRCOPY=1 \
+    cmake -G Ninja -S . -B build/ -DCMAKE_INSTALL_PREFIX=/workspace/deepep-nvshmem/install && cmake --build build/ --target install
+
+ENV NVSHMEM_DIR=/workspace/deepep-nvshmem/install
+ENV LD_LIBRARY_PATH=$NVSHMEM_DIR/lib:$LD_LIBRARY_PATH
+ENV PATH=$NVSHMEM_DIR/bin:$PATH
+
+## Build deepep
+RUN cd DeepEP && \
+    python setup.py install
\ No newline at end of file
diff --git a/verl/docker/verl0.4-cu124-torch2.6-fa2.7.4/Dockerfile.app.vllm.mcore0.12 b/verl/docker/verl0.4-cu124-torch2.6-fa2.7.4/Dockerfile.app.vllm.mcore0.12
new file mode 100644
index 0000000000000000000000000000000000000000..616c701c523a76eb11cfe8364a40ca7329023f73
--- /dev/null
+++ b/verl/docker/verl0.4-cu124-torch2.6-fa2.7.4/Dockerfile.app.vllm.mcore0.12
@@ -0,0 +1,47 @@
+# Start from the verl base image
+# Dockerfile.base
+FROM verlai/verl:base-verl0.4-cu124-cudnn9.8-torch2.6-fa2.7.4
+
+# Define environments
+ENV MAX_JOBS=32
+ENV VLLM_WORKER_MULTIPROC_METHOD=spawn
+ENV DEBIAN_FRONTEND=noninteractive
+ENV NODE_OPTIONS=""
+ENV PIP_ROOT_USER_ACTION=ignore
+ENV HF_HUB_ENABLE_HF_TRANSFER="1"
+
+# Install torch-2.6.0+cu124 + vllm-0.8.5.post1
+# torch-2.6.0+cu124: cxx11abi=False
+# torch-2.6.0+cu126: cxx11abi=True
+# see https://github.com/flashinfer-ai/flashinfer/issues/911
+RUN pip install --resume-retries 999 --no-cache-dir vllm==0.8.5.post1
+
+# Install flashinfer-0.2.2.post1+cu126 (cxx11abi=True)
+# vllm-0.8.3 does not support flashinfer>=0.2.3
+# see https://github.com/vllm-project/vllm/pull/15777
+RUN aria2c --max-tries=9999 https://github.com/flashinfer-ai/flashinfer/releases/download/v0.2.2.post1/flashinfer_python-0.2.2.post1+cu124torch2.6-cp38-abi3-linux_x86_64.whl && \
+    pip install --no-cache-dir flashinfer_python-0.2.2.post1+cu124torch2.6-cp38-abi3-linux_x86_64.whl && \
+    rm flashinfer_python-0.2.2.post1+cu124torch2.6-cp38-abi3-linux_x86_64.whl
+
+# Fix packages
+RUN pip install --no-cache-dir "tensordict==0.6.2" "transformers[hf_xet]>=4.51.0" accelerate datasets peft hf-transfer \
+    "numpy<2.0.0" "pyarrow>=19.0.1" pandas \
+    ray[default] codetiming hydra-core pylatexenc qwen-vl-utils wandb dill pybind11 liger-kernel mathruler blobfile xgrammar \
+    pytest py-spy pyext pre-commit ruff
+
+RUN pip uninstall -y pynvml nvidia-ml-py && \
+    pip install --resume-retries 999 --no-cache-dir --upgrade "nvidia-ml-py>=12.560.30" "fastapi[standard]>=0.115.0" "optree>=0.13.0" "pydantic>=2.9" "grpcio>=1.62.1"
+
+RUN pip install --resume-retries 999 --no-cache-dir nvidia-cudnn-cu12==9.8.0.87
+
+# Install TransformerEngine
+RUN export NVTE_FRAMEWORK=pytorch && pip3 install --resume-retries 999 --no-deps --no-cache-dir --no-build-isolation git+https://github.com/NVIDIA/TransformerEngine.git@v2.2.1
+
+# Install Megatron-LM
+RUN pip3 install --no-deps --no-cache-dir --no-build-isolation git+https://github.com/NVIDIA/Megatron-LM.git@core_v0.12.2
+
+# Fix for transformers 4.53.0
+RUN pip3 install --no-cache-dir "transformers[hf_xet]<4.52.0"
+
+# Install mbridge
+RUN pip3 install --no-cache-dir mbridge
\ No newline at end of file
diff --git a/verl/docker/verl0.4-cu124-torch2.6-fa2.7.4/Dockerfile.app.vllm.mcore0.13.preview b/verl/docker/verl0.4-cu124-torch2.6-fa2.7.4/Dockerfile.app.vllm.mcore0.13.preview
new file mode 100644
index 0000000000000000000000000000000000000000..be6183a8479fe3e379f7ddaa06034c3e1ff64278
--- /dev/null
+++ b/verl/docker/verl0.4-cu124-torch2.6-fa2.7.4/Dockerfile.app.vllm.mcore0.13.preview
@@ -0,0 +1,85 @@
+# Start from the verl base image
+# Dockerfile.base
+FROM verlai/verl:base-verl0.4-cu124-cudnn9.8-torch2.6-fa2.7.4
+
+# Define environments
+ENV MAX_JOBS=32
+ENV VLLM_WORKER_MULTIPROC_METHOD=spawn
+ENV DEBIAN_FRONTEND=noninteractive
+ENV NODE_OPTIONS=""
+ENV PIP_ROOT_USER_ACTION=ignore
+ENV HF_HUB_ENABLE_HF_TRANSFER="1"
+
+# Install torch-2.6.0+cu124 + vllm-0.8.5.post1
+# torch-2.6.0+cu124: cxx11abi=False
+# torch-2.6.0+cu126: cxx11abi=True
+# see https://github.com/flashinfer-ai/flashinfer/issues/911
+RUN pip install --resume-retries 999 --no-cache-dir vllm==0.8.5.post1
+
+# Install flashinfer-0.2.2.post1+cu126 (cxx11abi=True)
+# vllm-0.8.3 does not support flashinfer>=0.2.3
+# see https://github.com/vllm-project/vllm/pull/15777
+RUN aria2c --max-tries=9999 https://github.com/flashinfer-ai/flashinfer/releases/download/v0.2.2.post1/flashinfer_python-0.2.2.post1+cu124torch2.6-cp38-abi3-linux_x86_64.whl && \
+    pip install --no-cache-dir flashinfer_python-0.2.2.post1+cu124torch2.6-cp38-abi3-linux_x86_64.whl && \
+    rm flashinfer_python-0.2.2.post1+cu124torch2.6-cp38-abi3-linux_x86_64.whl
+
+# Fix packages
+RUN pip install --no-cache-dir "tensordict==0.6.2" "transformers[hf_xet]>=4.51.0" accelerate datasets peft hf-transfer \
+    "numpy<2.0.0" "pyarrow>=19.0.1" pandas \
+    ray[default] codetiming hydra-core pylatexenc qwen-vl-utils wandb dill pybind11 liger-kernel mathruler blobfile xgrammar \
+    pytest py-spy pyext pre-commit ruff
+
+RUN pip uninstall -y pynvml nvidia-ml-py && \
+    pip install --resume-retries 999 --no-cache-dir --upgrade "nvidia-ml-py>=12.560.30" "fastapi[standard]>=0.115.0" "optree>=0.13.0" "pydantic>=2.9" "grpcio>=1.62.1"
+
+RUN pip install --resume-retries 999 --no-cache-dir nvidia-cudnn-cu12==9.8.0.87
+
+# Install TransformerEngine
+RUN export NVTE_FRAMEWORK=pytorch && pip3 install --resume-retries 999 --no-deps --no-cache-dir --no-build-isolation git+https://github.com/NVIDIA/TransformerEngine.git@release_v2.5
+
+# Install Megatron-LM
+RUN pip3 install --no-deps --no-cache-dir --no-build-isolation git+https://github.com/NVIDIA/Megatron-LM.git@core_v0.12.2
+
+# Install mbridge
+RUN pip3 install --no-cache-dir mbridge
+
+# Install DeepEP
+## the dependency of IBGDA
+RUN ln -s /usr/lib/x86_64-linux-gnu/libmlx5.so.1 /usr/lib/x86_64-linux-gnu/libmlx5.so
+
+## Clone and build deepep and deepep-nvshmem
+RUN git clone -b v2.3.1 https://github.com/NVIDIA/gdrcopy.git && \
+    git clone https://github.com/deepseek-ai/DeepEP.git  && \
+    cd DeepEP && git checkout a84a248
+
+# Prepare nvshmem
+RUN wget https://developer.nvidia.com/downloads/assets/secure/nvshmem/nvshmem_src_3.2.5-1.txz && \
+    tar -xvf nvshmem_src_3.2.5-1.txz && mv nvshmem_src deepep-nvshmem && \
+    cd deepep-nvshmem && git apply ../DeepEP/third-party/nvshmem.patch
+
+ENV CUDA_HOME=/usr/local/cuda
+### Set MPI environment variables. Having errors when not set.
+ENV CPATH=/usr/local/mpi/include:$CPATH
+ENV LD_LIBRARY_PATH=/usr/local/mpi/lib:$LD_LIBRARY_PATH
+ENV LD_LIBRARY_PATH=/usr/local/x86_64-linux-gnu:$LD_LIBRARY_PATH
+ENV GDRCOPY_HOME=/workspace/gdrcopy
+
+## Build deepep-nvshmem
+RUN cd deepep-nvshmem && \
+    NVSHMEM_SHMEM_SUPPORT=0 \
+    NVSHMEM_UCX_SUPPORT=0 \
+    NVSHMEM_USE_NCCL=0 \
+    NVSHMEM_MPI_SUPPORT=0 \
+    NVSHMEM_IBGDA_SUPPORT=1 \
+    NVSHMEM_PMIX_SUPPORT=0 \
+    NVSHMEM_TIMEOUT_DEVICE_POLLING=0 \
+    NVSHMEM_USE_GDRCOPY=1 \
+    cmake -G Ninja -S . -B build/ -DCMAKE_INSTALL_PREFIX=/workspace/deepep-nvshmem/install && cmake --build build/ --target install
+
+ENV NVSHMEM_DIR=/workspace/deepep-nvshmem/install
+ENV LD_LIBRARY_PATH=$NVSHMEM_DIR/lib:$LD_LIBRARY_PATH
+ENV PATH=$NVSHMEM_DIR/bin:$PATH
+
+## Build deepep
+RUN cd DeepEP && \
+    python setup.py install
\ No newline at end of file
diff --git a/verl/docker/verl0.4-cu124-torch2.6-fa2.7.4/Dockerfile.base b/verl/docker/verl0.4-cu124-torch2.6-fa2.7.4/Dockerfile.base
new file mode 100644
index 0000000000000000000000000000000000000000..25b1d9431e237287bfd720788974894d1c07873e
--- /dev/null
+++ b/verl/docker/verl0.4-cu124-torch2.6-fa2.7.4/Dockerfile.base
@@ -0,0 +1,113 @@
+# Base Docker Image of verl, with CUDA/Torch/FlashAttn/Apex/TransformerEngine, without other frameworks
+# Target: verlai/verl:base-v2-cu124-cudnn9.8-torch2.6-fa2.8.0-te2.3
+# Start from the NVIDIA official image (ubuntu-22.04 + cuda-12.6 + python-3.10)
+# https://docs.nvidia.com/deeplearning/frameworks/pytorch-release-notes/rel-24-08.html
+FROM nvcr.io/nvidia/pytorch:24.08-py3
+
+# Define environments
+ENV MAX_JOBS=16
+ENV VLLM_WORKER_MULTIPROC_METHOD=spawn
+ENV DEBIAN_FRONTEND=noninteractive
+ENV NODE_OPTIONS=""
+ENV PIP_ROOT_USER_ACTION=ignore
+ENV HF_HUB_ENABLE_HF_TRANSFER="1"
+
+# Define installation arguments
+ARG APT_SOURCE=https://mirrors.tuna.tsinghua.edu.cn/ubuntu/
+ARG PIP_INDEX=https://mirrors.tuna.tsinghua.edu.cn/pypi/web/simple
+
+# Set apt source
+RUN cp /etc/apt/sources.list /etc/apt/sources.list.bak && \
+    { \
+    echo "deb ${APT_SOURCE} jammy main restricted universe multiverse"; \
+    echo "deb ${APT_SOURCE} jammy-updates main restricted universe multiverse"; \
+    echo "deb ${APT_SOURCE} jammy-backports main restricted universe multiverse"; \
+    echo "deb ${APT_SOURCE} jammy-security main restricted universe multiverse"; \
+    } > /etc/apt/sources.list
+
+# Install systemctl
+RUN apt-get update && \
+    apt-get install -y -o Dpkg::Options::="--force-confdef" systemd && \
+    apt-get clean
+
+# Install tini
+RUN apt-get update && \
+    apt-get install -y tini aria2 && \
+    apt-get clean
+
+# Change pip source
+RUN pip config set global.index-url "${PIP_INDEX}" && \
+    pip config set global.extra-index-url "${PIP_INDEX}" && \
+    python -m pip install --upgrade pip
+
+# Uninstall nv-pytorch fork
+RUN pip uninstall -y torch torchvision torchaudio \
+    pytorch-quantization pytorch-triton torch-tensorrt \
+    xgboost transformer_engine flash_attn apex megatron-core grpcio
+
+# Reinstall CUDA 12.4
+RUN aria2c https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2204/x86_64/cuda-ubuntu2204.pin && \
+    mv cuda-ubuntu2204.pin /etc/apt/preferences.d/cuda-repository-pin-600
+
+RUN aria2c --always-resume=true --max-tries=99999 https://developer.download.nvidia.com/compute/cuda/12.4.1/local_installers/cuda-repo-ubuntu2204-12-4-local_12.4.1-550.54.15-1_amd64.deb && \
+    dpkg -i cuda-repo-ubuntu2204-12-4-local_12.4.1-550.54.15-1_amd64.deb && \
+    cp /var/cuda-repo-ubuntu2204-12-4-local/cuda-*-keyring.gpg /usr/share/keyrings/ && \
+    apt-get update && \
+    apt-get -y install cuda-toolkit-12-4 && \
+    rm cuda-repo-ubuntu2204-12-4-local_12.4.1-550.54.15-1_amd64.deb && \
+    update-alternatives --set cuda /usr/local/cuda-12.4 && \
+    rm -rf /usr/local/cuda-12.6
+
+RUN pip install --resume-retries 999 --no-cache-dir torch==2.6.0 torchvision==0.21.0 torchaudio==2.6.0
+
+RUN pip install --resume-retries 999 --no-cache-dir "tensordict==0.6.2" torchdata "transformers[hf_xet]>=4.51.0" accelerate datasets peft hf-transfer \
+    "numpy<2.0.0" "pyarrow>=19.0.1" pandas \
+    ray[default] codetiming hydra-core pylatexenc qwen-vl-utils wandb dill pybind11 liger-kernel mathruler blobfile xgrammar \
+    pytest py-spy pyext pre-commit ruff
+
+# Install flash-attn-2.7.4.post1 (cxx11abi=False)
+RUN wget -nv https://github.com/Dao-AILab/flash-attention/releases/download/v2.7.4.post1/flash_attn-2.7.4.post1+cu12torch2.6cxx11abiFALSE-cp310-cp310-linux_x86_64.whl && \
+    pip install --no-cache-dir flash_attn-2.7.4.post1+cu12torch2.6cxx11abiFALSE-cp310-cp310-linux_x86_64.whl
+
+# Fix packages
+RUN pip uninstall -y pynvml nvidia-ml-py && \
+    pip install --no-cache-dir --upgrade "nvidia-ml-py>=12.560.30" "fastapi[standard]>=0.115.0" "optree>=0.13.0" "pydantic>=2.9" "grpcio>=1.62.1"
+
+# Install cudnn
+RUN aria2c --max-tries=9999 https://developer.download.nvidia.com/compute/cudnn/9.8.0/local_installers/cudnn-local-repo-ubuntu2204-9.8.0_1.0-1_amd64.deb && \
+    dpkg -i cudnn-local-repo-ubuntu2204-9.8.0_1.0-1_amd64.deb && \
+    cp /var/cudnn-local-repo-ubuntu2204-9.8.0/cudnn-*-keyring.gpg /usr/share/keyrings/ && \
+    apt-get update && \
+    apt-get -y install cudnn-cuda-12 && \
+    rm cudnn-local-repo-ubuntu2204-9.8.0_1.0-1_amd64.deb
+
+# Install Apex
+RUN git clone https://github.com/NVIDIA/apex.git && \
+    cd apex && \
+    pip install -v --disable-pip-version-check --no-cache-dir --no-build-isolation --config-settings "--build-option=--cpp_ext" --config-settings "--build-option=--cuda_ext" ./
+
+# Profiling tools
+RUN aria2c --always-resume=true --max-tries=99999 https://developer.nvidia.com/downloads/assets/tools/secure/nsight-systems/2025_3/nsight-systems-2025.3.1_2025.3.1.90-1_amd64.deb && \
+    apt-get update && apt-get install -y libxcb-cursor0 && \
+    dpkg -i ./nsight-systems-2025.3.1_2025.3.1.90-1_amd64.deb && \
+    rm -rf /usr/local/cuda/bin/nsys && \
+    ln -s /opt/nvidia/nsight-systems/2025.3.1/target-linux-x64/nsys  /usr/local/cuda/bin/nsys && \
+    rm -rf /usr/local/cuda/bin/nsys-ui && \
+    ln -s /opt/nvidia/nsight-systems/2025.3.1/target-linux-x64/nsys-ui /usr/local/cuda/bin/nsys-ui && \
+    rm nsight-systems-2025.3.1_2025.3.1.90-1_amd64.deb
+
+# Fix opencv
+RUN pip install --resume-retries 999 --no-cache-dir opencv-python
+
+RUN pip install --resume-retries 999 --no-cache-dir opencv-fixer && \
+    python -c "from opencv_fixer import AutoFix; AutoFix()"
+
+RUN pip install --resume-retries 999 --no-cache-dir cuda-bindings
+
+# Reset pip config
+RUN pip config unset global.index-url && \
+    pip config unset global.extra-index-url
+
+RUN apt-get update && \
+    apt-get install -y libfreeimage3 libfreeimage-dev zlib1g htop
+
diff --git a/verl/docker/verl0.5-cu126-torch2.7-fa2.7.4/Dockerfile.app.sglang0.4.10.post2.mcore0.13 b/verl/docker/verl0.5-cu126-torch2.7-fa2.7.4/Dockerfile.app.sglang0.4.10.post2.mcore0.13
new file mode 100644
index 0000000000000000000000000000000000000000..d1be8fb450bf0fe62fcf3d2cc3a140867ce99827
--- /dev/null
+++ b/verl/docker/verl0.5-cu126-torch2.7-fa2.7.4/Dockerfile.app.sglang0.4.10.post2.mcore0.13
@@ -0,0 +1,37 @@
+# Start from the verl base image
+# Dockerfile.base
+FROM verlai/verl:base-verl0.5-cu126-cudnn9.8-torch2.7.1-fa2.7.4
+
+# Define environments
+ENV MAX_JOBS=8
+ENV VLLM_WORKER_MULTIPROC_METHOD=spawn
+ENV DEBIAN_FRONTEND=noninteractive
+ENV NODE_OPTIONS=""
+ENV PIP_ROOT_USER_ACTION=ignore
+ENV HF_HUB_ENABLE_HF_TRANSFER="1"
+
+# Install sglang-0.4.10
+# Install FlashInfer Python package
+RUN pip install --upgrade pip setuptools packaging
+RUN pip install --resume-retries 999 --no-cache-dir --no-build-isolation flashinfer-python==0.2.9rc1
+RUN pip install --resume-retries 999 --no-cache-dir --no-build-isolation "sglang[all]==0.4.10.post2"
+
+# Fix packages
+RUN pip install --no-cache-dir "tensordict==0.6.2" "transformers[hf_xet]==4.55.4" accelerate datasets peft hf-transfer \
+    "numpy<2.0.0" "pyarrow>=19.0.1" pandas \
+    ray[default] codetiming hydra-core pylatexenc qwen-vl-utils wandb dill pybind11 liger-kernel mathruler blobfile xgrammar \
+    pytest py-spy pyext pre-commit ruff
+
+RUN pip uninstall -y pynvml nvidia-ml-py && \
+    pip install --resume-retries 999 --no-cache-dir --upgrade "nvidia-ml-py>=12.560.30" "fastapi[standard]>=0.115.0" "optree>=0.13.0" "pydantic>=2.9" "grpcio>=1.62.1"
+
+RUN pip install --resume-retries 999 --no-cache-dir nvidia-cudnn-cu12==9.8.0.87
+
+# Install TransformerEngine
+RUN export NVTE_FRAMEWORK=pytorch && pip3 install --resume-retries 999 --no-deps --no-cache-dir --no-build-isolation git+https://github.com/NVIDIA/TransformerEngine.git@v2.2.1
+
+# Install Megatron-LM
+RUN pip3 install --no-deps --no-cache-dir --no-build-isolation git+https://github.com/NVIDIA/Megatron-LM.git@core_v0.13.0
+
+# Install mbridge
+RUN pip3 install --no-cache-dir mbridge
diff --git a/verl/docker/verl0.5-cu126-torch2.7-fa2.7.4/Dockerfile.app.sglang0.4.9.post6.mcore0.13 b/verl/docker/verl0.5-cu126-torch2.7-fa2.7.4/Dockerfile.app.sglang0.4.9.post6.mcore0.13
new file mode 100644
index 0000000000000000000000000000000000000000..d79201a92eec3d778e32a023cfa3a3b32bf3ac55
--- /dev/null
+++ b/verl/docker/verl0.5-cu126-torch2.7-fa2.7.4/Dockerfile.app.sglang0.4.9.post6.mcore0.13
@@ -0,0 +1,37 @@
+# Start from the verl base image
+# Dockerfile.base
+FROM verlai/verl:base-verl0.5-cu126-cudnn9.8-torch2.7.1-fa2.7.4
+
+# Define environments
+ENV MAX_JOBS=8
+ENV VLLM_WORKER_MULTIPROC_METHOD=spawn
+ENV DEBIAN_FRONTEND=noninteractive
+ENV NODE_OPTIONS=""
+ENV PIP_ROOT_USER_ACTION=ignore
+ENV HF_HUB_ENABLE_HF_TRANSFER="1"
+
+# Install sglang-0.4.10
+# Install FlashInfer Python package
+RUN pip install --upgrade pip setuptools packaging
+RUN pip install --resume-retries 999 --no-cache-dir --no-build-isolation flashinfer-python==0.2.9rc1
+RUN pip install --resume-retries 999  --no-cache-dir --no-build-isolation "sglang[all]==0.4.9.post6"
+
+# Fix packages
+RUN pip install --no-cache-dir "tensordict==0.6.2" "transformers[hf_xet]==4.55.4" accelerate datasets peft hf-transfer \
+    "numpy<2.0.0" "pyarrow>=19.0.1" pandas \
+    ray[default] codetiming hydra-core pylatexenc qwen-vl-utils wandb dill pybind11 liger-kernel mathruler blobfile xgrammar \
+    pytest py-spy pyext pre-commit ruff
+
+RUN pip uninstall -y pynvml nvidia-ml-py && \
+    pip install --resume-retries 999 --no-cache-dir --upgrade "nvidia-ml-py>=12.560.30" "fastapi[standard]>=0.115.0" "optree>=0.13.0" "pydantic>=2.9" "grpcio>=1.62.1"
+
+RUN pip install --resume-retries 999 --no-cache-dir nvidia-cudnn-cu12==9.8.0.87
+
+# Install TransformerEngine
+RUN export NVTE_FRAMEWORK=pytorch && pip3 install --resume-retries 999 --no-deps --no-cache-dir --no-build-isolation git+https://github.com/NVIDIA/TransformerEngine.git@v2.2.1
+
+# Install Megatron-LM
+RUN pip3 install --no-deps --no-cache-dir --no-build-isolation git+https://github.com/NVIDIA/Megatron-LM.git@core_v0.13.0
+
+# Install mbridge
+RUN pip3 install --no-cache-dir mbridge
\ No newline at end of file
diff --git a/verl/docker/verl0.5-cu126-torch2.7-fa2.7.4/Dockerfile.app.vllm.mcore0.13 b/verl/docker/verl0.5-cu126-torch2.7-fa2.7.4/Dockerfile.app.vllm.mcore0.13
new file mode 100644
index 0000000000000000000000000000000000000000..9d73e0ffeeb1c8d17c6d9022d5e5411dc5d70cc1
--- /dev/null
+++ b/verl/docker/verl0.5-cu126-torch2.7-fa2.7.4/Dockerfile.app.vllm.mcore0.13
@@ -0,0 +1,38 @@
+# Start from the verl base image
+# Dockerfile.base
+FROM verlai/verl:base-verl0.5-cu126-cudnn9.8-torch2.7.1-fa2.7.4
+
+# Define environments
+ENV MAX_JOBS=32
+ENV VLLM_WORKER_MULTIPROC_METHOD=spawn
+ENV DEBIAN_FRONTEND=noninteractive
+ENV NODE_OPTIONS=""
+ENV PIP_ROOT_USER_ACTION=ignore
+ENV HF_HUB_ENABLE_HF_TRANSFER="1"
+
+# Install torch-2.7.1+cu126 + vllm-0.10.0
+RUN pip install --resume-retries 999 --no-cache-dir vllm==0.10.0
+
+# Fix packages
+# transformers 4.54.0 still not support
+RUN pip install --no-cache-dir "tensordict==0.6.2" "transformers[hf_xet]>=4.55.4" accelerate datasets peft hf-transfer \
+    "numpy<2.0.0" "pyarrow>=19.0.1" pandas \
+    ray[default] codetiming hydra-core pylatexenc qwen-vl-utils wandb dill pybind11 liger-kernel mathruler blobfile xgrammar \
+    pytest py-spy pyext pre-commit ruff
+
+RUN pip uninstall -y pynvml nvidia-ml-py && \
+    pip install --resume-retries 999 --no-cache-dir --upgrade "nvidia-ml-py>=12.560.30" "fastapi[standard]>=0.115.0" "optree>=0.13.0" "pydantic>=2.9" "grpcio>=1.62.1"
+
+RUN pip install --resume-retries 999 --no-cache-dir nvidia-cudnn-cu12==9.8.0.87
+
+# Install TransformerEngine
+RUN export NVTE_FRAMEWORK=pytorch && pip3 install --resume-retries 999 --no-deps --no-cache-dir --no-build-isolation git+https://github.com/NVIDIA/TransformerEngine.git@v2.2.1
+
+# Install Megatron-LM
+RUN pip3 install --no-deps --no-cache-dir --no-build-isolation git+https://github.com/NVIDIA/Megatron-LM.git@core_v0.13.0
+
+# Install mbridge
+RUN pip3 install --no-cache-dir mbridge
+
+# Fix qwen vl
+RUN pip3 install --no-cache-dir --no-deps trl
\ No newline at end of file
diff --git a/verl/docker/verl0.5-cu126-torch2.7-fa2.7.4/Dockerfile.app.vllm.mcore0.15 b/verl/docker/verl0.5-cu126-torch2.7-fa2.7.4/Dockerfile.app.vllm.mcore0.15
new file mode 100644
index 0000000000000000000000000000000000000000..296fd3b74f641efce2c90d6aec81fdcb81b8a867
--- /dev/null
+++ b/verl/docker/verl0.5-cu126-torch2.7-fa2.7.4/Dockerfile.app.vllm.mcore0.15
@@ -0,0 +1,39 @@
+# Start from the verl base image
+# Dockerfile.base
+FROM iseekyan/verl:base-verl0.5-cu126-cudnn9.8-torch2.7.1-fa2.7.4-h100
+
+# Define environments
+ENV MAX_JOBS=32
+ENV VLLM_WORKER_MULTIPROC_METHOD=spawn
+ENV DEBIAN_FRONTEND=noninteractive
+ENV NODE_OPTIONS=""
+ENV PIP_ROOT_USER_ACTION=ignore
+ENV HF_HUB_ENABLE_HF_TRANSFER="1"
+
+# Install torch-2.7.1+cu126 + vllm-0.10.0
+RUN pip install --resume-retries 999 --no-cache-dir vllm==0.10.0
+
+# Fix packages
+# transformers 4.54.0 still not support
+RUN pip install --no-cache-dir "tensordict==0.6.2" "transformers[hf_xet]>=4.55.4" accelerate datasets peft hf-transfer \
+    "numpy<2.0.0" "pyarrow>=19.0.1" pandas \
+    ray[default] codetiming hydra-core pylatexenc qwen-vl-utils wandb dill pybind11 liger-kernel mathruler blobfile xgrammar \
+    pytest py-spy pyext pre-commit ruff
+
+RUN pip uninstall -y pynvml nvidia-ml-py && \
+    pip install --resume-retries 999 --no-cache-dir --upgrade "nvidia-ml-py>=12.560.30" "fastapi[standard]>=0.115.0" "optree>=0.13.0" "pydantic>=2.9" "grpcio>=1.62.1"
+
+RUN pip install --resume-retries 999 --no-cache-dir nvidia-cudnn-cu12==9.8.0.87
+
+# Install TransformerEngine
+RUN export NVTE_FRAMEWORK=pytorch && pip3 install --resume-retries 999 --no-deps --no-cache-dir --no-build-isolation git+https://github.com/NVIDIA/TransformerEngine.git@release_v2.7
+RUN pip install onnxscript
+
+# Install Megatron-LM
+RUN pip3 install --no-deps --no-cache-dir --no-build-isolation git+https://github.com/NVIDIA/Megatron-LM.git@core_v0.15.0rc4
+
+# Install mbridge
+RUN pip3 install --no-cache-dir mbridge==v0.15.0
+
+# Fix qwen vl
+RUN pip3 install --no-cache-dir --no-deps trl
\ No newline at end of file
diff --git a/verl/docker/verl0.5-cu126-torch2.7-fa2.7.4/README.md b/verl/docker/verl0.5-cu126-torch2.7-fa2.7.4/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..3327050e4f2a4a44751e9f483a635b580b2630e4
--- /dev/null
+++ b/verl/docker/verl0.5-cu126-torch2.7-fa2.7.4/README.md
@@ -0,0 +1,27 @@
+# verl image with verl v0.5
+
+## Important packages version
+
+```txt
+cuda==12.6
+cudnn==9.8.0
+torch==2.7.1
+flash_attn=2.7.4.post1
+sglang==0.4.9.post6
+vllm==0.8.5.post1
+vidia-cudnn-cu12==9.8.0.87
+transformer_engine==2.3
+megatron.core==core_v0.12.2
+# Preview
+transformer_engine==2.5
+megatron.core==core_r0.13.0
+```
+
+## Target
+
+- Base image:
+  - `verlai/verl:base-verl0.5-cu126-cudnn9.8-torch2.7.1-fa2.7.4`: We offer a base image with deep ep built in, for vllm/sglang
+- App image:
+  - `verlai/verl:app-verl0.5-transformers4.55.4-vllm0.10.0-mcore0.13.0-te2.2`
+  - `verlai/verl:app-verl0.5-transformers4.55.4-sglang0.4.10.post2-mcore0.13.0-te2.2`
+  - `iseekyan/verl:app-verl0.5-transformers4.55.4-vllm0.10.0-mcore0.15.0-te2.7`
diff --git a/verl/docker/verl0.5-cu126-torch2.7.1-fa2.8.0/Dockerfile.app.sglang.mcore0.12 b/verl/docker/verl0.5-cu126-torch2.7.1-fa2.8.0/Dockerfile.app.sglang.mcore0.12
new file mode 100644
index 0000000000000000000000000000000000000000..205814a234bf4d1162a2fa89f1cd051d6463fb47
--- /dev/null
+++ b/verl/docker/verl0.5-cu126-torch2.7.1-fa2.8.0/Dockerfile.app.sglang.mcore0.12
@@ -0,0 +1,37 @@
+# Start from the verl base image
+# Dockerfile.base
+FROM verlai/verl:base-verl0.5-cu126-cudnn9.8-torch2.7.1-fa2.8.0
+
+# Define environments
+ENV MAX_JOBS=8
+ENV VLLM_WORKER_MULTIPROC_METHOD=spawn
+ENV DEBIAN_FRONTEND=noninteractive
+ENV NODE_OPTIONS=""
+ENV PIP_ROOT_USER_ACTION=ignore
+ENV HF_HUB_ENABLE_HF_TRANSFER="1"
+
+# Install sglang-0.4.8 and torch-memory-saver
+# Install FlashInfer Python package
+RUN pip install --upgrade pip setuptools packaging
+RUN pip install --resume-retries 999 --no-cache-dir --no-build-isolation flashinfer-python==0.2.6.post1
+RUN pip install --resume-retries 999  --no-cache-dir "sglang[all]==0.4.8" && pip install torch-memory-saver --no-cache-dir
+
+# Fix packages
+RUN pip install --no-cache-dir "tensordict==0.6.2" "transformers[hf_xet]>=4.51.0" accelerate datasets peft hf-transfer \
+    "numpy<2.0.0" "pyarrow>=19.0.1" pandas \
+    ray[default] codetiming hydra-core pylatexenc qwen-vl-utils wandb dill pybind11 liger-kernel mathruler blobfile xgrammar \
+    pytest py-spy pyext pre-commit ruff
+
+RUN pip uninstall -y pynvml nvidia-ml-py && \
+    pip install --resume-retries 999 --no-cache-dir --upgrade "nvidia-ml-py>=12.560.30" "fastapi[standard]>=0.115.0" "optree>=0.13.0" "pydantic>=2.9" "grpcio>=1.62.1"
+
+RUN pip install --resume-retries 999 --no-cache-dir nvidia-cudnn-cu12==9.8.0.87
+
+# Install TransformerEngine
+RUN export NVTE_FRAMEWORK=pytorch && pip3 install --resume-retries 999 --no-deps --no-cache-dir --no-build-isolation git+https://github.com/NVIDIA/TransformerEngine.git@v2.3
+
+# Install Megatron-LM
+RUN pip3 install --no-deps --no-cache-dir --no-build-isolation git+https://github.com/NVIDIA/Megatron-LM.git@core_v0.12.2
+
+# Install mbridge
+RUN pip3 install --no-cache-dir mbridge
\ No newline at end of file
diff --git a/verl/docker/verl0.5-cu126-torch2.7.1-fa2.8.0/Dockerfile.app.sglang.mcore0.13.preview b/verl/docker/verl0.5-cu126-torch2.7.1-fa2.8.0/Dockerfile.app.sglang.mcore0.13.preview
new file mode 100644
index 0000000000000000000000000000000000000000..5704813d9eee80a7ca790b204a836e81d58cbf1a
--- /dev/null
+++ b/verl/docker/verl0.5-cu126-torch2.7.1-fa2.8.0/Dockerfile.app.sglang.mcore0.13.preview
@@ -0,0 +1,37 @@
+# Start from the verl base image
+# Dockerfile.base
+FROM verlai/verl:base-verl0.5-cu126-cudnn9.8-torch2.7.1-fa2.8.0
+
+# Define environments
+ENV MAX_JOBS=8
+ENV VLLM_WORKER_MULTIPROC_METHOD=spawn
+ENV DEBIAN_FRONTEND=noninteractive
+ENV NODE_OPTIONS=""
+ENV PIP_ROOT_USER_ACTION=ignore
+ENV HF_HUB_ENABLE_HF_TRANSFER="1"
+
+# Install sglang-0.4.8 and torch-memory-saver
+# Install FlashInfer Python package
+RUN pip install --upgrade pip setuptools packaging
+RUN pip install --resume-retries 999 --no-cache-dir --no-build-isolation flashinfer-python==0.2.6.post1
+RUN pip install --resume-retries 999  --no-cache-dir "sglang[all]==0.4.8" && pip install torch-memory-saver --no-cache-dir
+
+# Fix packages
+RUN pip install --no-cache-dir "tensordict==0.6.2" "transformers[hf_xet]>=4.51.0" accelerate datasets peft hf-transfer \
+    "numpy<2.0.0" "pyarrow>=19.0.1" pandas \
+    ray[default] codetiming hydra-core pylatexenc qwen-vl-utils wandb dill pybind11 liger-kernel mathruler blobfile xgrammar \
+    pytest py-spy pyext pre-commit ruff
+
+RUN pip uninstall -y pynvml nvidia-ml-py && \
+    pip install --resume-retries 999 --no-cache-dir --upgrade "nvidia-ml-py>=12.560.30" "fastapi[standard]>=0.115.0" "optree>=0.13.0" "pydantic>=2.9" "grpcio>=1.62.1"
+
+RUN pip install --resume-retries 999 --no-cache-dir nvidia-cudnn-cu12==9.8.0.87
+
+# Install TransformerEngine
+RUN export NVTE_FRAMEWORK=pytorch && pip3 install --resume-retries 999 --no-deps --no-cache-dir --no-build-isolation git+https://github.com/NVIDIA/TransformerEngine.git@release_v2.5
+
+# Install Megatron-LM
+RUN pip3 install --no-deps --no-cache-dir --no-build-isolation git+https://github.com/NVIDIA/Megatron-LM.git@core_v0.12.2
+
+# Install mbridge
+RUN pip3 install --no-cache-dir mbridge
\ No newline at end of file
diff --git a/verl/docker/verl0.5-preview-cu128-torch2.7.1-fa2.8.0/Dockerfile.base b/verl/docker/verl0.5-preview-cu128-torch2.7.1-fa2.8.0/Dockerfile.base
new file mode 100644
index 0000000000000000000000000000000000000000..29c49faa848c0e15350abaf48cad7f8a899f4eb6
--- /dev/null
+++ b/verl/docker/verl0.5-preview-cu128-torch2.7.1-fa2.8.0/Dockerfile.base
@@ -0,0 +1,91 @@
+# Base Docker Image of verl, with CUDA/Torch/FlashAttn/Apex/TransformerEngine, without other frameworks
+# Target: verlai/verl:base-verl0.5-preview-cu128-cudnn9.8-torch2.7.1-fa2.8.0-fi0.2.6
+# Start from the NVIDIA official image (ubuntu-22.04 + cuda-12.6 + python-3.10)
+# https://docs.nvidia.com/deeplearning/frameworks/pytorch-release-notes/rel-24-08.html
+FROM nvcr.io/nvidia/pytorch:25.02-py3
+
+# Define environments
+ENV MAX_JOBS=16
+ENV VLLM_WORKER_MULTIPROC_METHOD=spawn
+ENV DEBIAN_FRONTEND=noninteractive
+ENV NODE_OPTIONS=""
+ENV PIP_ROOT_USER_ACTION=ignore
+ENV HF_HUB_ENABLE_HF_TRANSFER="1"
+
+# Define installation arguments
+ARG APT_SOURCE=https://mirrors.tuna.tsinghua.edu.cn/ubuntu/
+ARG PIP_INDEX=https://mirrors.tuna.tsinghua.edu.cn/pypi/web/simple
+
+# Set apt source
+RUN cp /etc/apt/sources.list /etc/apt/sources.list.bak && \
+    { \
+    echo "deb ${APT_SOURCE} jammy main restricted universe multiverse"; \
+    echo "deb ${APT_SOURCE} jammy-updates main restricted universe multiverse"; \
+    echo "deb ${APT_SOURCE} jammy-backports main restricted universe multiverse"; \
+    echo "deb ${APT_SOURCE} jammy-security main restricted universe multiverse"; \
+    } > /etc/apt/sources.list
+
+# Install systemctl
+RUN apt-get update && \
+    apt-get install -y -o Dpkg::Options::="--force-confdef" systemd && \
+    apt-get clean
+
+# Install tini
+RUN apt-get update && \
+    apt-get install -y tini aria2 libfreeimage3 libfreeimage-dev zlib1g htop && \
+    apt-get clean
+
+# Change pip source
+RUN pip config set global.index-url "${PIP_INDEX}" && \
+    pip config set global.extra-index-url "${PIP_INDEX}" && \
+    python -m pip install --upgrade pip
+
+# Uninstall nv-pytorch fork
+RUN pip uninstall -y torch torchvision torchaudio \
+    pytorch-quantization pytorch-triton torch-tensorrt \
+    xgboost transformer_engine flash_attn apex megatron-core grpcio
+
+RUN pip install --resume-retries 999 --no-cache-dir torch==2.7.1 torchvision==0.22.1 torchaudio==2.7.1 --index-url https://download.pytorch.org/whl/cu128
+
+# Install flash-attn-2.8.0.post2 (cxx11abi=True)
+RUN ABI_FLAG=$(python -c "import torch; print('TRUE' if torch._C._GLIBCXX_USE_CXX11_ABI else 'FALSE')") && \
+    URL="https://github.com/Dao-AILab/flash-attention/releases/download/v2.8.0.post2/flash_attn-2.8.0.post2+cu12torch2.7cxx11abi${ABI_FLAG}-cp312-cp312-linux_x86_64.whl" && \
+    FILE="flash_attn-2.8.0.post2+cu12torch2.7cxx11abi${ABI_FLAG}-cp312-cp312-linux_x86_64.whl" && \
+    wget -nv "${URL}" && \
+    pip install --no-cache-dir "${FILE}"
+
+# Fix packages
+RUN pip uninstall -y pynvml nvidia-ml-py && \
+    pip install --no-cache-dir --upgrade "nvidia-ml-py>=12.560.30" "fastapi[standard]>=0.115.0" "optree>=0.13.0" "pydantic>=2.9" "grpcio>=1.62.1"
+
+# Install cudnn
+RUN aria2c --max-tries=9999 https://developer.download.nvidia.com/compute/cudnn/9.8.0/local_installers/cudnn-local-repo-ubuntu2204-9.8.0_1.0-1_amd64.deb && \
+    dpkg -i cudnn-local-repo-ubuntu2204-9.8.0_1.0-1_amd64.deb && \
+    cp /var/cudnn-local-repo-ubuntu2204-9.8.0/cudnn-*-keyring.gpg /usr/share/keyrings/ && \
+    apt-get update && \
+    apt-get -y install cudnn-cuda-12 && \
+    rm cudnn-local-repo-ubuntu2204-9.8.0_1.0-1_amd64.deb
+
+# Install Apex
+RUN pip install -v --disable-pip-version-check --no-cache-dir --no-build-isolation --config-settings "--build-option=--cpp_ext" --config-settings "--build-option=--cuda_ext" --resume-retries 999 git+https://github.com/NVIDIA/apex.git
+
+# Profiling tools
+RUN aria2c --always-resume=true --max-tries=99999 https://developer.nvidia.com/downloads/assets/tools/secure/nsight-systems/2025_3/nsight-systems-2025.3.1_2025.3.1.90-1_amd64.deb && \
+    apt-get update && apt-get install -y libxcb-cursor0
+
+RUN apt-get install -y ./nsight-systems-2025.3.1_2025.3.1.90-1_amd64.deb && \
+    rm -rf /usr/local/cuda/bin/nsys && \
+    ln -s /opt/nvidia/nsight-systems/2025.3.1/target-linux-x64/nsys  /usr/local/cuda/bin/nsys && \
+    rm -rf /usr/local/cuda/bin/nsys-ui && \
+    ln -s /opt/nvidia/nsight-systems/2025.3.1/target-linux-x64/nsys-ui /usr/local/cuda/bin/nsys-ui && \
+    rm nsight-systems-2025.3.1_2025.3.1.90-1_amd64.deb
+
+RUN pip install --resume-retries 999 --no-cache-dir "tensordict==0.6.2" torchdata "transformers[hf_xet]>=4.51.0" accelerate datasets peft hf-transfer \
+    "numpy<2.0.0" "pyarrow>=19.0.1" pandas cuda-bindings \
+    ray[default] codetiming hydra-core pylatexenc qwen-vl-utils wandb dill pybind11 liger-kernel mathruler blobfile xgrammar \
+    pytest py-spy pre-commit ruff
+
+# Reset pip config
+RUN pip config unset global.index-url && \
+    pip config unset global.extra-index-url
+
diff --git a/verl/docs/README.md b/verl/docs/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..8c5db04874138435ef986342a7b8be668b81d0b0
--- /dev/null
+++ b/verl/docs/README.md
@@ -0,0 +1,22 @@
+# verl documentations
+
+## Build the docs
+
+```bash
+# If you want to view auto-generated API docstring, please make sure verl is available in python path. For instance, install verl via:
+# pip install .. -e[test]
+
+# Install dependencies needed for building docs.
+pip install -r requirements-docs.txt
+
+# Build the docs.
+make clean
+make html
+```
+
+## Open the docs with your browser
+
+```bash
+python -m http.server -d _build/html/
+```
+Launch your browser and navigate to http://localhost:8000 to view the documentation. Alternatively you could drag the file `_build/html/index.html` to your local browser and view directly.
diff --git a/verl/docs/_static/custom.css b/verl/docs/_static/custom.css
new file mode 100644
index 0000000000000000000000000000000000000000..32f08475754bc280bca407d1643ec3aa68eeacf3
--- /dev/null
+++ b/verl/docs/_static/custom.css
@@ -0,0 +1,217 @@
+/* Make the documentation use full screen width */
+.wy-nav-content {
+    max-width: none !important;
+    width: 100% !important;
+    padding: 1.618em 3.236em !important;
+}
+
+/* Adjust the content wrapper - will be set by JavaScript */
+.wy-nav-content-wrap {
+    margin-left: 300px;
+    transition: margin-left 0.2s ease;
+    width: auto !important;
+    position: relative !important;
+    background: white !important;
+    min-height: 100vh !important;
+}
+
+/* Make the main content area responsive */
+.rst-content {
+    max-width: none !important;
+    width: 100% !important;
+}
+
+/* Optional: Adjust table widths to prevent overflow */
+.rst-content table.docutils {
+    width: 100% !important;
+    table-layout: auto !important;
+}
+
+/* Optional: Better code block width handling */
+.rst-content .highlight {
+    width: 100% !important;
+}
+
+/* Content area positioning already handled above */
+
+/* Optional: Improve readability with some margin on very wide screens */
+@media (min-width: 1400px) {
+    .wy-nav-content {
+        max-width: none !important;
+        margin: 0 auto !important;
+    }
+}
+
+/* Resizable sidebar styles */
+.wy-nav-side {
+    position: fixed !important;
+    top: 0 !important;
+    bottom: 0 !important;
+    left: 0 !important;
+    width: 300px;
+    min-width: 200px;
+    max-width: 600px;
+    display: flex;
+    flex-direction: column;
+    z-index: 200 !important;
+}
+
+/* Ensure sidebar header (logo, search) adapts to width */
+.wy-side-nav-search {
+    width: 100% !important;
+    box-sizing: border-box !important;
+    padding: 0.809em 0.809em !important;
+}
+
+.wy-side-nav-search input[type="text"] {
+    width: 100% !important;
+    box-sizing: border-box !important;
+}
+
+/* Make logo/title area responsive */
+.wy-side-nav-search > div.version {
+    width: 100% !important;
+}
+
+.wy-side-nav-search > a {
+    width: 100% !important;
+    display: block !important;
+    white-space: nowrap !important;
+    overflow: hidden !important;
+    text-overflow: ellipsis !important;
+}
+
+/* Responsive adjustments for narrow sidebar */
+@media (max-width: 300px) {
+    .wy-side-nav-search > a {
+        font-size: 0.9em !important;
+    }
+    
+    .wy-side-nav-search input[type="text"] {
+        font-size: 0.8em !important;
+    }
+}
+
+/* Ensure search input doesn't overflow */
+.wy-side-nav-search form {
+    width: 100% !important;
+    margin: 0 !important;
+}
+
+/* Make search icon responsive */
+.wy-side-nav-search .wy-dropdown {
+    width: 100% !important;
+}
+
+/* Adjust search results dropdown width */
+.wy-side-nav-search .wy-dropdown-menu {
+    width: 100% !important;
+    max-width: none !important;
+    left: 0 !important;
+    right: 0 !important;
+}
+
+/* Resize handle is created by JavaScript */
+
+/* Make sure the sidebar content doesn't overflow */
+.wy-side-scroll {
+    width: 100% !important;
+    flex: 1 !important;
+    overflow-y: auto !important;
+    overflow-x: hidden !important;
+    padding-right: 10px !important;
+    box-sizing: border-box !important;
+    scroll-behavior: auto !important; /* Prevent smooth scrolling on sidebar itself */
+}
+
+/* Ensure proper scroll behavior for main content area */
+html {
+    scroll-behavior: smooth !important;
+}
+
+/* Ensure anchor links work properly in main content */
+.wy-nav-content-wrap {
+    scroll-behavior: smooth !important;
+}
+
+/* Fix scroll to target for anchor links */
+.rst-content {
+    scroll-behavior: smooth !important;
+}
+
+/* Fix anchor scroll offset to account for fixed header */
+.rst-content .section {
+    scroll-margin-top: 60px;
+}
+
+/* Fix anchor scroll offset for headers */
+.rst-content h1, .rst-content h2, .rst-content h3, .rst-content h4, .rst-content h5, .rst-content h6 {
+    scroll-margin-top: 60px;
+}
+
+/* Fix anchor scroll offset for specific scroll targets */
+.rst-content .headerlink {
+    scroll-margin-top: 60px;
+}
+
+/* Fix sidebar navigation styling */
+.wy-menu-vertical {
+    width: 100% !important;
+}
+
+.wy-menu-vertical li {
+    width: 100% !important;
+}
+
+.wy-menu-vertical a {
+    width: 100% !important;
+    word-wrap: break-word !important;
+    white-space: normal !important;
+}
+
+/* Content area margin is handled by JavaScript */
+
+/* Custom drag handle (more visible) */
+.resize-handle {
+    position: absolute;
+    top: 0;
+    right: 0;
+    width: 8px;
+    height: 100%;
+    background: #ccc;
+    cursor: col-resize;
+    z-index: 1001;
+    opacity: 0.3;
+    transition: opacity 0.2s ease;
+}
+
+.resize-handle:hover {
+    opacity: 0.8;
+    background: #999;
+}
+
+.resize-handle::before {
+    content: '';
+    position: absolute;
+    top: 50%;
+    left: 50%;
+    width: 2px;
+    height: 20px;
+    background: #666;
+    transform: translate(-50%, -50%);
+    border-radius: 1px;
+}
+
+.resize-handle:hover::before {
+    background: #333;
+}
+
+/* Ensure smooth resizing */
+.wy-nav-side.resizing {
+    user-select: none;
+    pointer-events: none;
+}
+
+.wy-nav-side.resizing .wy-side-scroll {
+    overflow: hidden;
+}
\ No newline at end of file
diff --git a/verl/docs/_static/js/resizable-sidebar.js b/verl/docs/_static/js/resizable-sidebar.js
new file mode 100644
index 0000000000000000000000000000000000000000..2a51fa90043bb0ecf78149b092fd3447740fdaee
--- /dev/null
+++ b/verl/docs/_static/js/resizable-sidebar.js
@@ -0,0 +1,251 @@
+// Resizable sidebar functionality
+document.addEventListener('DOMContentLoaded', function() {
+    const sidebar = document.querySelector('.wy-nav-side');
+    const content = document.querySelector('.wy-nav-content-wrap');
+    
+    if (!sidebar || !content) return;
+    
+    // Create resize handle
+    const resizeHandle = document.createElement('div');
+    resizeHandle.className = 'resize-handle';
+    sidebar.appendChild(resizeHandle);
+    
+    let isResizing = false;
+    let startX = 0;
+    let startWidth = 0;
+    
+    // Get initial width
+    const getInitialWidth = () => {
+        return 300; // Default width
+    };
+    
+    // Save width to localStorage
+    const saveWidth = (width) => {
+        localStorage.setItem('sidebar-width', width);
+    };
+    
+    // Load width from localStorage
+    const loadWidth = () => {
+        const savedWidth = localStorage.getItem('sidebar-width');
+        if (savedWidth) {
+            const width = parseInt(savedWidth, 10);
+            if (width >= 200 && width <= 600) {
+                return width;
+            }
+        }
+        return getInitialWidth();
+    };
+    
+    // Apply width to sidebar and content
+    const applyWidth = (width) => {
+        // Update sidebar width
+        sidebar.style.width = width + 'px';
+        
+        // Update content margin with !important to override any CSS
+        content.style.setProperty('margin-left', width + 'px', 'important');
+        
+        // Also update any other content wrapper that might exist
+        const contentInner = document.querySelector('.wy-nav-content');
+        if (contentInner) {
+            contentInner.style.setProperty('margin-left', '0px', 'important');
+        }
+        
+        // Force reflow and repaint
+        sidebar.offsetHeight;
+        content.offsetHeight;
+        
+        // Trigger window resize event to notify other components
+        window.dispatchEvent(new Event('resize'));
+    };
+    
+    // Initialize with saved width
+    const initialWidth = loadWidth();
+    applyWidth(initialWidth);
+    
+    // Mouse down on resize handle
+    resizeHandle.addEventListener('mousedown', (e) => {
+        isResizing = true;
+        startX = e.clientX;
+        startWidth = parseInt(window.getComputedStyle(sidebar).width, 10);
+        
+        sidebar.classList.add('resizing');
+        document.body.style.cursor = 'col-resize';
+        document.body.style.userSelect = 'none';
+        
+        // Add overlay to prevent iframe issues
+        const overlay = document.createElement('div');
+        overlay.style.cssText = `
+            position: fixed;
+            top: 0;
+            left: 0;
+            width: 100%;
+            height: 100%;
+            z-index: 9999;
+            cursor: col-resize;
+        `;
+        overlay.id = 'resize-overlay';
+        document.body.appendChild(overlay);
+        
+        e.preventDefault();
+    });
+    
+    // Mouse move
+    document.addEventListener('mousemove', (e) => {
+        if (!isResizing) return;
+        
+        const width = startWidth + e.clientX - startX;
+        const clampedWidth = Math.max(200, Math.min(600, width));
+        applyWidth(clampedWidth);
+    });
+    
+    // Mouse up
+    document.addEventListener('mouseup', () => {
+        if (!isResizing) return;
+        
+        isResizing = false;
+        sidebar.classList.remove('resizing');
+        document.body.style.cursor = '';
+        document.body.style.userSelect = '';
+        
+        // Remove overlay
+        const overlay = document.getElementById('resize-overlay');
+        if (overlay) {
+            overlay.remove();
+        }
+        
+        // Save the current width
+        const currentWidth = parseInt(window.getComputedStyle(sidebar).width, 10);
+        saveWidth(currentWidth);
+    });
+    
+    // Handle window resize - removed to prevent infinite loop
+    // The sidebar width is fixed and managed by drag functionality, no need to recalculate on window resize
+    
+    // Double-click to reset to default width
+    resizeHandle.addEventListener('dblclick', () => {
+        const defaultWidth = 300;
+        applyWidth(defaultWidth);
+        saveWidth(defaultWidth);
+    });
+});
+
+// Fix navigation issues - Using MutationObserver for reliable initialization
+document.addEventListener('DOMContentLoaded', function() {
+    let navigationFixed = false;
+    
+    function setupNavigationFix() {
+        if (navigationFixed) return;
+        
+        // Find all links in the sidebar
+        const sidebarLinks = document.querySelectorAll('.wy-menu-vertical a');
+        
+        // Only proceed if we have sidebar links
+        if (sidebarLinks.length === 0) return;
+        
+        console.log('Setting up navigation fix...');
+        
+        sidebarLinks.forEach(function(link) {
+            const href = link.getAttribute('href');
+            
+            // Clone the link to remove all existing event listeners
+            const newLink = link.cloneNode(true);
+            
+            // Add our own click handler
+            newLink.addEventListener('click', function(e) {
+                console.log('Link clicked:', href);
+                
+                // If it's an anchor link within the same page
+                if (href && href.startsWith('#') && href !== '#') {
+                    e.preventDefault();
+                    e.stopPropagation();
+                    
+                    const targetId = href.substring(1);
+                    const targetElement = document.getElementById(targetId);
+                    
+                    if (targetElement) {
+                        // Calculate offset for fixed header
+                        const headerHeight = 60;
+                        const elementPosition = targetElement.getBoundingClientRect().top;
+                        const offsetPosition = elementPosition + window.pageYOffset - headerHeight;
+                        
+                        window.scrollTo({
+                            top: offsetPosition,
+                            behavior: 'smooth'
+                        });
+                        
+                        // Update URL hash
+                        if (history.pushState) {
+                            history.pushState(null, null, '#' + targetId);
+                        } else {
+                            location.hash = '#' + targetId;
+                        }
+                    }
+                }
+                // For external links, navigate normally
+                else if (href && !href.startsWith('#') && !href.startsWith('javascript:')) {
+                    console.log('Navigating to external link:', href);
+                    window.location.href = href;
+                }
+            });
+            
+            // Replace the old link with the new one
+            link.parentNode.replaceChild(newLink, link);
+        });
+        
+        navigationFixed = true;
+        
+        // Handle initial page load with hash
+        if (window.location.hash) {
+            // Use requestAnimationFrame for better timing
+            requestAnimationFrame(() => {
+                const targetId = window.location.hash.substring(1);
+                const targetElement = document.getElementById(targetId);
+                if (targetElement) {
+                    const headerHeight = 60;
+                    const elementPosition = targetElement.getBoundingClientRect().top;
+                    const offsetPosition = elementPosition + window.pageYOffset - headerHeight;
+                    
+                    window.scrollTo({
+                        top: offsetPosition,
+                        behavior: 'smooth'
+                    });
+                }
+            });
+        }
+    }
+    
+    // Try to set up navigation fix immediately
+    setupNavigationFix();
+    
+    // If it didn't work, use MutationObserver to watch for when sidebar links are added
+    if (!navigationFixed) {
+        const observer = new MutationObserver(function(mutations) {
+            mutations.forEach(function(mutation) {
+                if (mutation.type === 'childList' && mutation.addedNodes.length > 0) {
+                    // Check if sidebar links were added
+                    const sidebarLinks = document.querySelectorAll('.wy-menu-vertical a');
+                    if (sidebarLinks.length > 0) {
+                        setupNavigationFix();
+                        if (navigationFixed) {
+                            observer.disconnect();
+                        }
+                    }
+                }
+            });
+        });
+        
+        // Start observing the document for changes
+        observer.observe(document.body, {
+            childList: true,
+            subtree: true
+        });
+        
+        // Fallback timeout in case MutationObserver doesn't work
+        setTimeout(function() {
+            if (!navigationFixed) {
+                setupNavigationFix();
+            }
+            observer.disconnect();
+        }, 5000);
+    }
+});
\ No newline at end of file
diff --git a/verl/docs/hybrid_flow.rst b/verl/docs/hybrid_flow.rst
new file mode 100644
index 0000000000000000000000000000000000000000..3aa5a4a97cb88e564babc11392899149338a5b49
--- /dev/null
+++ b/verl/docs/hybrid_flow.rst
@@ -0,0 +1,266 @@
+=========================================================
+HybridFlow Programming Guide
+=========================================================
+
+Last updated: 06/02/2025.
+
+.. _vermouth: https://github.com/vermouth1992
+
+Author: `Chi Zhang <https://github.com/vermouth1992>`_
+
+verl is an open source implementation of the paper `HybridFlow <https://arxiv.org/abs/2409.19256v2>`_ [1]_. In this section, we will introduce the basic concepts of HybridFlow, the motivation and how to program with verl APIs.
+
+Motivation and Design
+------------------------
+We use dataflow to represent RL systems. [4]_.
+
+DataFlow
+~~~~~~~~~~~~~~~~~~~~
+
+Dataflow is an abstraction of computations. Neural Network training is a typical dataflow. It can be represented by computational graph. 
+
+.. image:: https://github.com/eric-haibin-lin/verl-community/blob/main/docs/dataflow.jpeg?raw=true
+   :alt: The dataflow graph from CS231n 2024 lecture 4
+
+This figure [2]_ represents the computation graph of a polynomial function followed by a sigmoid function. In the data flow of neural network computation, each node represents an operator, and each edge represents the direction of forward/backward propagation. The computation graph determines the architecture of the neural network.
+
+RL as a dataflow problem
+++++++++++++++++++++++++++++++++++++++++++++++
+
+Reinforcement learning (RL) training can also be represented as a dataflow. Below is the dataflow graph that represents the PPO algorithm used in RLHF [3]_:
+
+.. image:: https://picx.zhimg.com/70/v2-cb8ab5ee946a105aab6a563e92682ffa_1440w.avis?source=172ae18b&biz_tag=Post
+  :alt: PPO dataflow graph, credit to Zhihu 低级炼丹师
+
+However, the dataflow of RL has fundamental differences compared with dataflow of neural network training as follows:
+
++--------------------------+--------------------------------------------------+---------------------+
+| Workload                 | Node                                             | Edge                |
++--------------------------+--------------------------------------------------+---------------------+
+| Neural Network Training  | Operator (+/-/matmul/softmax)                    | Tensor movement     |
++--------------------------+--------------------------------------------------+---------------------+
+| Reinforcement Learning   | High-level operators (rollout/model forward)     | Data Movement       |
++--------------------------+--------------------------------------------------+---------------------+
+
+In the case of tabular reinforcement learning, each operator is a simple scalar math operation (e.g., bellman update). In deep reinforcement learning(DRL), each operator is a high-level neural network computation such as model inference/update. This makes RL a two-level dataflow problem:
+
+- Control flow: defines how the high-level operators are executed (e.g., In PPO, we first perform rollout. Then, we perform advantage computation. Finally, we perform training). It expresses the **core logics of RL algorithms**.
+- Computation flow: defines the dataflow of **neural network computation** (e.g., model forward/backward/optimizer).
+
+
+Design Choices
+~~~~~~~~~~~~~~~~~~~~
+The model size used in DRL before the LLM era is typically small. Thus, the high-level neural network computation can be done in a single process. This enables embedding the computation flow inside the control flow as a single process.
+
+However, in the LLM era, the computation flow (e.g., training neural network) becomes a multi-process program. This naturally leads to two design choices:
+
+1. Convert the control flow into a multi-process program as well. Then colocate with computation flow (unified multi-controller)
+
+- Advantages:
+
+  - Achieves the **optimal performance** under fixed computation flow and control flow as the communication overhead in both training and data transfer is minimized.
+
+- Disadvantages:
+
+  - The computation and/or control flow is **hard to reuse** from software perspective as computation code is coupled with specific controller code. For example, the training loop of PPO is generic. Say we have an PPO training flow implemented with a specific computation flow such as FSDP. Neither the control flow or computation flow can be reused if we want to switch the computation flow from FSDP to Megatron, due to the coupling of control and computation flows.
+  - Requires more efforts from the user under flexible and dynamic control flows, due to the multi-process nature of the program.
+
+2. Separate the flows: single process for the control flow and multi-process for computation flow
+
+- Advantages:
+
+  - The computation flow defined elsewhere can be **easily reused** after the decoupling.
+  - The controller runs on a single process. Implementing a new RL algorithm with a **different control flow is simple and easy**.
+
+- Disadvantages:
+
+  - Additional **data communication overhead** each time the controller process and computatation processes interact. The data has to be sent back and forth.
+
+In verl, the latter strategy with separate control flow and computation flow is adopted. verl is designed to decouple the control flow of RL algorithms, and the implementation of computation engines.
+
+Overall Execution Diagram
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+Below is a simplified diagram denoting the execution of a reinforcement learning job. In the diagram, the controller runs on a single process, while the generator/actor workers, critic workers run on multiple processes, placed with specific resource groups. For rollout, the controller passes the data to the generator to perform sample generation. When the rollout is done, the data is passed back to controller for the next step of the algorithm. Similar execution is done for other workers. With the hybrid controller design, the data flow and computation is decoupled to provide both efficiency in computation and flexibility in defining algorithm training loops.
+
+.. figure:: https://github.com/eric-haibin-lin/verl-community/blob/main/docs/driver_worker.png?raw=true
+   :alt: The execution diagram
+
+Codebase walkthrough (PPO)
+------------------------------------------------
+
+Entry function
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+Code: https://github.com/volcengine/verl/blob/main/verl/trainer/main_ppo.py
+
+In this file, we define a remote function `main_task` that serves as the controller (driver) process as shown in the above figure. We also define a ``RewardManager``, where users can customize their reward function based on the data source in the dataset. Note that `RewardManager` should return the final token-level reward that is optimized by RL algorithms. Note that users can combine model-based rewards and rule-based rewards.
+The ``main_task`` constructs a RayPPOTrainer instance and launch the fit. Note that ``main_task`` **runs as a single process**.
+
+We highly recommend that the ``main_task`` is NOT scheduled on the head of the ray cluster because ``main_task`` will consume a lot of memory but the head usually contains very few resources.
+
+Ray trainer
+~~~~~~~~~~~~~~~~~~~~
+Code: https://github.com/volcengine/verl/blob/main/verl/trainer/ppo/ray_trainer.py
+
+The RayPPOTrainer manages 
+
+- Worker and WorkerGroup construction
+- Runs the main loop of PPO algorithm
+
+Note that, the fit function of RayPPOTrainer **runs as a single process**.
+
+Worker and WorkerGroup construction
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+Each workerGroup manages a list of workers that runs remotely. Note that the worker group runs in the process of its constructor.
+Each worker inside the WorkerGroup runs on a GPU. The worker group serves as a proxy for the controller process to interact with a list of workers, in order to perform certain computations. **In order to do so, we have to bind the methods of the worker into the method of the WorkerGroup and define the data dispatch and data collection**. This is done via simple decoration that will be introduced in the Worker definition section.
+
+For example, in PPO, we define 3 worker groups:
+
+- ActorRolloutRef: manages actor, rollout and reference policy. ActorRolloutRefWorker can be instantiated as a single actor, a single rollout, a single reference policy, a combined actor/rollout or a combined actor/rollout/ref. This design is aimed for the maximum code reuse in various scenarios. The reason for colocating actor and rollout is for fast weight transfer using nccl. The reason for coloating actor and reference is to implement an efficient lora PPO as the reference policy is simply the base model of PPO in lora. The colocation is done via ``verl.single_controller.ray.base.create_colocated_worker_cls``, where it creates a single ray remote class exposing all class methods from these roles.
+- Critic: manages the critic model
+- Reward: manages the reward model
+
+The worker group will be constructed on the resource pool it designates. The resource pool is a set of GPUs in the ray cluster.
+
+Worker definition
+~~~~~~~~~~~~~~~~~~~~
+
+.. _ActorRolloutRefWorker: https://github.com/volcengine/verl/blob/main/verl/workers/fsdp_workers.py
+
+We take `ActorRolloutRefWorker <https://github.com/volcengine/verl/blob/main/verl/workers/fsdp_workers.py>`_ for an example.
+The APIs it should expose to the controller process are:
+
+- init_model: build the underlying model
+- generate_sequences: given prompts, generate responses
+- compute_log_prob: compute the log-probability of a generated sequence using actor
+- compute_ref_log_prob: compute the log-probability of a generated sequence using reference policy
+- save_checkpoint: save the checkpoint
+
+Note that these methods are defined in the worker that can only be invoked via remote calls. For example, if the controller process wants to initialize the model, it has to call
+
+.. code-block:: python
+
+   for worker in actor_rollout_ref_wg:
+       worker.init_model.remote()
+
+If the controller process wants to generate sequences, it has to call
+
+.. code-block:: python
+
+   data = xxx
+   # split the data into dp chunks
+   data_dp_lst = data.split(dp_size)
+   output_dp_lst = []
+   for i, worker in enumerate(actor_rollout_ref_wg):
+       output_future = worker.generate_sequences.remote(data_dp_lst[i])
+       output_dp_lst.append(output_future)
+   output = torch.cat(ray.get(output_dp_lst), dim=0)
+
+We observe that controller process calling worker group methods in general can be divided into 3 parts:
+
+- Split the data into data parallel sizes
+- Dispatch the corresponding data into each worker
+- Collect and concatenate the data when the computation finishes
+
+In verl, we design a syntax sugar to encapsulate the 3 processes into a single call from the controller process.
+
+.. code-block:: python
+
+   @register(dispatch_mode=Dispatch.DP_COMPUTE_PROTO)
+   def generate_sequences(data):
+       ...
+
+   # on the driver
+   output = actor_rollout_ref_wg.generate_sequences(data)
+
+We decorate the method of the worker with a ``register`` that explicitly defines how the input data should be split and dispatched to each worker, and how the output data should be collected and concatenated by the controller. For example, ``Dispatch.DP_COMPUTE_PROTO`` splits the input data into dp chunks, dispatch each data to each worker, collect the output and concatenate the results. Note that this function requires the input and output to be a DataProto defined here (https://github.com/volcengine/verl/blob/main/verl/protocol.py).
+
+
+PPO main loop
+~~~~~~~~~~~~~~~~~~~~
+With the aforementioned APIs, we can implement the main loop of PPO as if it is a single process program
+
+.. code-block:: python
+
+   for prompt in dataloader:
+       output = actor_rollout_ref_wg.generate_sequences(prompt)
+       old_log_prob = actor_rollout_ref_wg.compute_log_prob(output)
+       ref_log_prob = actor_rollout_ref_wg.compute_ref_log_prob(output)
+       values = critic_wg.compute_values(output)
+       rewards = reward_wg.compute_scores(output)
+       # compute_advantages is running directly on the control process
+       advantages = compute_advantages(values, rewards)
+       output = output.union(old_log_prob)
+       output = output.union(ref_log_prob)
+       output = output.union(values)
+       output = output.union(rewards)
+       output = output.union(advantages)
+       # update actor
+       actor_rollout_ref_wg.update_actor(output)
+       critic.update_critic(output)
+
+Takeaways
+~~~~~~~~~~~~~~~~~~~~
+- This programming paradigm enables users to use different computation backend without modification of the control process.
+- This programming paradigm enables flexible placement (by changing the mapping of WorkerGroup and ResourcePool) without modification of the control process.
+
+Repository organization
+------------------------------------------------
+
+Important code files in the repository are organized as below:
+
+.. code-block:: bash
+
+   verl # the verl package
+     trainer
+       main_ppo.py  # the entrypoint for RL training
+       ppo
+         ray_trainer.py  # the training loop for RL algorithms such as PPO
+       fsdp_sft_trainer.py  # the SFT trainer with FSDP backend
+     config
+       generation.yaml  # configuration template for rollout
+       ppo_trainer.yaml  # configuration template for the RL trainer
+     workers
+       protocol.py  # the interface of DataProto
+       fsdp_workers.py   # the FSDP worker interfaces: ActorRolloutRefWorker, CriticWorker, RewardModelWorker
+       megatron_workers.py  # the Megatron worker interfaces: ActorRolloutRefWorker, CriticWorker, RewardModelWorker
+       actor
+         dp_actor.py  #  data parallel actor with FSDP backend
+         megatron_actor.py  # nD parallel actor with Megatron backend
+       critic
+         dp_critic.py  # data parallel critic with FSDP backend
+         megatron_critic.py  # nD parallel critic with FSDP backend
+       reward_model
+         megatron
+           reward_model.py  # reward model with Megatron backend
+       rollout
+         vllm
+           vllm_rollout.py  # rollout with vllm backend
+         hf_rollout.py  # rollout with huggingface TGI backend
+       sharding_manager
+         fsdp_ulysses.py  # data and model resharding when using FSDP + ulysses
+         fsdp_vllm.py  # data and model resharding when using FSDP + ulysses + vllm
+         megatron_vllm.py  # data and model resharding when using Megatron + vllm
+     utils
+       dataset  # datasets for SFT/RM/RL
+       reward_score  # function based reward
+         gsm8k.py  # reward function for gsm8k dataset
+         math.py  # reward function for math dataset
+       seqlen_balancing.py  # the sequence balance optimization
+     models
+       llama  # Megatron implementation for llama, deepseek, mistral, etc
+       transformers  # ulysses integration with transformer models such as llama, qwen, etc
+       weight_loader_registery.py  # registry of weight loaders for loading hf ckpt into Megatron
+     third_party
+       vllm  # adaptor for vllm's usage in RL
+         vllm_spmd  # vllm >= v0.7 adaptor
+   examples  # example scripts
+   tests  # integration and unit tests
+   .github  # the configuration of continuous integration tests
+
+
+.. [1] HybridFlow: A Flexible and Efficient RLHF Framework: https://arxiv.org/abs/2409.19256v2
+.. [2] Data flow graph credit to CS231n 2024 lecture 4: https://cs231n.stanford.edu/slides/2024/lecture_4.pdf
+.. [3] PPO dataflow graph credit to 低级炼丹师 from Zhihu​: https://zhuanlan.zhihu.com/p/635757674
+.. [4] RLFlow
diff --git a/verl/docs/requirements-docs.txt b/verl/docs/requirements-docs.txt
new file mode 100644
index 0000000000000000000000000000000000000000..55ccdb8f7149bd6b774b592dca068e63e87256db
--- /dev/null
+++ b/verl/docs/requirements-docs.txt
@@ -0,0 +1,13 @@
+# markdown support
+recommonmark
+myst_parser
+# markdown table support
+sphinx-markdown-tables
+
+# theme default rtd
+
+# crate-docs-theme
+sphinx-rtd-theme
+
+# pin tokenizers version to avoid env_logger version req
+tokenizers==0.21
diff --git a/verl/docs/single_controller.rst b/verl/docs/single_controller.rst
new file mode 100644
index 0000000000000000000000000000000000000000..d12177854e0ad2f2060a4255a4cde9cd93fe8263
--- /dev/null
+++ b/verl/docs/single_controller.rst
@@ -0,0 +1,336 @@
+The Design of ``verl.single_controller``
+==============================================
+
+Last updated: 05/21/2025.
+
+**Author:**\  `Wang Zhang <https://github.com/zw0610>`__
+
+Preface
+-------
+
+We prepared this document for developers of ``verl``, particularly those
+interested in understanding or contributing to the
+``verl.single_controller`` module. It is not intended for end users, but
+for contributors seeking to understand the architectural rationale and
+internal mechanics.
+
+--------------
+
+Origin
+------
+
+The ``single_controller`` module originated from a request I received —
+to adapt a toy single-process RLHF script into a distributed system with
+minimal changes, while maintaining ease of debugging.
+
+Common practice — such as using PyTorch’s Distributed Data Parallel
+(DDP) — typically involves wrapping ``nn.Module`` and launching multiple
+processes that execute the same function under different ranks. However,
+this approach presents two main limitations in the context of
+distributed RLHF: - Difficulty representing multiple DAGs as required by
+PPO; - Difficulty inspecting intermediate tensors during training.
+
+To maintain debuggability, we opted for a different approach — breaking
+the training loop into well-defined stages like ``generate_sequences``,
+``compute_advantages``, and so on.
+
+We selected `Ray <https://www.ray.io/>`__ as the initial backend for
+``verl`` due to its ability to expose Python class methods as RPC
+endpoints. However, Ray’s default model only supports **one method call,
+one RPC**, while training LLMs typically requires coordination across
+multiple processes.
+
+To hide this multi-Ray actors invocation for a single method from users,
+we introduced the following components:
+
+-  ``WorkerGroup`` – manages a group of remote workers and provides
+   a unified interface for multi-process distributed computation;
+-  ``ResourcePool`` – binds computational resources to worker
+   processes;
+-  ``ClassWithArgs`` – enables delayed remote instantiation with
+   specified initialization arguments.
+
+--------------
+
+A Running Example: ``generate_sequences``
+-----------------------------------------
+
+To illustrate the design, we walk through how the ``generate_sequences``
+method in the ``ActorRolloutRefWorker`` class is registered and invoked
+across distributed workers.
+
+--------------
+
+Step 1: Register with a Decorator
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+The first step is to define the ``generate_sequences`` and decorate it
+with ``@register`` as it will be called in driver script.
+
+**Source:**
+`fsdp_workers.py <https://github.com/volcengine/verl/blob/c59ab2f4788f9a910836a9f2f53dcdb62dfa314e/verl/workers/fsdp_workers.py#L528>`__
+
+.. code:: python
+
+   class ActorRolloutRefWorker(Worker):
+       ...
+       @register(dispatch_mode=Dispatch.DP_COMPUTE_PROTO)
+       def generate_sequences(self, prompts: DataProto):
+           prompts = prompts.to(torch.cuda.current_device())
+           ...
+
+The ``@register`` decorator adds metadata to the ``generate_sequences``
+method. Currently, it doesn’t alter functionality, but attaches
+attributes via a magic key (``MAGIC_ATTR``):
+
+**Source:**
+`decorator.py <https://github.com/volcengine/verl/blob/c59ab2f4788f9a910836a9f2f53dcdb62dfa314e/verl/single_controller/base/decorator.py#L411>`__
+
+.. code:: python
+
+   def register(dispatch_mode=Dispatch.ALL_TO_ALL, execute_mode=Execute.ALL, blocking=True, materialize_futures=True):
+       ...
+       def decorator(func):
+           @wraps(func)
+           def inner(*args, **kwargs):
+               if materialize_futures:
+                   args, kwargs = _materialize_futures(*args, **kwargs)
+               return func(*args, **kwargs)
+
+           attrs = {"dispatch_mode": dispatch_mode, "execute_mode": execute_mode, "blocking": blocking}
+           setattr(inner, MAGIC_ATTR, attrs)
+           return inner
+
+       return decorator
+
+As the code shows, values of ``dispatch_mode``, ``execute_mode`` and
+``blocking`` is attached the ``generate_sequences`` method.
+
+--------------
+
+Step 2: Binding During Initialization
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+These attached attributes are extracted and utilized when
+``ActorRolloutRefWorker``, wrapped in a ``RayClassWithArgs``, is passed
+into a ``RayWorkerGroup``.
+
+**Source:**
+`main_generation.py <https://github.com/volcengine/verl/blob/4ae9a0fdab229f75f080e9478807783ed4c97154/verl/trainer/main_generation.py#L82>`__
+
+.. code:: python
+
+   ray_cls_with_init = RayClassWithInitArgs(cls=ray.remote(ActorRolloutRefWorker), config=config, role="rollout")
+   resource_pool = RayResourcePool(process_on_nodes=[config.trainer.n_gpus_per_node] * config.trainer.nnodes)
+   wg = RayWorkerGroup(resource_pool=resource_pool, ray_cls_with_init=ray_cls_with_init)
+
+During the
+`initialization <https://github.com/volcengine/verl/blob/c59ab2f4788f9a910836a9f2f53dcdb62dfa314e/verl/single_controller/ray/base.py#L184>`__
+of ``RayWorkerGroup``, two key steps occur:
+
+1. Worker instances (Ray actors) are created:
+   `RayWorkerGroup._init_with_resource_pool <https://github.com/volcengine/verl/blob/c59ab2f4788f9a910836a9f2f53dcdb62dfa314e/verl/single_controller/ray/base.py#L211>`__
+2. Methods decorated with ``@register`` are bound to ``RayWorkerGroup``:
+   `RayWorkerGroup._bind_worker_method <https://github.com/volcengine/verl/blob/c59ab2f4788f9a910836a9f2f53dcdb62dfa314e/verl/single_controller/ray/base.py#L214>`__
+
+.. figure:: https://github.com/eric-haibin-lin/verl-community/blob/main/docs/worker_group_init.png?raw=true
+   :alt: initialization_and_binding_of_worker_group
+
+   initialization_and_binding_of_worker_group
+
+The binding procedure is the heart of ``verl.single_controller``.
+
+**Key function:**
+`WorkerGroup._bind_worker_method <https://github.com/volcengine/verl/blob/c59ab2f4788f9a910836a9f2f53dcdb62dfa314e/verl/single_controller/base/worker_group.py#L143>`__
+
+.. code:: python
+
+   def _bind_worker_method(self, user_defined_cls, func_generator):
+       ...
+       for method_name in dir(user_defined_cls):
+           try:
+               method = getattr(user_defined_cls, method_name)
+               assert callable(method)
+           except Exception:
+               continue  # Skip properties
+           <<<to be continue 1>>>
+
+When a method has the ``MAGIC_ATTR``, the attributes set by
+``@register`` are extracted:
+
+.. code:: python
+
+           <<<continue 1>>>
+           if hasattr(method, MAGIC_ATTR):
+               attribute = getattr(method, MAGIC_ATTR)
+               dispatch_mode = attribute["dispatch_mode"]
+               execute_mode = attribute["execute_mode"]
+               blocking = attribute["blocking"]
+
+               <<<to be continue 2>>>
+
+As show in the flow chart above, these attributes are fed into
+``func_generator``. However, ``func_generator`` takes ``method_name``,
+``dispatch_fn``, ``collect_fn``, ``execute_fn``, ``blocking``. We need
+to find the corresponding ``dispatch_fn`` and ``collect_fn`` associated
+with the ``dispatch_mode`` (``DP_COMPUTE_PROTO``) from
+`DISPATCH_MODE_FN_REGISTRY <https://github.com/volcengine/verl/blob/c59ab2f4788f9a910836a9f2f53dcdb62dfa314e/verl/single_controller/base/decorator.py#L387>`__:
+
+.. code:: python3
+
+   DISPATCH_MODE_FN_REGISTRY = {
+       Dispatch.ONE_TO_ALL: {
+           "dispatch_fn": dispatch_one_to_all,
+           "collect_fn": collect_all_to_all,
+       },
+       ...
+       Dispatch.DP_COMPUTE_PROTO: {
+           "dispatch_fn": dispatch_dp_compute_data_proto,
+           "collect_fn": collect_dp_compute_data_proto,
+       },
+       ...
+   }
+
+Similarly, the ``execute_fn`` is selected by ``execute_mode`` and
+extracted by:
+
+.. code:: python
+
+               <<<continue 2>>>
+               # get execute_fn_name
+               execute_mode = get_predefined_execute_fn(execute_mode=execute_mode)
+               wg_execute_fn_name = execute_mode["execute_fn_name"]
+
+               # get execute_fn from string
+               try:
+                   execute_fn = getattr(self, wg_execute_fn_name)
+                   assert callable(execute_fn), "execute_fn must be callable"
+               except Exception:
+                   print(f"execute_fn {wg_execute_fn_name} is invalid")
+                   raise
+               <<<to be continue 3>>>
+
+In this ``generate_sequences`` cases: -
+``dispatch_mode = Dispatch.DP_COMPUTE_PROTO`` -
+``dispatch_fn = dispatch_dp_compute_data_proto`` -
+``collect_fn = collect_dp_compute_data_proto`` -
+``execute_fn = RayWorkerGroup.execute_all``
+
+ONE_TO_ALL v.s. DP_COMPUTE_PROTO
+^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+
+``dispatch_mode`` is associated with a ``dispatch_fn`` and a
+``collect_fn``. As the name implies, ``dispatch_fn`` processes the input
+arguments in ``WorkerGroup`` and generate a batch (list) of input
+arguments, each of which will be fed into a worker attached to the
+``WorkerGroup``.
+
+``dispatch_fn`` of ``ONE_TO_ALL`` is
+`dispatch_one_to_all <https://github.com/volcengine/verl/blob/c59ab2f4788f9a910836a9f2f53dcdb62dfa314e/verl/single_controller/base/decorator.py#L119>`__,
+which just duplicates all the input arguments into N replicas, where N
+equals the number of Workers attached to the ``worker_group``:
+
+.. code:: python
+
+   def dispatch_one_to_all(worker_group, *args, **kwargs):
+       args = tuple([arg] * worker_group.world_size for arg in args)
+       kwargs = {k: [v] * worker_group.world_size for k, v in kwargs.items()}
+       return args, kwargs
+
+``dispatch_fn`` of ``DP_COMPUTE_PROTO`` is
+`dispatch_dp_compute_data_proto <https://github.com/volcengine/verl/blob/c59ab2f4788f9a910836a9f2f53dcdb62dfa314e/verl/single_controller/base/decorator.py#L350>`__,
+which uses ``DataProto.chunk`` to split a large ``DataProto`` into N
+smaller ``DataProto``, where N equals the world_size (number of the
+workers) of the ``worker_group``:
+
+.. code:: python
+
+   def dispatch_dp_compute_data_proto(worker_group, *args, **kwargs):
+       from verl.single_controller.base.worker_group import WorkerGroup
+
+       assert isinstance(worker_group, WorkerGroup)
+       # Note: enable auto padding for dp compute DatapProto
+       splitted_args, splitted_kwargs = _split_args_kwargs_data_proto_with_auto_padding(
+           worker_group.world_size,
+           *args,
+           **kwargs,
+       )
+       return splitted_args, splitted_kwargs
+
+The ``collect_fn`` follows the same pattern and process a batch (list)
+of returned value from all workers of a ``WorkerGroup`` and merge it
+into a list as ``collect_all_to_all`` does or a large ``DataProto`` as
+``collect_dp_compute_data_proto`` does.
+
+Finally, a new method is dynamically generated using ``func_generator``
+and added to the ``WorkerGroup`` instance:
+
+.. code:: python
+
+               <<<continue 3>>>
+               # bind a new method to the RayWorkerGroup
+               func = func_generator(
+                   self,
+                   method_name,
+                   dispatch_fn=dispatch_fn,
+                   collect_fn=collect_fn,
+                   execute_fn=execute_fn,
+                   blocking=blocking,
+               )
+
+               try:
+                   setattr(self, method_name, func)
+                   method_names.append(method_name)
+               except Exception as e:
+                   raise ValueError(f"Fail to set method_name {method_name}") from e
+
+This makes the method invocable via the ``WorkerGroup`` interface.
+
+--------------
+
+Step 3: Call Chain
+~~~~~~~~~~~~~~~~~~
+
+All the machinery above ensures that distributed calls feel identical to
+single-process ones. In the original single-process script, the code
+looks like:
+
+.. code:: python
+
+   rollout = Rollout()
+   rollout.generate_sequences(batch)
+
+With ``verl``, the multiprocess program becomes:
+
+.. code:: python
+
+   rollout = RayWorkerGroup(resource_pool=[4], RayClassWithArgs(Rollout))
+   rollout.generate_sequences(batch)
+
+.. figure:: https://github.com/eric-haibin-lin/verl-community/blob/main/docs/call_generate_sequences.png?raw=true
+   :alt: call_chain_of_generate_sequences
+
+   call_chain_of_generate_sequences
+
+Behind this simple call: - ``dispatch_fn`` splits input across workers -
+``execute_fn`` performs the actual remote invocation - ``collect_fn``
+gathers the results
+
+All of this is abstracted away, enabling developers to write distributed
+code with minimal changes to their existing logic.
+
+--------------
+
+Beyond RL Post-Training: Generalizing ``verl.single_controller``
+----------------------------------------------------------------
+
+The ``verl.single_controller`` module generalizes well beyond
+reinforcement learning. It provides a clean abstraction to batch-process
+remote method calls, with automatic input/output handling.
+
+By minimizing the gap between single-process and multi-process scripts,
+``verl.single_controller`` opens the door to distributed computing in
+broader domains — not limited to RL post-training.
+
+We hope this design inspires more examples and extensions from the
+community.
diff --git a/verl/examples/grpo_trainer/run_deepseek7b_llm_math_megatron.sh b/verl/examples/grpo_trainer/run_deepseek7b_llm_math_megatron.sh
new file mode 100644
index 0000000000000000000000000000000000000000..46788e16f5bcf31c53ac3ee489743ee4bd985a8d
--- /dev/null
+++ b/verl/examples/grpo_trainer/run_deepseek7b_llm_math_megatron.sh
@@ -0,0 +1,50 @@
+set -x
+
+export CUDA_DEVICE_MAX_CONNECTIONS=1 # For megatron communication/computation overlapping
+
+gsm8k_train_path=$HOME/data/gsm8k/train.parquet
+gsm8k_test_path=$HOME/data/gsm8k/test.parquet
+math_train_path=$HOME/data/math/train.parquet
+math_test_path=$HOME/data/math/test.parquet
+
+train_files="['$gsm8k_train_path', '$math_train_path']"
+test_files="['$gsm8k_test_path', '$math_test_path']"
+
+python3 -m verl.trainer.main_ppo --config-path=config \
+    --config-name='ppo_megatron_trainer.yaml'\
+    algorithm.adv_estimator=grpo \
+    data.train_files="$train_files" \
+    data.val_files="$test_files" \
+    data.train_batch_size=1024 \
+    data.max_prompt_length=1024 \
+    data.max_response_length=1024 \
+    data.filter_overlong_prompts=True \
+    data.truncation='error' \
+    actor_rollout_ref.model.path=deepseek-ai/deepseek-llm-7b-chat \
+    actor_rollout_ref.actor.optim.lr=1e-6 \
+    actor_rollout_ref.actor.ppo_mini_batch_size=256 \
+    actor_rollout_ref.actor.ppo_micro_batch_size_per_gpu=4 \
+    actor_rollout_ref.actor.megatron.pipeline_model_parallel_size=2 \
+    actor_rollout_ref.actor.megatron.tensor_model_parallel_size=2 \
+    actor_rollout_ref.actor.use_kl_loss=True \
+    actor_rollout_ref.actor.kl_loss_coef=0.001 \
+    actor_rollout_ref.actor.kl_loss_type=low_var_kl \
+    actor_rollout_ref.actor.entropy_coeff=0 \
+    actor_rollout_ref.rollout.log_prob_micro_batch_size_per_gpu=4 \
+    actor_rollout_ref.rollout.tensor_model_parallel_size=2 \
+    actor_rollout_ref.rollout.name=vllm \
+    actor_rollout_ref.rollout.gpu_memory_utilization=0.6 \
+    actor_rollout_ref.rollout.n=5 \
+    actor_rollout_ref.ref.log_prob_micro_batch_size_per_gpu=4 \
+    actor_rollout_ref.ref.megatron.pipeline_model_parallel_size=2 \
+    actor_rollout_ref.ref.megatron.tensor_model_parallel_size=2 \
+    algorithm.use_kl_in_reward=False \
+    trainer.critic_warmup=0 \
+    trainer.logger='["console","wandb"]' \
+    trainer.project_name='verl_grpo_example_gsm8k_math' \
+    trainer.experiment_name='deepseek_llm_7b_math_megatron' \
+    trainer.n_gpus_per_node=16 \
+    trainer.nnodes=1 \
+    trainer.save_freq=20 \
+    trainer.test_freq=5 \
+    trainer.total_epochs=15 $@
diff --git a/verl/examples/grpo_trainer/run_qwen2_5-3b_gsm8k_grpo_lora.sh b/verl/examples/grpo_trainer/run_qwen2_5-3b_gsm8k_grpo_lora.sh
new file mode 100644
index 0000000000000000000000000000000000000000..d321b65d43fdce3b8a9b706feed02287baeb7193
--- /dev/null
+++ b/verl/examples/grpo_trainer/run_qwen2_5-3b_gsm8k_grpo_lora.sh
@@ -0,0 +1,51 @@
+set -x
+
+python3 -m verl.trainer.main_ppo \
+    algorithm.adv_estimator=grpo \
+    trainer.val_before_train=False \
+    data.train_files=$HOME/data/gsm8k/train.parquet \
+    data.val_files=$HOME/data/gsm8k/test.parquet \
+    data.train_batch_size=16 \
+    data.max_prompt_length=512 \
+    data.max_response_length=1024 \
+    data.filter_overlong_prompts=True \
+    data.truncation='error' \
+    data.shuffle=False \
+    actor_rollout_ref.model.path=Qwen/Qwen2.5-3B-Instruct \
+    actor_rollout_ref.model.lora_rank=64 \
+    actor_rollout_ref.model.lora_alpha=32 \
+    actor_rollout_ref.actor.optim.lr=3e-6 \
+    actor_rollout_ref.model.use_remove_padding=True \
+    actor_rollout_ref.actor.ppo_mini_batch_size=16 \
+    actor_rollout_ref.actor.ppo_micro_batch_size_per_gpu=40 \
+    actor_rollout_ref.actor.use_kl_loss=True \
+    actor_rollout_ref.actor.kl_loss_coef=0.001 \
+    actor_rollout_ref.actor.kl_loss_type=low_var_kl \
+    actor_rollout_ref.actor.entropy_coeff=0 \
+    actor_rollout_ref.model.enable_gradient_checkpointing=True \
+    actor_rollout_ref.actor.fsdp_config.param_offload=False \
+    actor_rollout_ref.actor.fsdp_config.optimizer_offload=False \
+    actor_rollout_ref.rollout.log_prob_micro_batch_size_per_gpu=40 \
+    actor_rollout_ref.rollout.tensor_model_parallel_size=2 \
+    actor_rollout_ref.rollout.name=vllm \
+    actor_rollout_ref.rollout.gpu_memory_utilization=0.6 \
+    actor_rollout_ref.rollout.n=5 \
+    actor_rollout_ref.rollout.load_format=safetensors \
+    actor_rollout_ref.rollout.layered_summon=True \
+    actor_rollout_ref.ref.log_prob_micro_batch_size_per_gpu=40 \
+    actor_rollout_ref.ref.fsdp_config.param_offload=True \
+    algorithm.use_kl_in_reward=False \
+    trainer.critic_warmup=0 \
+    trainer.logger='["console","wandb"]' \
+    trainer.project_name='verl_grpo_example_gsm8k' \
+    trainer.experiment_name='qwen2.5_3b_grpo_lora' \
+    trainer.n_gpus_per_node=2 \
+    trainer.nnodes=1 \
+    trainer.save_freq=20 \
+    trainer.test_freq=5 \
+    trainer.total_epochs=15 $@
+
+    # actor_rollout_ref.actor.ppo_mini_batch_size=256 \
+    # data.train_batch_size=1024 \
+    # trainer.n_gpus_per_node=8 \
+    # actor_rollout_ref.model.use_shm=True \
diff --git a/verl/examples/grpo_trainer/run_qwen2_5_vl-7b-sglang.sh b/verl/examples/grpo_trainer/run_qwen2_5_vl-7b-sglang.sh
new file mode 100644
index 0000000000000000000000000000000000000000..86267a5602a9f87eac1965eeaf1a0020b7d7b565
--- /dev/null
+++ b/verl/examples/grpo_trainer/run_qwen2_5_vl-7b-sglang.sh
@@ -0,0 +1,53 @@
+set -x
+
+# python examples/data_preprocess/geo3k.py --local_dir ~/data/geo3k
+
+python3 -m verl.trainer.main_ppo \
+    algorithm.adv_estimator=grpo \
+    data.train_files=$HOME/data/geo3k/train.parquet \
+    data.val_files=$HOME/data/geo3k/test.parquet \
+    data.train_batch_size=512 \
+    data.max_prompt_length=1024 \
+    data.max_response_length=2048 \
+    data.filter_overlong_prompts=True \
+    data.truncation='error' \
+    data.image_key=images \
+    actor_rollout_ref.model.path=Qwen/Qwen2.5-VL-7B-Instruct \
+    actor_rollout_ref.actor.optim.lr=1e-6 \
+    actor_rollout_ref.model.use_remove_padding=True \
+    actor_rollout_ref.actor.ppo_mini_batch_size=128 \
+    actor_rollout_ref.actor.ppo_micro_batch_size_per_gpu=10 \
+    actor_rollout_ref.actor.use_kl_loss=True \
+    actor_rollout_ref.actor.kl_loss_coef=0.01 \
+    actor_rollout_ref.actor.kl_loss_type=low_var_kl \
+    actor_rollout_ref.actor.entropy_coeff=0 \
+    actor_rollout_ref.model.enable_gradient_checkpointing=True \
+    actor_rollout_ref.actor.fsdp_config.param_offload=False \
+    actor_rollout_ref.actor.fsdp_config.optimizer_offload=False \
+    actor_rollout_ref.rollout.log_prob_micro_batch_size_per_gpu=20 \
+    actor_rollout_ref.rollout.tensor_model_parallel_size=1 \
+    actor_rollout_ref.rollout.name=sglang \
+    +actor_rollout_ref.rollout.engine_kwargs.vllm.disable_mm_preprocessor_cache=True \
+    actor_rollout_ref.rollout.gpu_memory_utilization=0.85 \
+    actor_rollout_ref.rollout.multi_stage_wake_up=True \
+    global_profiler.tool=torch_memory \
+    global_profiler.save_path=./mem_snapshots \
+    global_profiler.global_tool_config.torch_memory.trace_alloc_max_entries=100000 \
+    global_profiler.global_tool_config.torch_memory.stack_depth=32 \
+    actor_rollout_ref.rollout.enable_chunked_prefill=False \
+    actor_rollout_ref.rollout.enforce_eager=False \
+    actor_rollout_ref.rollout.free_cache_engine=True \
+    actor_rollout_ref.rollout.n=5 \
+    actor_rollout_ref.ref.log_prob_micro_batch_size_per_gpu=20 \
+    actor_rollout_ref.ref.fsdp_config.param_offload=True \
+    actor_rollout_ref.rollout.mode=sync \
+    algorithm.use_kl_in_reward=False \
+    trainer.critic_warmup=0 \
+    trainer.logger='["console","wandb"]' \
+    trainer.project_name='verl_grpo_example_geo3k' \
+    trainer.experiment_name='qwen2_5_vl_7b_function_rm' \
+    trainer.n_gpus_per_node=8 \
+    trainer.nnodes=1 \
+    trainer.save_freq=20 \
+    trainer.test_freq=5 \
+    trainer.total_epochs=15 $@
diff --git a/verl/examples/grpo_trainer/run_qwen2_5_vl-7b_lora.sh b/verl/examples/grpo_trainer/run_qwen2_5_vl-7b_lora.sh
new file mode 100644
index 0000000000000000000000000000000000000000..cb1af5b0847c9f31db837c183caab93754d2d057
--- /dev/null
+++ b/verl/examples/grpo_trainer/run_qwen2_5_vl-7b_lora.sh
@@ -0,0 +1,52 @@
+set -x
+ENGINE=${1:-vllm}
+# If you are using vllm<=0.6.3, you might need to set the following environment variable to avoid bugs:
+# export VLLM_ATTENTION_BACKEND=XFORMERS
+
+python3 -m verl.trainer.main_ppo \
+    algorithm.adv_estimator=grpo \
+    data.train_files=$HOME/data/geo3k/train.parquet \
+    data.val_files=$HOME/data/geo3k/test.parquet \
+    data.train_batch_size=512 \
+    data.max_prompt_length=1024 \
+    data.max_response_length=2048 \
+    data.filter_overlong_prompts=True \
+    data.truncation='error' \
+    data.image_key=images \
+    actor_rollout_ref.model.path=Qwen/Qwen2.5-VL-7B-Instruct \
+    actor_rollout_ref.actor.optim.lr=3e-6 \
+    actor_rollout_ref.model.use_remove_padding=True \
+    actor_rollout_ref.actor.ppo_mini_batch_size=128 \
+    actor_rollout_ref.actor.ppo_micro_batch_size_per_gpu=10 \
+    actor_rollout_ref.model.lora_rank=64 \
+    actor_rollout_ref.model.lora_alpha=32 \
+    actor_rollout_ref.model.target_modules=all-linear \
+    actor_rollout_ref.model.exclude_modules='.*visual.*' \
+    actor_rollout_ref.actor.use_kl_loss=True \
+    actor_rollout_ref.actor.kl_loss_coef=0.01 \
+    actor_rollout_ref.actor.kl_loss_type=low_var_kl \
+    actor_rollout_ref.actor.entropy_coeff=0 \
+    actor_rollout_ref.model.enable_gradient_checkpointing=True \
+    actor_rollout_ref.actor.fsdp_config.param_offload=False \
+    actor_rollout_ref.actor.fsdp_config.optimizer_offload=False \
+    actor_rollout_ref.rollout.log_prob_micro_batch_size_per_gpu=20 \
+    actor_rollout_ref.rollout.tensor_model_parallel_size=2 \
+    actor_rollout_ref.rollout.name=$ENGINE \
+    +actor_rollout_ref.rollout.engine_kwargs.vllm.disable_mm_preprocessor_cache=True \
+    actor_rollout_ref.rollout.gpu_memory_utilization=0.6 \
+    actor_rollout_ref.rollout.enable_chunked_prefill=False \
+    actor_rollout_ref.rollout.enforce_eager=False \
+    actor_rollout_ref.rollout.free_cache_engine=False \
+    actor_rollout_ref.rollout.n=5 \
+    actor_rollout_ref.ref.log_prob_micro_batch_size_per_gpu=20 \
+    actor_rollout_ref.ref.fsdp_config.param_offload=True \
+    algorithm.use_kl_in_reward=False \
+    trainer.critic_warmup=0 \
+    trainer.logger='["console","wandb"]' \
+    trainer.project_name='verl_grpo_example_geo3k' \
+    trainer.experiment_name='qwen2_5_vl_7b_function_rm' \
+    trainer.n_gpus_per_node=8 \
+    trainer.nnodes=1 \
+    trainer.save_freq=20 \
+    trainer.test_freq=5 \
+    trainer.total_epochs=15 $@
\ No newline at end of file
diff --git a/verl/examples/grpo_trainer/run_qwen2_5_vl_32b_npu.sh b/verl/examples/grpo_trainer/run_qwen2_5_vl_32b_npu.sh
new file mode 100644
index 0000000000000000000000000000000000000000..c29838a336b290c9478544389316d28bc70a9ca2
--- /dev/null
+++ b/verl/examples/grpo_trainer/run_qwen2_5_vl_32b_npu.sh
@@ -0,0 +1,52 @@
+set -x
+ENGINE=${1:-vllm}
+
+# Some models are optimized by vllm ascend. While in some case, e.g. rlhf training, 
+# the optimized model may not be suitable. In this case, set this value to 0 to disable the optimized model.
+export USE_OPTIMIZED_MODEL=0
+
+python3 -m verl.trainer.main_ppo \
+    algorithm.adv_estimator=grpo \
+    data.train_files=$HOME/data/geo3k/train.parquet \
+    data.val_files=$HOME/data/geo3k/test.parquet \
+    data.train_batch_size=512 \
+    data.max_prompt_length=1024 \
+    data.max_response_length=2048 \
+    data.filter_overlong_prompts=True \
+    data.truncation='error' \
+    data.image_key=images \
+    actor_rollout_ref.model.path=Qwen/Qwen2.5-VL-32B-Instruct \
+    actor_rollout_ref.actor.optim.lr=1e-6 \
+    actor_rollout_ref.model.use_remove_padding=True \
+    actor_rollout_ref.actor.ppo_mini_batch_size=32 \
+    actor_rollout_ref.actor.ppo_micro_batch_size_per_gpu=1 \
+    actor_rollout_ref.actor.use_kl_loss=True \
+    actor_rollout_ref.actor.kl_loss_coef=0.01 \
+    actor_rollout_ref.actor.kl_loss_type=low_var_kl \
+    actor_rollout_ref.actor.entropy_coeff=0 \
+    actor_rollout_ref.actor.use_torch_compile=False \
+    actor_rollout_ref.model.enable_gradient_checkpointing=True \
+    actor_rollout_ref.actor.fsdp_config.param_offload=False \
+    actor_rollout_ref.actor.fsdp_config.optimizer_offload=False \
+    actor_rollout_ref.rollout.log_prob_micro_batch_size_per_gpu=1 \
+    actor_rollout_ref.rollout.tensor_model_parallel_size=8 \
+    actor_rollout_ref.rollout.name=$ENGINE \
+    +actor_rollout_ref.rollout.engine_kwargs.vllm.disable_mm_preprocessor_cache=True \
+    actor_rollout_ref.rollout.gpu_memory_utilization=0.3 \
+    actor_rollout_ref.rollout.enable_chunked_prefill=False \
+    actor_rollout_ref.rollout.enforce_eager=True \
+    actor_rollout_ref.rollout.free_cache_engine=True \
+    actor_rollout_ref.rollout.n=5 \
+    actor_rollout_ref.ref.log_prob_micro_batch_size_per_gpu=1 \
+    actor_rollout_ref.ref.fsdp_config.param_offload=True \
+    algorithm.use_kl_in_reward=False \
+    trainer.critic_warmup=0 \
+    trainer.logger=console \
+    trainer.project_name='verl_grpo_example_geo3k' \
+    trainer.experiment_name='qwen2_5_vl_32b_function_rm' \
+    trainer.n_gpus_per_node=16 \
+    trainer.nnodes=2 \
+    trainer.save_freq=-1 \
+    trainer.test_freq=-1 \
+    trainer.total_epochs=15 \
+    trainer.device=npu $@
\ No newline at end of file
diff --git a/verl/examples/grpo_trainer/run_qwen2_5_vl_7b_npu.sh b/verl/examples/grpo_trainer/run_qwen2_5_vl_7b_npu.sh
new file mode 100644
index 0000000000000000000000000000000000000000..6d8f959817b035e61c7f6a430c60a6f360527a83
--- /dev/null
+++ b/verl/examples/grpo_trainer/run_qwen2_5_vl_7b_npu.sh
@@ -0,0 +1,52 @@
+set -x
+ENGINE=${1:-vllm}
+
+# Some models are optimized by vllm ascend. While in some case, e.g. rlhf training, 
+# the optimized model may not be suitable. In this case, set this value to 0 to disable the optimized model.
+export USE_OPTIMIZED_MODEL=0
+
+python3 -m verl.trainer.main_ppo \
+    algorithm.adv_estimator=grpo \
+    data.train_files=$HOME/data/geo3k/train.parquet \
+    data.val_files=$HOME/data/geo3k/test.parquet \
+    data.train_batch_size=512 \
+    data.max_prompt_length=1024 \
+    data.max_response_length=2048 \
+    data.filter_overlong_prompts=True \
+    data.truncation='error' \
+    data.image_key=images \
+    actor_rollout_ref.model.path=Qwen/Qwen2.5-VL-7B-Instruct \
+    actor_rollout_ref.actor.optim.lr=1e-6 \
+    actor_rollout_ref.model.use_remove_padding=True \
+    actor_rollout_ref.actor.ppo_mini_batch_size=32 \
+    actor_rollout_ref.actor.ppo_micro_batch_size_per_gpu=2 \
+    actor_rollout_ref.actor.use_kl_loss=True \
+    actor_rollout_ref.actor.kl_loss_coef=0.01 \
+    actor_rollout_ref.actor.kl_loss_type=low_var_kl \
+    actor_rollout_ref.actor.entropy_coeff=0 \
+    actor_rollout_ref.actor.use_torch_compile=False \
+    actor_rollout_ref.model.enable_gradient_checkpointing=True \
+    actor_rollout_ref.actor.fsdp_config.param_offload=False \
+    actor_rollout_ref.actor.fsdp_config.optimizer_offload=False \
+    actor_rollout_ref.rollout.log_prob_micro_batch_size_per_gpu=4 \
+    actor_rollout_ref.rollout.tensor_model_parallel_size=4 \
+    actor_rollout_ref.rollout.name=$ENGINE \
+    +actor_rollout_ref.rollout.engine_kwargs.vllm.disable_mm_preprocessor_cache=True \
+    actor_rollout_ref.rollout.gpu_memory_utilization=0.5 \
+    actor_rollout_ref.rollout.enable_chunked_prefill=False \
+    actor_rollout_ref.rollout.enforce_eager=True \
+    actor_rollout_ref.rollout.free_cache_engine=True \
+    actor_rollout_ref.rollout.n=5 \
+    actor_rollout_ref.ref.log_prob_micro_batch_size_per_gpu=4 \
+    actor_rollout_ref.ref.fsdp_config.param_offload=True \
+    algorithm.use_kl_in_reward=False \
+    trainer.critic_warmup=0 \
+    trainer.logger=console \
+    trainer.project_name='verl_grpo_example_geo3k' \
+    trainer.experiment_name='qwen2_5_vl_7b_function_rm' \
+    trainer.n_gpus_per_node=16 \
+    trainer.nnodes=1 \
+    trainer.save_freq=-1 \
+    trainer.test_freq=-1 \
+    trainer.total_epochs=15 \
+    trainer.device=npu $@
\ No newline at end of file
diff --git a/verl/examples/grpo_trainer/run_qwen3-8b_npu.sh b/verl/examples/grpo_trainer/run_qwen3-8b_npu.sh
new file mode 100644
index 0000000000000000000000000000000000000000..1d3a190b3f2cdd5d5a982e1b6d2bbeb6406bcf32
--- /dev/null
+++ b/verl/examples/grpo_trainer/run_qwen3-8b_npu.sh
@@ -0,0 +1,59 @@
+set -x
+
+project_name='GRPO-Qwen3'
+exp_name='GRPO-Qwen3-8B-npu'
+gen_tp=2
+RAY_DATA_HOME=${RAY_DATA_HOME:-"${HOME}/verl"}
+MODEL_PATH=${MODEL_PATH:-"${RAY_DATA_HOME}/models/Qwen3-8B"}
+CKPTS_DIR=${CKPTS_DIR:-"${RAY_DATA_HOME}/ckpts/${project_name}/${exp_name}"}
+TRAIN_FILE=${TRAIN_FILE:-"${RAY_DATA_HOME}/data/dapo-math-17k.parquet"}
+TEST_FILE=${TEST_FILE:-"${RAY_DATA_HOME}/data/aime-2024.parquet"}
+
+python3 -m verl.trainer.main_ppo \
+    algorithm.adv_estimator=grpo \
+    data.train_files="${TRAIN_FILE}" \
+    data.val_files="${TEST_FILE}" \
+    data.train_batch_size=256 \
+    data.max_prompt_length=512 \
+    data.max_response_length=1024 \
+    data.filter_overlong_prompts=True \
+    data.truncation='error' \
+    actor_rollout_ref.model.path=${MODEL_PATH} \
+    actor_rollout_ref.actor.optim.lr=1e-6 \
+    actor_rollout_ref.model.use_remove_padding=True \
+    actor_rollout_ref.actor.ppo_mini_batch_size=64 \
+    actor_rollout_ref.actor.ppo_micro_batch_size_per_gpu=10 \
+    actor_rollout_ref.actor.use_kl_loss=True \
+    actor_rollout_ref.actor.kl_loss_coef=0.001 \
+    actor_rollout_ref.actor.kl_loss_type=low_var_kl \
+    actor_rollout_ref.actor.entropy_coeff=0 \
+    actor_rollout_ref.actor.use_torch_compile=False \
+    actor_rollout_ref.ref.use_torch_compile=False \
+    actor_rollout_ref.model.enable_gradient_checkpointing=True \
+    actor_rollout_ref.actor.fsdp_config.param_offload=False \
+    actor_rollout_ref.actor.fsdp_config.optimizer_offload=False \
+    actor_rollout_ref.rollout.log_prob_micro_batch_size_per_gpu=32 \
+    actor_rollout_ref.rollout.tensor_model_parallel_size=${gen_tp} \
+    actor_rollout_ref.rollout.name=vllm \
+    actor_rollout_ref.rollout.gpu_memory_utilization=0.6 \
+    actor_rollout_ref.rollout.n=5 \
+    actor_rollout_ref.ref.log_prob_micro_batch_size_per_gpu=32 \
+    actor_rollout_ref.ref.fsdp_config.param_offload=True \
+    algorithm.use_kl_in_reward=False \
+    trainer.critic_warmup=0 \
+    trainer.logger='["console","wandb"]' \
+    trainer.project_name="${project_name}" \
+    trainer.experiment_name="${exp_name}" \
+    trainer.n_gpus_per_node=8 \
+    trainer.nnodes=1 \
+    trainer.default_local_dir=${CKPTS_DIR} \
+    trainer.device=npu \
+    trainer.resume_mode=auto \
+    actor_rollout_ref.actor.fsdp_config.forward_prefetch=True \
+    actor_rollout_ref.ref.fsdp_config.forward_prefetch=True \
+    ++actor_rollout_ref.actor.entropy_from_logits_with_chunking=True \
+    ++actor_rollout_ref.ref.entropy_from_logits_with_chunking=True \
+    trainer.val_before_train=True \
+    trainer.save_freq=5 \
+    trainer.test_freq=5 \
+    trainer.total_epochs=15
\ No newline at end of file
diff --git a/verl/examples/ppo_trainer/run_qwen2-7b_seq_balance.sh b/verl/examples/ppo_trainer/run_qwen2-7b_seq_balance.sh
new file mode 100644
index 0000000000000000000000000000000000000000..9717e5f942ba3d15d532ef5c14dd5b2105dd1007
--- /dev/null
+++ b/verl/examples/ppo_trainer/run_qwen2-7b_seq_balance.sh
@@ -0,0 +1,60 @@
+set -x
+
+gsm8k_train_path=$HOME/data/gsm8k/train.parquet
+gsm8k_test_path=$HOME/data/gsm8k/test.parquet
+math_train_path=$HOME/data/math/train.parquet
+math_test_path=$HOME/data/math/test.parquet
+
+train_files="['$gsm8k_train_path', '$math_train_path']"
+test_files="['$gsm8k_test_path', '$math_test_path']"
+
+# For async rollout mode, dataset should return raw chat.
+rollout_mode="sync"
+if [ "$rollout_mode" = "async" ]; then
+    return_raw_chat="True"
+fi
+
+python3 -m verl.trainer.main_ppo \
+    algorithm.adv_estimator=gae \
+    data.train_files="$train_files" \
+    data.val_files="$test_files" \
+    data.return_raw_chat=$return_raw_chat \
+    data.train_batch_size=4096 \
+    data.max_prompt_length=4096 \
+    data.max_response_length=4096 \
+    data.filter_overlong_prompts=True \
+    data.truncation='error' \
+    actor_rollout_ref.model.path=Qwen/Qwen2-7B-Instruct \
+    actor_rollout_ref.actor.optim.lr=1e-6 \
+    actor_rollout_ref.model.use_remove_padding=True \
+    actor_rollout_ref.model.enable_gradient_checkpointing=True \
+    actor_rollout_ref.actor.ppo_mini_batch_size=512 \
+    actor_rollout_ref.actor.use_dynamic_bsz=True \
+    actor_rollout_ref.actor.ppo_max_token_len_per_gpu=24000 \
+    actor_rollout_ref.actor.fsdp_config.param_offload=False \
+    actor_rollout_ref.actor.fsdp_config.optimizer_offload=False \
+    actor_rollout_ref.actor.use_kl_loss=False \
+    actor_rollout_ref.rollout.tensor_model_parallel_size=2 \
+    actor_rollout_ref.rollout.name=vllm \
+    actor_rollout_ref.rollout.mode=$rollout_mode \
+    actor_rollout_ref.rollout.multi_turn.format=hermes \
+    actor_rollout_ref.rollout.gpu_memory_utilization=0.5 \
+    actor_rollout_ref.rollout.log_prob_max_token_len_per_gpu=24000 \
+    critic.optim.lr=1e-5 \
+    critic.model.use_remove_padding=True \
+    critic.model.path=Qwen/Qwen2-7B-Instruct \
+    critic.model.enable_gradient_checkpointing=True \
+    critic.ppo_max_token_len_per_gpu=98304 \
+    critic.model.fsdp_config.param_offload=False \
+    critic.model.fsdp_config.optimizer_offload=False \
+    algorithm.use_kl_in_reward=False \
+    trainer.critic_warmup=0 \
+    trainer.logger='["console","wandb"]' \
+    trainer.project_name='verl_example_gsm8k' \
+    trainer.experiment_name='qwen2-7b_function_rm_bsz8k_p4k_r4k_seq_packing' \
+    trainer.n_gpus_per_node=8 \
+    trainer.val_before_train=False \
+    trainer.nnodes=1 \
+    trainer.save_freq=20 \
+    trainer.test_freq=5 \
+    trainer.total_epochs=15 $@
diff --git a/verl/examples/ppo_trainer/run_qwen2.5-32b.sh b/verl/examples/ppo_trainer/run_qwen2.5-32b.sh
new file mode 100644
index 0000000000000000000000000000000000000000..58037658500a443a35424158af3d40fc9b87512c
--- /dev/null
+++ b/verl/examples/ppo_trainer/run_qwen2.5-32b.sh
@@ -0,0 +1,50 @@
+set -x
+
+gsm8k_train_path=$HOME/data/gsm8k/train.parquet
+gsm8k_test_path=$HOME/data/gsm8k/test.parquet
+math_train_path=$HOME/data/math/train.parquet
+math_test_path=$HOME/data/math/test.parquet
+
+train_files="['$gsm8k_train_path', '$math_train_path']"
+test_files="['$gsm8k_test_path', '$math_test_path']"
+
+python3 -m verl.trainer.main_ppo \
+    algorithm.adv_estimator=gae \
+    data.train_files="$train_files" \
+    data.val_files="$test_files" \
+    data.train_batch_size=1024 \
+    data.max_prompt_length=1024 \
+    data.max_response_length=1024 \
+    data.filter_overlong_prompts=True \
+    data.truncation='error' \
+    actor_rollout_ref.model.path=Qwen/Qwen2.5-32B-Instruct \
+    actor_rollout_ref.model.enable_gradient_checkpointing=False \
+    actor_rollout_ref.actor.optim.lr=1e-6 \
+    actor_rollout_ref.model.use_remove_padding=True \
+    actor_rollout_ref.actor.ppo_mini_batch_size=256 \
+    actor_rollout_ref.actor.ppo_micro_batch_size_per_gpu=8 \
+    actor_rollout_ref.model.enable_gradient_checkpointing=True \
+    actor_rollout_ref.actor.fsdp_config.param_offload=False \
+    actor_rollout_ref.actor.fsdp_config.optimizer_offload=False \
+    actor_rollout_ref.actor.use_kl_loss=False \
+    actor_rollout_ref.rollout.log_prob_micro_batch_size_per_gpu=16 \
+    actor_rollout_ref.rollout.tensor_model_parallel_size=4 \
+    actor_rollout_ref.rollout.name=vllm \
+    actor_rollout_ref.rollout.gpu_memory_utilization=0.5 \
+    critic.optim.lr=1e-5 \
+    critic.model.use_remove_padding=True \
+    critic.model.path=Qwen/Qwen2.5-32B-Instruct \
+    critic.model.enable_gradient_checkpointing=False \
+    critic.ppo_micro_batch_size_per_gpu=8 \
+    critic.model.fsdp_config.param_offload=False \
+    critic.model.fsdp_config.optimizer_offload=False \
+    algorithm.use_kl_in_reward=False \
+    trainer.critic_warmup=0 \
+    trainer.logger='["console","wandb"]' \
+    trainer.project_name='verl_example' \
+    trainer.experiment_name='Qwen2.5-32B-Instruct_function_rm' \
+    trainer.n_gpus_per_node=8 \
+    trainer.nnodes=4 \
+    trainer.save_freq=20 \
+    trainer.test_freq=10 \
+    trainer.total_epochs=15 $@
diff --git a/verl/examples/ppo_trainer/run_qwen3-8b_npu.sh b/verl/examples/ppo_trainer/run_qwen3-8b_npu.sh
new file mode 100644
index 0000000000000000000000000000000000000000..40fb751e62ca0f8e2cf66250cb0a4c9ef03d58ed
--- /dev/null
+++ b/verl/examples/ppo_trainer/run_qwen3-8b_npu.sh
@@ -0,0 +1,55 @@
+set -x
+
+export VLLM_USE_V1=1
+
+python3 -m verl.trainer.main_ppo \
+    algorithm.adv_estimator=gae \
+    data.train_files=$HOME/data/dapo-math-17k.parquet \
+    data.val_files=$HOME/data/dapo-math-17k.parquet \
+    data.train_batch_size=256 \
+    data.max_prompt_length=2000 \
+    data.max_response_length=12000 \
+    data.shuffle=False \
+    actor_rollout_ref.model.path=Qwen/Qwen3-8B \
+    actor_rollout_ref.model.use_remove_padding=True \
+    actor_rollout_ref.model.enable_gradient_checkpointing=True \
+    actor_rollout_ref.actor.optim.lr=1e-6 \
+    actor_rollout_ref.actor.ppo_mini_batch_size=64 \
+    actor_rollout_ref.actor.ppo_micro_batch_size_per_gpu=1 \
+    actor_rollout_ref.actor.fsdp_config.param_offload=True \
+    actor_rollout_ref.actor.fsdp_config.optimizer_offload=True \
+    actor_rollout_ref.actor.use_kl_loss=False \
+    actor_rollout_ref.actor.ulysses_sequence_parallel_size=2 \
+    actor_rollout_ref.actor.use_dynamic_bsz=True \
+    actor_rollout_ref.actor.use_torch_compile=False \
+    actor_rollout_ref.rollout.log_prob_micro_batch_size_per_gpu=1 \
+    actor_rollout_ref.rollout.tensor_model_parallel_size=1 \
+    actor_rollout_ref.rollout.name=vllm \
+    actor_rollout_ref.rollout.gpu_memory_utilization=0.9 \
+    actor_rollout_ref.rollout.max_num_batched_tokens=14000 \
+    actor_rollout_ref.rollout.max_num_seqs=64 \
+    actor_rollout_ref.rollout.log_prob_use_dynamic_bsz=True \
+    actor_rollout_ref.rollout.enable_chunked_prefill=True \
+    actor_rollout_ref.rollout.enforce_eager=False \
+    critic.optim.lr=1e-5 \
+    critic.model.use_remove_padding=True \
+    critic.model.path=Qwen/Qwen3-8B \
+    critic.model.enable_gradient_checkpointing=True \
+    critic.ppo_micro_batch_size_per_gpu=1 \
+    critic.ulysses_sequence_parallel_size=2 \
+    critic.model.fsdp_config.param_offload=True \
+    critic.model.fsdp_config.optimizer_offload=True \
+    critic.use_dynamic_bsz=True \
+    trainer.critic_warmup=0 \
+    trainer.logger=console \
+    trainer.project_name='verl_example_dapo_math_17k' \
+    trainer.experiment_name='qwen3_8b_fsdp' \
+    trainer.n_gpus_per_node=8 \
+    trainer.nnodes=1 \
+    trainer.save_freq=20 \
+    trainer.test_freq=-1 \
+    trainer.val_before_train=False \
+    trainer.device=npu \
+    trainer.max_actor_ckpt_to_keep=1 \
+    trainer.max_critic_ckpt_to_keep=1 \
+    trainer.total_training_steps=100 $@
\ No newline at end of file
diff --git a/verl/examples/reinforce_plus_plus_trainer/run_qwen2-7b_math_rf.sh b/verl/examples/reinforce_plus_plus_trainer/run_qwen2-7b_math_rf.sh
new file mode 100644
index 0000000000000000000000000000000000000000..3e1de4af113eeb25013f396a8fd78cca56081231
--- /dev/null
+++ b/verl/examples/reinforce_plus_plus_trainer/run_qwen2-7b_math_rf.sh
@@ -0,0 +1,49 @@
+set -x
+
+
+gsm8k_train_path=$HOME/data/gsm8k/train.parquet
+gsm8k_test_path=$HOME/data/gsm8k/test.parquet
+math_train_path=$HOME/data/math/train.parquet
+math_test_path=$HOME/data/math/test.parquet
+
+train_files="['$gsm8k_train_path', '$math_train_path']"
+test_files="['$gsm8k_test_path', '$math_test_path']"
+
+python3 -m verl.trainer.main_ppo \
+    algorithm.adv_estimator=reinforce_plus_plus \
+    data.train_files="$train_files" \
+    data.val_files="$test_files" \
+    data.train_batch_size=1024 \
+    data.max_prompt_length=1024 \
+    data.max_response_length=1024 \
+    data.filter_overlong_prompts=True \
+    data.truncation='error' \
+    actor_rollout_ref.model.path=Qwen/Qwen2-7B-Instruct \
+    actor_rollout_ref.actor.optim.lr=3e-6 \
+    actor_rollout_ref.model.use_remove_padding=True \
+    actor_rollout_ref.actor.ppo_mini_batch_size=1024 \
+    actor_rollout_ref.actor.ppo_micro_batch_size_per_gpu=16 \
+    actor_rollout_ref.actor.use_kl_loss=False \
+    actor_rollout_ref.actor.kl_loss_coef=0.001 \
+    actor_rollout_ref.actor.kl_loss_type=mse \
+    actor_rollout_ref.actor.entropy_coeff=0 \
+    actor_rollout_ref.model.enable_gradient_checkpointing=True \
+    actor_rollout_ref.actor.fsdp_config.param_offload=False \
+    actor_rollout_ref.actor.fsdp_config.optimizer_offload=False \
+    actor_rollout_ref.rollout.log_prob_micro_batch_size_per_gpu=16 \
+    actor_rollout_ref.rollout.tensor_model_parallel_size=2 \
+    actor_rollout_ref.rollout.name=vllm \
+    actor_rollout_ref.rollout.gpu_memory_utilization=0.6 \
+    actor_rollout_ref.rollout.n=8 \
+    actor_rollout_ref.ref.log_prob_micro_batch_size_per_gpu=16 \
+    actor_rollout_ref.ref.fsdp_config.param_offload=True \
+    algorithm.use_kl_in_reward=True \
+    trainer.critic_warmup=0 \
+    trainer.logger='["console","wandb"]' \
+    trainer.project_name='verl_grpo_example_gsm8k' \
+    trainer.experiment_name='qwen2_7b_function_rm' \
+    trainer.n_gpus_per_node=16 \
+    trainer.nnodes=1 \
+    trainer.save_freq=-1 \
+    trainer.test_freq=5 \
+    trainer.total_epochs=15 $@
diff --git a/verl/examples/sft/gsm8k/run_gemma_2b.sh b/verl/examples/sft/gsm8k/run_gemma_2b.sh
new file mode 100644
index 0000000000000000000000000000000000000000..5b59893d258ba5723746676156aa0bcf67b7cfb3
--- /dev/null
+++ b/verl/examples/sft/gsm8k/run_gemma_2b.sh
@@ -0,0 +1,30 @@
+# Tested with 2 & 4 GPUs
+
+set -x
+
+if [ "$#" -lt 2 ]; then
+    echo "Usage: run_gemma_2b.sh <nproc_per_node> <save_path> [other_configs...]"
+    exit 1
+fi
+
+nproc_per_node=$1
+save_path=$2
+
+# Shift the arguments so $@ refers to the rest
+shift 2
+
+torchrun --standalone --nnodes=1 --nproc_per_node=$nproc_per_node \
+     -m verl.trainer.fsdp_sft_trainer \
+    data.train_files=$HOME/data/gsm8k/train.parquet \
+    data.val_files=$HOME/data/gsm8k/test.parquet \
+    data.prompt_key=extra_info \
+    data.response_key=extra_info \
+    data.prompt_dict_keys=['question'] \
+    +data.response_dict_keys=['answer'] \
+    data.micro_batch_size_per_gpu=4 \
+    model.partial_pretrain=google/gemma-2b-it \
+    trainer.default_local_dir=$save_path \
+    trainer.project_name=gsm8k-sft \
+    trainer.experiment_name=gsm8k-sft-gemma-2b-it \
+    trainer.total_epochs=2 \
+    trainer.logger='["console","wandb"]' $@
\ No newline at end of file
diff --git a/verl/examples/sft/gsm8k/run_qwen3_8b_sft_peft_sp2_npu.sh b/verl/examples/sft/gsm8k/run_qwen3_8b_sft_peft_sp2_npu.sh
new file mode 100644
index 0000000000000000000000000000000000000000..720e2340838d13418326821c7339d488b54bd805
--- /dev/null
+++ b/verl/examples/sft/gsm8k/run_qwen3_8b_sft_peft_sp2_npu.sh
@@ -0,0 +1,36 @@
+set -x
+
+if [ "$#" -lt 2 ]; then
+    echo "Usage: run_qwen3_8b_sft_peft_sp2_npu.sh <nproc_per_node> <save_path> [other_configs...]"
+    exit 1
+fi
+
+nproc_per_node=$1
+save_path=$2
+
+# Shift the arguments so $@ refers to the rest
+shift 2
+
+torchrun --standalone --nnodes=1 --nproc_per_node=$nproc_per_node \
+     -m verl.trainer.fsdp_sft_trainer \
+    data.train_files=$HOME/data/gsm8k/train.parquet \
+    data.val_files=$HOME/data/gsm8k/test.parquet \
+    data.prompt_key=extra_info \
+    data.response_key=extra_info \
+    optim.lr=1e-4 \
+    data.prompt_dict_keys=['question'] \
+    +data.response_dict_keys=['answer'] \
+    data.micro_batch_size_per_gpu=64 \
+    model.partial_pretrain=Qwen/Qwen3-8B \
+    trainer.default_local_dir=$save_path \
+    trainer.project_name=gsm8k-sft \
+    trainer.experiment_name=gsm8k-sft-qwen3-8b-instruct \
+    trainer.logger=console \
+    trainer.total_epochs=2 $@ \
+    model.lora_rank=32 \
+    model.lora_alpha=16 \
+    model.target_modules=all-linear \
+    model.strategy=fsdp \
+    ulysses_sequence_parallel_size=2 \
+    use_remove_padding=true \
+    trainer.device=npu
diff --git a/verl/examples/sft/gsm8k/run_qwen_05_sp2_liger.sh b/verl/examples/sft/gsm8k/run_qwen_05_sp2_liger.sh
new file mode 100644
index 0000000000000000000000000000000000000000..1c5cd591f14fc9ab94d7abf0f8bf033ae7214414
--- /dev/null
+++ b/verl/examples/sft/gsm8k/run_qwen_05_sp2_liger.sh
@@ -0,0 +1,31 @@
+set -x
+
+if [ "$#" -lt 2 ]; then
+    echo "Usage: run_qwen_05_sp2.sh <nproc_per_node> <save_path> [other_configs...]"
+    exit 1
+fi
+
+nproc_per_node=$1
+save_path=$2
+
+# Shift the arguments so $@ refers to the rest
+shift 2
+
+torchrun --standalone --nnodes=1 --nproc_per_node=$nproc_per_node \
+     -m verl.trainer.fsdp_sft_trainer \
+    data.train_files=$HOME/data/gsm8k/train.parquet \
+    data.val_files=$HOME/data/gsm8k/test.parquet \
+    data.prompt_key=extra_info \
+    data.response_key=extra_info \
+    optim.lr=1e-4 \
+    data.prompt_dict_keys=['question'] \
+    +data.response_dict_keys=['answer'] \
+    data.micro_batch_size=4 \
+    model.partial_pretrain=Qwen/Qwen2.5-0.5B-Instruct \
+    model.use_liger=True \
+    trainer.default_local_dir=$save_path \
+    trainer.project_name=gsm8k-sft \
+    trainer.experiment_name=gsm8k-sft-qwen-2.5-0.5b-instruct-sp2-liger \
+    trainer.logger=console $@ \
+    ulysses_sequence_parallel_size=2 \
+    use_remove_padding=true
diff --git a/verl/examples/sglang_multiturn/README.md b/verl/examples/sglang_multiturn/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..0c97c7e7507f3b5b108128c7068ea9ae6dae95ee
--- /dev/null
+++ b/verl/examples/sglang_multiturn/README.md
@@ -0,0 +1,38 @@
+# Multi-Turn Rollout Example (GSM8K)
+
+This example demonstrates how to perform **multi-turn rollout** using SGLang with a tool-calling capable model (e.g., Qwen2.5-3B) on the GSM8K dataset.
+
+## Usage
+
+### Step 1: Download GSM8K Dataset
+
+```bash
+cd examples/data_preprocess
+python3 gsm8k_multiturn_w_tool.py
+```
+
+This will download and preprocess the GSM8K dataset into ~/data/gsm8k/.
+
+### Step 2: Run Multi-Turn Rollout
+
+If you have 8 GPUs
+Use the standard 8-GPU script:
+
+```bash
+cd your_verl_root_dir
+bash examples/sglang_multiturn/run_qwen2.5-3b_gsm8k_multiturn.sh
+```
+
+If you have only 4 GPUs
+Use the fallback 4-GPU script:
+
+```bash
+cd your_verl_root_dir
+bash examples/sglang_multiturn/run_qwen2.5-3b_gsm8k_multiturn_4xgpu.sh 
+```
+
+## Notes
+
+- The rollout supports multi-turn conversations with tool-calling capabilities.
+- Current tools are used for GSM8K answer evaluation.
+- Future versions may extend to search and code interpreter tools.
diff --git a/verl/examples/sglang_multiturn/config/geo3k_multiturn_grpo.yaml b/verl/examples/sglang_multiturn/config/geo3k_multiturn_grpo.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..a9523f196855c2e41572ef626e42330960506635
--- /dev/null
+++ b/verl/examples/sglang_multiturn/config/geo3k_multiturn_grpo.yaml
@@ -0,0 +1,25 @@
+hydra:
+  searchpath:
+    - file://verl/trainer/config
+
+defaults:
+  - ppo_trainer
+  - _self_
+
+data:
+  max_prompt_length: 2048
+  max_response_length: 2048
+  train_batch_size: 256
+  return_raw_chat: True
+  return_multi_modal_inputs: False
+
+actor_rollout_ref:
+  hybrid_engine: True
+  model:
+    custom_chat_template: "{% set image_count = namespace(value=0) %}{% set video_count = namespace(value=0) %}{%- if tools %}{{- '<|im_start|>system\\n' }}{%- if messages[0]['role'] == 'system' %}{{- messages[0]['content'] }}{%- else %}{{- 'You are a helpful assistant.' }}{%- endif %}{{- \"\\n\\n# Tools\\n\\nYou may call one or more functions to assist with the user query.\\n\\nYou are provided with function signatures within <tools></tools> XML tags:\\n<tools>\" }}{%- for tool in tools %}{{- \"\\n\" }}{{- tool | tojson }}{%- endfor %}{{- \"\\n</tools>\\n\\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\\n<tool_call>\\n{\\\"name\\\": <function-name>, \\\"arguments\\\": <args-json-object>}\\n</tool_call><|im_end|>\\n\" }}{% for message in messages %}{% if message['role'] != 'system' or loop.first == false %}{%- if (message.role == \"user\") or (message.role == \"system\" and not loop.first) or (message.role == \"assistant\" and not message.tool_calls) %}<|im_start|>{{ message['role'] }}\n{% if message['content'] is string %}{{ message['content'] }}<|im_end|>\n{% else %}{% for content in message['content'] %}{% if content['type'] == 'image' or 'image' in content or 'image_url' in content %}{% set image_count.value = image_count.value + 1 %}{% if add_vision_id %}Picture {{ image_count.value }}: {% endif %}<|vision_start|><|image_pad|><|vision_end|>{% elif content['type'] == 'video' or 'video' in content %}{% set video_count.value = video_count.value + 1 %}{% if add_vision_id %}Video {{ video_count.value }}: {% endif %}<|vision_start|><|video_pad|><|vision_end|>{% elif 'text' in content %}{{ content['text'] }}{% endif %}{% endfor %}<|im_end|>\n{% endif %}{%- elif message.role == \"assistant\" %}{{- '<|im_start|>' + message.role }}{%- if message.content %}{{- '\\n' + message.content }}{%- endif %}{%- for tool_call in message.tool_calls %}{%- if tool_call.function is defined %}{%- set tool_call = tool_call.function %}{%- endif %}{{- '\\n<tool_call>\\n{\"name\": \"' }}{{- tool_call.name }}{{- '\", \"arguments\": ' }}{{- tool_call.arguments | tojson }}{{- '}\\n</tool_call>' }}{%- endfor %}{{- '<|im_end|>\\n' }}{%- elif message.role == \"tool\" %}{%- if (loop.index0 == 0) or (messages[loop.index0 - 1].role != \"tool\") %}{{- '<|im_start|>user' }}{%- endif %}{{- '\\n<tool_response>\\n' }}{% if message['content'] is string %}{{ message.content }}{% else %}{% for content in message['content'] %}{% if content['type'] == 'image' or 'image' in content or 'image_url' in content %}{% set image_count.value = image_count.value + 1 %}{% if add_vision_id %}Picture {{ image_count.value }}: {% endif %}<|vision_start|><|image_pad|><|vision_end|>{% elif content['type'] == 'video' or 'video' in content %}{% set video_count.value = video_count.value + 1 %}{% if add_vision_id %}Video {{ video_count.value }}: {% endif %}<|vision_start|><|video_pad|><|vision_end|>{% elif content['type'] == 'text' or 'text' in content %}{{ content['text'] }}{% endif %}{% endfor %}{% endif %}{{- '\\n</tool_response>' }}{%- if loop.last or (messages[loop.index0 + 1].role != \"tool\") %}{{- '<|im_end|>\\n' }}{%- endif %}{%- endif %}{% endif %}{% endfor %}{%- else %}{% for message in messages %}{% if loop.first and message['role'] != 'system' %}<|im_start|>system\nYou are a helpful assistant.<|im_end|>\n{% endif %}{%- if (message.role == \"user\") or (message.role == \"system\" and not loop.first) or (message.role == \"assistant\" and not message.tool_calls) %}<|im_start|>{{ message['role'] }}\n{% if message['content'] is string %}{{ message['content'] }}<|im_end|>\n{% else %}{% for content in message['content'] %}{% if content['type'] == 'image' or 'image' in content or 'image_url' in content %}{% set image_count.value = image_count.value + 1 %}{% if add_vision_id %}Picture {{ image_count.value }}: {% endif %}<|vision_start|><|image_pad|><|vision_end|>{% elif content['type'] == 'video' or 'video' in content %}{% set video_count.value = video_count.value + 1 %}{% if add_vision_id %}Video {{ video_count.value }}: {% endif %}<|vision_start|><|video_pad|><|vision_end|>{% elif 'text' in content %}{{ content['text'] }}{% endif %}{% endfor %}<|im_end|>\n{% endif %}{%- elif message.role == \"assistant\" %}{{- '<|im_start|>' + message.role }}{%- if message.content %}{{- '\\n' + message.content }}{%- endif %}{%- for tool_call in message.tool_calls %}{%- if tool_call.function is defined %}{%- set tool_call = tool_call.function %}{%- endif %}{{- '\\n<tool_call>\\n{\"name\": \"' }}{{- tool_call.name }}{{- '\", \"arguments\": ' }}{{- tool_call.arguments | tojson }}{{- '}\\n</tool_call>' }}{%- endfor %}{{- '<|im_end|>\\n' }}{%- elif message.role == \"tool\" %}{%- if (loop.index0 == 0) or (messages[loop.index0 - 1].role != \"tool\") %}{{- '<|im_start|>user' }}{%- endif %}{{- '\\n<tool_response>\\n' }}{% if message['content'] is string %}{{ message.content }}{% else %}{% for content in message['content'] %}{% if content['type'] == 'image' or 'image' in content or 'image_url' in content %}{% set image_count.value = image_count.value + 1 %}{% if add_vision_id %}Picture {{ image_count.value }}: {% endif %}<|vision_start|><|image_pad|><|vision_end|>{% elif content['type'] == 'video' or 'video' in content %}{% set video_count.value = video_count.value + 1 %}{% if add_vision_id %}Video {{ video_count.value }}: {% endif %}<|vision_start|><|video_pad|><|vision_end|>{% elif content['type'] == 'text' or 'text' in content %}{{ content['text'] }}{% endif %}{% endfor %}{% endif %}{{- '\\n</tool_response>' }}{%- if loop.last or (messages[loop.index0 + 1].role != \"tool\") %}{{- '<|im_end|>\\n' }}{%- endif %}{%- endif %}{% endfor %}{%- endif %}{% if add_generation_prompt %}<|im_start|>assistant\n{% endif %}"
+  rollout:
+    name: sglang
+    multi_turn:
+      enable: True
+      max_assistant_turns: 5
+      # tool_config_path: "./config/tool_config/gsm8k_tool_config.yaml"
diff --git a/verl/examples/sglang_multiturn/config/geo3k_multiturn_megatron_grpo.yaml b/verl/examples/sglang_multiturn/config/geo3k_multiturn_megatron_grpo.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..5e208f3336eeba29793f2c81a86762167eaf6f53
--- /dev/null
+++ b/verl/examples/sglang_multiturn/config/geo3k_multiturn_megatron_grpo.yaml
@@ -0,0 +1,25 @@
+hydra:
+  searchpath:
+    - file://verl/trainer/config
+
+defaults:
+  - ppo_megatron_trainer
+  - _self_
+
+data:
+  max_prompt_length: 2048
+  max_response_length: 2048
+  train_batch_size: 256
+  return_raw_chat: True
+  return_multi_modal_inputs: False
+
+actor_rollout_ref:
+  hybrid_engine: True
+  model:
+    custom_chat_template: "{% set image_count = namespace(value=0) %}{% set video_count = namespace(value=0) %}{%- if tools %}{{- '<|im_start|>system\\n' }}{%- if messages[0]['role'] == 'system' %}{{- messages[0]['content'] }}{%- else %}{{- 'You are a helpful assistant.' }}{%- endif %}{{- \"\\n\\n# Tools\\n\\nYou may call one or more functions to assist with the user query.\\n\\nYou are provided with function signatures within <tools></tools> XML tags:\\n<tools>\" }}{%- for tool in tools %}{{- \"\\n\" }}{{- tool | tojson }}{%- endfor %}{{- \"\\n</tools>\\n\\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\\n<tool_call>\\n{\\\"name\\\": <function-name>, \\\"arguments\\\": <args-json-object>}\\n</tool_call><|im_end|>\\n\" }}{% for message in messages %}{% if message['role'] != 'system' or loop.first == false %}{%- if (message.role == \"user\") or (message.role == \"system\" and not loop.first) or (message.role == \"assistant\" and not message.tool_calls) %}<|im_start|>{{ message['role'] }}\n{% if message['content'] is string %}{{ message['content'] }}<|im_end|>\n{% else %}{% for content in message['content'] %}{% if content['type'] == 'image' or 'image' in content or 'image_url' in content %}{% set image_count.value = image_count.value + 1 %}{% if add_vision_id %}Picture {{ image_count.value }}: {% endif %}<|vision_start|><|image_pad|><|vision_end|>{% elif content['type'] == 'video' or 'video' in content %}{% set video_count.value = video_count.value + 1 %}{% if add_vision_id %}Video {{ video_count.value }}: {% endif %}<|vision_start|><|video_pad|><|vision_end|>{% elif 'text' in content %}{{ content['text'] }}{% endif %}{% endfor %}<|im_end|>\n{% endif %}{%- elif message.role == \"assistant\" %}{{- '<|im_start|>' + message.role }}{%- if message.content %}{{- '\\n' + message.content }}{%- endif %}{%- for tool_call in message.tool_calls %}{%- if tool_call.function is defined %}{%- set tool_call = tool_call.function %}{%- endif %}{{- '\\n<tool_call>\\n{\"name\": \"' }}{{- tool_call.name }}{{- '\", \"arguments\": ' }}{{- tool_call.arguments | tojson }}{{- '}\\n</tool_call>' }}{%- endfor %}{{- '<|im_end|>\\n' }}{%- elif message.role == \"tool\" %}{%- if (loop.index0 == 0) or (messages[loop.index0 - 1].role != \"tool\") %}{{- '<|im_start|>user' }}{%- endif %}{{- '\\n<tool_response>\\n' }}{% if message['content'] is string %}{{ message.content }}{% else %}{% for content in message['content'] %}{% if content['type'] == 'image' or 'image' in content or 'image_url' in content %}{% set image_count.value = image_count.value + 1 %}{% if add_vision_id %}Picture {{ image_count.value }}: {% endif %}<|vision_start|><|image_pad|><|vision_end|>{% elif content['type'] == 'video' or 'video' in content %}{% set video_count.value = video_count.value + 1 %}{% if add_vision_id %}Video {{ video_count.value }}: {% endif %}<|vision_start|><|video_pad|><|vision_end|>{% elif content['type'] == 'text' or 'text' in content %}{{ content['text'] }}{% endif %}{% endfor %}{% endif %}{{- '\\n</tool_response>' }}{%- if loop.last or (messages[loop.index0 + 1].role != \"tool\") %}{{- '<|im_end|>\\n' }}{%- endif %}{%- endif %}{% endif %}{% endfor %}{%- else %}{% for message in messages %}{% if loop.first and message['role'] != 'system' %}<|im_start|>system\nYou are a helpful assistant.<|im_end|>\n{% endif %}{%- if (message.role == \"user\") or (message.role == \"system\" and not loop.first) or (message.role == \"assistant\" and not message.tool_calls) %}<|im_start|>{{ message['role'] }}\n{% if message['content'] is string %}{{ message['content'] }}<|im_end|>\n{% else %}{% for content in message['content'] %}{% if content['type'] == 'image' or 'image' in content or 'image_url' in content %}{% set image_count.value = image_count.value + 1 %}{% if add_vision_id %}Picture {{ image_count.value }}: {% endif %}<|vision_start|><|image_pad|><|vision_end|>{% elif content['type'] == 'video' or 'video' in content %}{% set video_count.value = video_count.value + 1 %}{% if add_vision_id %}Video {{ video_count.value }}: {% endif %}<|vision_start|><|video_pad|><|vision_end|>{% elif 'text' in content %}{{ content['text'] }}{% endif %}{% endfor %}<|im_end|>\n{% endif %}{%- elif message.role == \"assistant\" %}{{- '<|im_start|>' + message.role }}{%- if message.content %}{{- '\\n' + message.content }}{%- endif %}{%- for tool_call in message.tool_calls %}{%- if tool_call.function is defined %}{%- set tool_call = tool_call.function %}{%- endif %}{{- '\\n<tool_call>\\n{\"name\": \"' }}{{- tool_call.name }}{{- '\", \"arguments\": ' }}{{- tool_call.arguments | tojson }}{{- '}\\n</tool_call>' }}{%- endfor %}{{- '<|im_end|>\\n' }}{%- elif message.role == \"tool\" %}{%- if (loop.index0 == 0) or (messages[loop.index0 - 1].role != \"tool\") %}{{- '<|im_start|>user' }}{%- endif %}{{- '\\n<tool_response>\\n' }}{% if message['content'] is string %}{{ message.content }}{% else %}{% for content in message['content'] %}{% if content['type'] == 'image' or 'image' in content or 'image_url' in content %}{% set image_count.value = image_count.value + 1 %}{% if add_vision_id %}Picture {{ image_count.value }}: {% endif %}<|vision_start|><|image_pad|><|vision_end|>{% elif content['type'] == 'video' or 'video' in content %}{% set video_count.value = video_count.value + 1 %}{% if add_vision_id %}Video {{ video_count.value }}: {% endif %}<|vision_start|><|video_pad|><|vision_end|>{% elif content['type'] == 'text' or 'text' in content %}{{ content['text'] }}{% endif %}{% endfor %}{% endif %}{{- '\\n</tool_response>' }}{%- if loop.last or (messages[loop.index0 + 1].role != \"tool\") %}{{- '<|im_end|>\\n' }}{%- endif %}{%- endif %}{% endfor %}{%- endif %}{% if add_generation_prompt %}<|im_start|>assistant\n{% endif %}"
+  rollout:
+    name: sglang
+    multi_turn:
+      enable: True
+      max_assistant_turns: 5
+      # tool_config_path: "./config/tool_config/gsm8k_tool_config.yaml"
diff --git a/verl/examples/sglang_multiturn/config/gsm8k_multiturn_grpo.yaml b/verl/examples/sglang_multiturn/config/gsm8k_multiturn_grpo.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..e9109232a4fa7e2c46a4d66faa57b146f5ff8131
--- /dev/null
+++ b/verl/examples/sglang_multiturn/config/gsm8k_multiturn_grpo.yaml
@@ -0,0 +1,21 @@
+hydra:
+  searchpath:
+    - file://verl/trainer/config
+
+defaults:
+  - ppo_trainer
+  - _self_
+
+data:
+  max_prompt_length: 1024
+  max_response_length: 1024
+  train_batch_size: 256
+  return_raw_chat: True
+
+actor_rollout_ref:
+  hybrid_engine: True
+  rollout:
+    name: sglang
+    multi_turn:
+      enable: True
+      max_assistant_turns: 5
diff --git a/verl/examples/sglang_multiturn/config/gsm8k_multiturn_grpo_server.yaml b/verl/examples/sglang_multiturn/config/gsm8k_multiturn_grpo_server.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..502210dbec824e7ecdc9544d42f3b64b7a4b42b9
--- /dev/null
+++ b/verl/examples/sglang_multiturn/config/gsm8k_multiturn_grpo_server.yaml
@@ -0,0 +1,28 @@
+hydra:
+  searchpath:
+    - file://verl/trainer/config
+
+defaults:
+  - ppo_trainer
+  - _self_
+
+data:
+  max_prompt_length: 1024
+  max_response_length: 1024
+  train_batch_size: 256
+  return_raw_chat: True
+
+actor_rollout_ref:
+  hybrid_engine: True
+  rollout:
+    name: sglang
+    multi_turn:
+      enable: True
+      max_assistant_turns: 5
+    sglang_rollout_mode: server
+    server:
+      timeout: 60
+      max_attempts: 3
+      retry_delay: 2
+      max_connections: 1000
+      max_start_wait_time: 300.0
\ No newline at end of file
diff --git a/verl/examples/sglang_multiturn/config/gsm8k_multiturn_grpo_w_interaction.yaml b/verl/examples/sglang_multiturn/config/gsm8k_multiturn_grpo_w_interaction.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..122f7e50f1ee9f41723047e8fc40aedf52d44d9a
--- /dev/null
+++ b/verl/examples/sglang_multiturn/config/gsm8k_multiturn_grpo_w_interaction.yaml
@@ -0,0 +1,21 @@
+hydra:
+  searchpath:
+    - file://verl/trainer/config
+
+defaults:
+  - ppo_trainer
+  - _self_
+
+data:
+  max_prompt_length: 1024
+  max_response_length: 1024
+  train_batch_size: 256
+  return_raw_chat: True
+
+actor_rollout_ref:
+  hybrid_engine: True
+  rollout:
+    name: sglang
+    multi_turn:
+      enable: True
+      max_user_turns: 5
diff --git a/verl/examples/sglang_multiturn/config/gsm8k_multiturn_megatron_grpo.yaml b/verl/examples/sglang_multiturn/config/gsm8k_multiturn_megatron_grpo.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..8aff859cc331a454014a051f885260517089d659
--- /dev/null
+++ b/verl/examples/sglang_multiturn/config/gsm8k_multiturn_megatron_grpo.yaml
@@ -0,0 +1,22 @@
+hydra:
+  searchpath:
+    - file://verl/trainer/config
+
+defaults:
+  - ppo_megatron_trainer
+  - _self_
+
+data:
+  max_prompt_length: 1024
+  max_response_length: 1024
+  train_batch_size: 256
+  return_raw_chat: True
+
+actor_rollout_ref:
+  hybrid_engine: True
+  rollout:
+    name: sglang
+    multi_turn:
+      enable: True
+      max_assistant_turns: 5
+  
diff --git a/verl/examples/sglang_multiturn/config/interaction_config/gsm8k_interaction_config.yaml b/verl/examples/sglang_multiturn/config/interaction_config/gsm8k_interaction_config.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..78faf386ef8a3a68de7dcd51c3c1281a403d5422
--- /dev/null
+++ b/verl/examples/sglang_multiturn/config/interaction_config/gsm8k_interaction_config.yaml
@@ -0,0 +1,4 @@
+interaction:
+  - name: "gsm8k"
+    class_name: "verl.interactions.gsm8k_interaction.Gsm8kInteraction"
+    config: {}
\ No newline at end of file
diff --git a/verl/examples/sglang_multiturn/config/retool_multiturn_grpo.yaml b/verl/examples/sglang_multiturn/config/retool_multiturn_grpo.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..d1cfaccce28f848a171405bd228384c7e0e62be9
--- /dev/null
+++ b/verl/examples/sglang_multiturn/config/retool_multiturn_grpo.yaml
@@ -0,0 +1,22 @@
+hydra:
+  searchpath:
+    - file://verl/trainer/config
+
+defaults:
+  - ppo_trainer
+  - _self_
+
+data:
+  max_prompt_length: 1024
+  max_response_length: 1024
+  train_batch_size: 256
+  return_raw_chat: True
+
+actor_rollout_ref:
+  hybrid_engine: True
+  rollout:
+    name: sglang
+    multi_turn:
+      enable: True
+      max_assistant_turns: 5
+      tool_config_path: "./config/tool_config/sandbox_fusion_tool_config.yaml"
diff --git a/verl/examples/sglang_multiturn/config/tool_config/geo3k_tool_config.yaml b/verl/examples/sglang_multiturn/config/tool_config/geo3k_tool_config.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..675a342e67cf0699d575b5a7db27c72a4c8e8f12
--- /dev/null
+++ b/verl/examples/sglang_multiturn/config/tool_config/geo3k_tool_config.yaml
@@ -0,0 +1,16 @@
+tools:
+  - class_name: "verl.tools.geo3k_tool.Geo3kTool"
+    config: 
+      type: native
+    tool_schema:
+      type: "function"
+      function:
+        name: "calc_geo3k_reward"
+        description: "A tool for calculating the reward of geo3k. (1.0 if parsed answer is correct, 0.0 if parsed answer is incorrect or not correctly parsed)"
+        parameters:
+          type: "object"
+          properties:
+            answer:
+              type: "string"
+              description: "The model's answer to the geo3k problem, must be a digits"
+          required: ["answer"]
\ No newline at end of file
diff --git a/verl/examples/sglang_multiturn/config/tool_config/gsm8k_tool_config.yaml b/verl/examples/sglang_multiturn/config/tool_config/gsm8k_tool_config.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..a4197baabf08e1ac076357db8286c8641fc02f54
--- /dev/null
+++ b/verl/examples/sglang_multiturn/config/tool_config/gsm8k_tool_config.yaml
@@ -0,0 +1,16 @@
+tools:
+  - class_name: "verl.tools.gsm8k_tool.Gsm8kTool"
+    config: 
+      type: native
+    tool_schema:
+      type: "function"
+      function:
+        name: "calc_gsm8k_reward"
+        description: "A tool for calculating the reward of gsm8k. (1.0 if parsed answer is correct, 0.0 if parsed answer is incorrect or not correctly parsed)"
+        parameters:
+          type: "object"
+          properties:
+            answer:
+              type: "string"
+              description: "The model's answer to the GSM8K math problem, must be a digits"
+          required: ["answer"]
diff --git a/verl/examples/sglang_multiturn/config/tool_config/mcp_server.json b/verl/examples/sglang_multiturn/config/tool_config/mcp_server.json
new file mode 100644
index 0000000000000000000000000000000000000000..29424f71e0b17814a3242fefb5bc2e149c3e9c64
--- /dev/null
+++ b/verl/examples/sglang_multiturn/config/tool_config/mcp_server.json
@@ -0,0 +1,8 @@
+{
+    "mcpServers": {
+        "Tavily Expert": {
+            "url": "your_tavily_expert_url",
+            "auth_token": "your_tavily_api_token"
+        }
+    }
+}
\ No newline at end of file
diff --git a/verl/examples/sglang_multiturn/config/tool_config/sandbox_fusion_tool_config.yaml b/verl/examples/sglang_multiturn/config/tool_config/sandbox_fusion_tool_config.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..516acf56946b8de6fa40e07cc53042e8a2fcdd18
--- /dev/null
+++ b/verl/examples/sglang_multiturn/config/tool_config/sandbox_fusion_tool_config.yaml
@@ -0,0 +1,24 @@
+tools:
+  - class_name: "verl.tools.sandbox_fusion_tools.SandboxFusionTool"
+    config: 
+      sandbox_fusion_url: "https://xxx.apigateway-cn-beijing.volceapi.com/run_code"
+      num_workers: 10
+      enable_global_rate_limit: true
+      rate_limit: 10
+      default_timeout: 30
+      default_language: "python"
+      memory_limit_mb: 1024
+      type: native
+
+    tool_schema:
+      type: "function"
+      function:
+        name: "code_interpreter"
+        description: "A tool for executing code."
+        parameters:
+          type: "object"
+          properties:
+            code:
+              type: "string"
+              description: "The code to execute."
+          required: ["code"]
\ No newline at end of file
diff --git a/verl/examples/sglang_multiturn/config/tool_config/search_tool_config.yaml b/verl/examples/sglang_multiturn/config/tool_config/search_tool_config.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..926b6b832f283175f92cc86b6cc4a1964096a8d3
--- /dev/null
+++ b/verl/examples/sglang_multiturn/config/tool_config/search_tool_config.yaml
@@ -0,0 +1,23 @@
+tools:
+  - class_name: verl.tools.search_tool.SearchTool
+    config:
+      retrieval_service_url: http://127.0.0.1:8000/retrieve
+      num_workers: 120
+      rate_limit: 120
+      timeout: 30
+      type: native
+    tool_schema:
+      type: function
+      function:
+        name: search
+        description: Searches the web for relevant information based on the given query.
+        parameters:
+          type: object
+          properties:
+            query_list:
+              type: array
+              item:
+                type: string
+              description: A list of fully-formed semantic queries. The tool will return search results for each query.
+          required: 
+            - query_list
\ No newline at end of file
diff --git a/verl/examples/sglang_multiturn/run_qwen2.5-3b_gsm8k_multiturn_4xgpu.sh b/verl/examples/sglang_multiturn/run_qwen2.5-3b_gsm8k_multiturn_4xgpu.sh
new file mode 100644
index 0000000000000000000000000000000000000000..9e61893b05393c28f314416b9250703883df34f3
--- /dev/null
+++ b/verl/examples/sglang_multiturn/run_qwen2.5-3b_gsm8k_multiturn_4xgpu.sh
@@ -0,0 +1,60 @@
+# run on 4xH100
+# make sure your current working directory is the root of the project
+
+set -x
+export HYDRA_FULL_ERROR=1
+ulimit -n 65535
+
+PROJECT_DIR="$(pwd)"
+CONFIG_PATH="$PROJECT_DIR/examples/sglang_multiturn/config"
+
+python3 -m verl.trainer.main_ppo \
+    --config-path="$CONFIG_PATH" \
+    --config-name='gsm8k_multiturn_grpo' \
+    algorithm.adv_estimator=grpo \
+    data.train_batch_size=256 \
+    data.max_prompt_length=1024 \
+    data.max_response_length=1024 \
+    data.filter_overlong_prompts=True \
+    data.truncation='error' \
+    data.return_raw_chat=True \
+    actor_rollout_ref.model.path=Qwen/Qwen2.5-3B-Instruct \
+    actor_rollout_ref.actor.optim.lr=1e-6 \
+    actor_rollout_ref.model.use_remove_padding=True \
+    actor_rollout_ref.actor.ppo_mini_batch_size=256 \
+    actor_rollout_ref.actor.ppo_micro_batch_size_per_gpu=32 \
+    actor_rollout_ref.actor.use_kl_loss=True \
+    actor_rollout_ref.actor.kl_loss_coef=0.001 \
+    actor_rollout_ref.actor.kl_loss_type=low_var_kl \
+    actor_rollout_ref.actor.entropy_coeff=0 \
+    actor_rollout_ref.model.enable_gradient_checkpointing=True \
+    actor_rollout_ref.actor.fsdp_config.param_offload=False \
+    actor_rollout_ref.actor.fsdp_config.optimizer_offload=False \
+    actor_rollout_ref.rollout.log_prob_micro_batch_size_per_gpu=32 \
+    actor_rollout_ref.rollout.tensor_model_parallel_size=2 \
+    actor_rollout_ref.rollout.name=sglang \
+    actor_rollout_ref.rollout.gpu_memory_utilization=0.5 \
+    actor_rollout_ref.rollout.n=16 \
+    actor_rollout_ref.ref.log_prob_micro_batch_size_per_gpu=32 \
+    actor_rollout_ref.ref.fsdp_config.param_offload=True \
+    algorithm.use_kl_in_reward=False \
+    trainer.critic_warmup=0 \
+    trainer.logger='["console","wandb"]' \
+    trainer.project_name='gsm8k_async_rl' \
+    trainer.experiment_name='qwen2.5-3b_function_rm-gsm8k-async-sgl-multi-w-tool-verify-n16-4cards' \
+    trainer.n_gpus_per_node=4 \
+    trainer.nnodes=1 \
+    trainer.save_freq=-1 \
+    trainer.test_freq=20 \
+    trainer.total_epochs=15 \
+    actor_rollout_ref.actor.ppo_max_token_len_per_gpu=8192 \
+    actor_rollout_ref.rollout.log_prob_max_token_len_per_gpu=8192 \
+    actor_rollout_ref.ref.log_prob_max_token_len_per_gpu=8192 \
+    critic.ppo_max_token_len_per_gpu=8192 \
+    critic.forward_max_token_len_per_gpu=8192 \
+    data.train_files=$HOME/data/gsm8k/train.parquet \
+    data.val_files=$HOME/data/gsm8k/test.parquet \
+    actor_rollout_ref.rollout.multi_turn.tool_config_path="$PROJECT_DIR/examples/sglang_multiturn/config/tool_config/gsm8k_tool_config.yaml" \
+    actor_rollout_ref.rollout.multi_turn.interaction_config_path="$PROJECT_DIR/examples/sglang_multiturn/config/interaction_config/gsm8k_interaction_config.yaml" \
+    actor_rollout_ref.rollout.multi_turn.max_user_turns=1 \
+    $@
\ No newline at end of file
diff --git a/verl/examples/sglang_multiturn/run_qwen2.5-3b_gsm8k_multiturn_4xgpu_server.sh b/verl/examples/sglang_multiturn/run_qwen2.5-3b_gsm8k_multiturn_4xgpu_server.sh
new file mode 100644
index 0000000000000000000000000000000000000000..79e5e568e76f923595847bb1048323e9f382b654
--- /dev/null
+++ b/verl/examples/sglang_multiturn/run_qwen2.5-3b_gsm8k_multiturn_4xgpu_server.sh
@@ -0,0 +1,60 @@
+# run on 4xH100
+# make sure your current working directory is the root of the project
+
+set -x
+export HYDRA_FULL_ERROR=1
+ulimit -n 65535
+
+PROJECT_DIR="$(pwd)"
+CONFIG_PATH="$PROJECT_DIR/examples/sglang_multiturn/config"
+
+python3 -m verl.trainer.main_ppo \
+    --config-path="$CONFIG_PATH" \
+    --config-name='gsm8k_multiturn_grpo_server' \
+    algorithm.adv_estimator=grpo \
+    data.train_batch_size=256 \
+    data.max_prompt_length=1024 \
+    data.max_response_length=1024 \
+    data.filter_overlong_prompts=True \
+    data.truncation='error' \
+    data.return_raw_chat=True \
+    actor_rollout_ref.model.path=Qwen/Qwen2.5-3B-Instruct \
+    actor_rollout_ref.actor.optim.lr=1e-6 \
+    actor_rollout_ref.model.use_remove_padding=True \
+    actor_rollout_ref.actor.ppo_mini_batch_size=256 \
+    actor_rollout_ref.actor.ppo_micro_batch_size_per_gpu=32 \
+    actor_rollout_ref.actor.use_kl_loss=True \
+    actor_rollout_ref.actor.kl_loss_coef=0.001 \
+    actor_rollout_ref.actor.kl_loss_type=low_var_kl \
+    actor_rollout_ref.actor.entropy_coeff=0 \
+    actor_rollout_ref.model.enable_gradient_checkpointing=True \
+    actor_rollout_ref.actor.fsdp_config.param_offload=False \
+    actor_rollout_ref.actor.fsdp_config.optimizer_offload=False \
+    actor_rollout_ref.rollout.log_prob_micro_batch_size_per_gpu=32 \
+    actor_rollout_ref.rollout.tensor_model_parallel_size=4 \
+    actor_rollout_ref.rollout.name=sglang \
+    actor_rollout_ref.rollout.gpu_memory_utilization=0.6 \
+    actor_rollout_ref.rollout.n=16 \
+    actor_rollout_ref.ref.log_prob_micro_batch_size_per_gpu=32 \
+    actor_rollout_ref.ref.fsdp_config.param_offload=True \
+    algorithm.use_kl_in_reward=False \
+    trainer.critic_warmup=0 \
+    trainer.logger='["console", "wandb"]' \
+    trainer.project_name='gsm8k_async_rl_server' \
+    trainer.experiment_name='qwen2.5-3b_function_rm-gsm8k-async-sgl-multi-w-tool-verify-n16-4cards' \
+    trainer.n_gpus_per_node=4 \
+    trainer.nnodes=1 \
+    trainer.save_freq=-1 \
+    trainer.test_freq=20 \
+    trainer.total_epochs=15 \
+    actor_rollout_ref.actor.ppo_max_token_len_per_gpu=8192 \
+    actor_rollout_ref.rollout.log_prob_max_token_len_per_gpu=8192 \
+    actor_rollout_ref.ref.log_prob_max_token_len_per_gpu=8192 \
+    critic.ppo_max_token_len_per_gpu=8192 \
+    critic.forward_max_token_len_per_gpu=8192 \
+    data.train_files=$HOME/data/gsm8k/train.parquet \
+    data.val_files=$HOME/data/gsm8k/test.parquet \
+    actor_rollout_ref.rollout.multi_turn.tool_config_path="$PROJECT_DIR/examples/sglang_multiturn/config/tool_config/gsm8k_tool_config.yaml" \
+    actor_rollout_ref.rollout.multi_turn.interaction_config_path="$PROJECT_DIR/examples/sglang_multiturn/config/interaction_config/gsm8k_interaction_config.yaml" \
+    actor_rollout_ref.rollout.multi_turn.max_user_turns=1 \
+    $@
\ No newline at end of file
diff --git a/verl/examples/sglang_multiturn/run_qwen2.5-3b_gsm8k_multiturn_server.sh b/verl/examples/sglang_multiturn/run_qwen2.5-3b_gsm8k_multiturn_server.sh
new file mode 100644
index 0000000000000000000000000000000000000000..47ba0f12db14cb89483cc1b53da1df55b517e419
--- /dev/null
+++ b/verl/examples/sglang_multiturn/run_qwen2.5-3b_gsm8k_multiturn_server.sh
@@ -0,0 +1,63 @@
+# run on 8xH100
+# make sure your current working directory is the root of the project
+
+set -x
+
+ulimit -n 65535
+
+PROJECT_DIR="$(pwd)"
+CONFIG_PATH="$PROJECT_DIR/examples/sglang_multiturn/config"
+
+function now() {
+    date '+%d-%H-%M'
+}
+
+EXPERIMENT_NAME="qwen2.5-3b_baseline_$(now)"
+
+python3 -m verl.trainer.main_ppo \
+    --config-path="$CONFIG_PATH" \
+    --config-name='gsm8k_multiturn_grpo_server' \
+    algorithm.adv_estimator=grpo \
+    data.train_batch_size=256 \
+    data.max_prompt_length=1024 \
+    data.max_response_length=1024 \
+    data.filter_overlong_prompts=True \
+    data.truncation='error' \
+    data.return_raw_chat=True \
+    actor_rollout_ref.model.path=Qwen/Qwen2.5-3B-Instruct \
+    actor_rollout_ref.actor.optim.lr=1e-6 \
+    actor_rollout_ref.model.use_remove_padding=True \
+    actor_rollout_ref.actor.ppo_mini_batch_size=256 \
+    actor_rollout_ref.actor.ppo_micro_batch_size_per_gpu=32 \
+    actor_rollout_ref.actor.use_kl_loss=True \
+    actor_rollout_ref.actor.kl_loss_coef=0.001 \
+    actor_rollout_ref.actor.kl_loss_type=low_var_kl \
+    actor_rollout_ref.actor.entropy_coeff=0 \
+    actor_rollout_ref.model.enable_gradient_checkpointing=True \
+    actor_rollout_ref.actor.fsdp_config.param_offload=False \
+    actor_rollout_ref.actor.fsdp_config.optimizer_offload=False \
+    actor_rollout_ref.rollout.log_prob_micro_batch_size_per_gpu=32 \
+    actor_rollout_ref.rollout.tensor_model_parallel_size=1 \
+    actor_rollout_ref.rollout.name=sglang \
+    actor_rollout_ref.rollout.gpu_memory_utilization=0.85 \
+    actor_rollout_ref.rollout.multi_stage_wake_up=True \
+    actor_rollout_ref.rollout.n=16 \
+    actor_rollout_ref.ref.log_prob_micro_batch_size_per_gpu=32 \
+    actor_rollout_ref.ref.fsdp_config.param_offload=True \
+    actor_rollout_ref.rollout.over_sample_rate=0 \
+    algorithm.use_kl_in_reward=False \
+    trainer.critic_warmup=0 \
+    trainer.logger='["console","wandb"]' \
+    trainer.project_name='multi-turn-grpo-qwen2.5-3b-sglang' \
+    trainer.experiment_name=$EXPERIMENT_NAME \
+    trainer.n_gpus_per_node=8 \
+    trainer.nnodes=1 \
+    trainer.save_freq=-1 \
+    trainer.test_freq=20 \
+    trainer.val_before_train=True \
+    data.train_files=$HOME/data/gsm8k/train.parquet \
+    data.val_files=$HOME/data/gsm8k/test.parquet \
+    actor_rollout_ref.rollout.multi_turn.tool_config_path="$PROJECT_DIR/examples/sglang_multiturn/config/tool_config/gsm8k_tool_config.yaml" \
+    trainer.total_epochs=15 \
+    actor_rollout_ref.rollout.update_weights_bucket_megabytes=512 $@
+
diff --git a/verl/examples/sglang_multiturn/run_qwen2.5-3b_gsm8k_multiturn_vllm_fsdp.sh b/verl/examples/sglang_multiturn/run_qwen2.5-3b_gsm8k_multiturn_vllm_fsdp.sh
new file mode 100644
index 0000000000000000000000000000000000000000..b1be3bf56cb313cc2d3d3cf8cfeaf9e3042db80d
--- /dev/null
+++ b/verl/examples/sglang_multiturn/run_qwen2.5-3b_gsm8k_multiturn_vllm_fsdp.sh
@@ -0,0 +1,61 @@
+# run on Ascend 910
+# make sure your current working directory is the root of the project
+
+set -x
+ulimit -n 65535
+
+#set vllm v1 env
+export VLLM_USE_V1=1
+
+PROJECT_DIR="$(pwd)"
+CONFIG_PATH="$PROJECT_DIR/examples/sglang_multiturn/config"
+
+TRAIN_BATCH_SIZE=32
+MICRO_BATCH_SIZE=8
+
+python3 -m verl.trainer.main_ppo \
+    --config-path="$CONFIG_PATH" \
+    --config-name='gsm8k_multiturn_grpo' \
+    actor_rollout_ref.rollout.name=vllm \
+    algorithm.adv_estimator=grpo \
+    data.train_batch_size=${TRAIN_BATCH_SIZE} \
+    data.max_prompt_length=1024 \
+    data.max_response_length=1024 \
+    data.filter_overlong_prompts=True \
+    data.truncation='error' \
+    data.return_raw_chat=True \
+    actor_rollout_ref.model.path="Qwen/Qwen2.5-3B-Instruct" \
+    actor_rollout_ref.actor.optim.lr=1e-6 \
+    actor_rollout_ref.actor.ppo_mini_batch_size=${TRAIN_BATCH_SIZE} \
+    actor_rollout_ref.actor.ppo_micro_batch_size_per_gpu=${MICRO_BATCH_SIZE} \
+    actor_rollout_ref.actor.use_kl_loss=True \
+    actor_rollout_ref.actor.kl_loss_coef=0.001 \
+    actor_rollout_ref.actor.kl_loss_type=low_var_kl \
+    actor_rollout_ref.actor.entropy_coeff=0 \
+    actor_rollout_ref.actor.use_kl_loss=${use_kl_loss} \
+    actor_rollout_ref.rollout.log_prob_micro_batch_size_per_gpu=${MICRO_BATCH_SIZE} \
+    actor_rollout_ref.rollout.tensor_model_parallel_size=2 \
+    actor_rollout_ref.rollout.n=8 \
+    actor_rollout_ref.rollout.gpu_memory_utilization=0.9\
+    actor_rollout_ref.ref.log_prob_micro_batch_size_per_gpu=${MICRO_BATCH_SIZE} \
+    algorithm.use_kl_in_reward=False \
+    trainer.critic_warmup=0 \
+    trainer.project_name='gsm8k_async_rl' \
+    trainer.experiment_name='qwen2.5-3b_function_rm-gsm8k-sgl-multi-w-tool-verify-n16' \
+    trainer.device=npu \
+    trainer.n_gpus_per_node=16 \
+    trainer.nnodes=1 \
+    trainer.save_freq=-1 \
+    trainer.test_freq=20 \
+    trainer.logger='["console"]' \
+    data.train_files=$HOME/data/gsm8k/train.parquet \
+    data.val_files=$HOME/data/gsm8k/test.parquet \
+    trainer.total_epochs=15 \
+    actor_rollout_ref.rollout.update_weights_bucket_megabytes=512 \
+    actor_rollout_ref.rollout.trace.token2text=False \
+    actor_rollout_ref.rollout.mode=async \
+    actor_rollout_ref.rollout.multi_turn.enable=true \
+    actor_rollout_ref.rollout.enforce_eager=True \
+    actor_rollout_ref.actor.use_torch_compile=False \
+    actor_rollout_ref.rollout.multi_turn.tool_config_path="$PROJECT_DIR/examples/sglang_multiturn/config/tool_config/gsm8k_tool_config.yaml" \
+    actor_rollout_ref.rollout.free_cache_engine=True
\ No newline at end of file
diff --git a/verl/examples/sglang_multiturn/run_qwen2.5-3b_gsm8k_tool_agent_mlflow.sh b/verl/examples/sglang_multiturn/run_qwen2.5-3b_gsm8k_tool_agent_mlflow.sh
new file mode 100644
index 0000000000000000000000000000000000000000..11c104fa94f4b19657149e2018da0a1321831083
--- /dev/null
+++ b/verl/examples/sglang_multiturn/run_qwen2.5-3b_gsm8k_tool_agent_mlflow.sh
@@ -0,0 +1,57 @@
+# run on 8xH100
+# make sure your current working directory is the root of the project
+
+set -x
+
+ulimit -n 65535
+
+PROJECT_DIR="$(pwd)"
+CONFIG_PATH="$PROJECT_DIR/examples/sglang_multiturn/config"
+
+python3 -m verl.trainer.main_ppo \
+    --config-path="$CONFIG_PATH" \
+    --config-name='gsm8k_multiturn_grpo' \
+    algorithm.adv_estimator=grpo \
+    data.train_batch_size=256 \
+    data.max_prompt_length=1024 \
+    data.max_response_length=1024 \
+    data.filter_overlong_prompts=True \
+    data.truncation='error' \
+    data.return_raw_chat=True \
+    actor_rollout_ref.model.path=Qwen/Qwen2.5-3B-Instruct \
+    actor_rollout_ref.actor.optim.lr=1e-6 \
+    actor_rollout_ref.model.use_remove_padding=True \
+    actor_rollout_ref.actor.ppo_mini_batch_size=256 \
+    actor_rollout_ref.actor.ppo_micro_batch_size_per_gpu=32 \
+    actor_rollout_ref.actor.use_kl_loss=True \
+    actor_rollout_ref.actor.kl_loss_coef=0.001 \
+    actor_rollout_ref.actor.kl_loss_type=low_var_kl \
+    actor_rollout_ref.actor.entropy_coeff=0 \
+    actor_rollout_ref.model.enable_gradient_checkpointing=True \
+    actor_rollout_ref.actor.fsdp_config.param_offload=False \
+    actor_rollout_ref.actor.fsdp_config.optimizer_offload=False \
+    actor_rollout_ref.rollout.log_prob_micro_batch_size_per_gpu=32 \
+    actor_rollout_ref.rollout.tensor_model_parallel_size=2 \
+    actor_rollout_ref.rollout.name=sglang \
+    actor_rollout_ref.rollout.mode=async \
+    actor_rollout_ref.rollout.gpu_memory_utilization=0.5 \
+    actor_rollout_ref.rollout.n=16 \
+    actor_rollout_ref.ref.log_prob_micro_batch_size_per_gpu=32 \
+    actor_rollout_ref.ref.fsdp_config.param_offload=True \
+    actor_rollout_ref.rollout.trace.backend=mlflow \
+    actor_rollout_ref.rollout.trace.token2text=True \
+    algorithm.use_kl_in_reward=False \
+    trainer.critic_warmup=0 \
+    trainer.logger='["console","mlflow"]' \
+    trainer.project_name='gsm8k_tool-agent' \
+    trainer.experiment_name='qwen2.5-3b_function_rm-gsm8k-sgl-tool-agent-verify-n16' \
+    trainer.n_gpus_per_node=8 \
+    trainer.nnodes=1 \
+    trainer.save_freq=-1 \
+    trainer.test_freq=20 \
+    trainer.total_training_steps=2 \
+    data.train_files=$HOME/data/gsm8k/train.parquet \
+    data.val_files=$HOME/data/gsm8k/test.parquet \
+    actor_rollout_ref.rollout.multi_turn.tool_config_path="$PROJECT_DIR/examples/sglang_multiturn/config/tool_config/gsm8k_tool_config.yaml" \
+    trainer.total_epochs=15 $@
+
diff --git a/verl/examples/sglang_multiturn/run_qwen2.5-3b_megatron_gsm8k_multiturn.sh b/verl/examples/sglang_multiturn/run_qwen2.5-3b_megatron_gsm8k_multiturn.sh
new file mode 100644
index 0000000000000000000000000000000000000000..5522ee9250986ca0058e86c8438c03d81c3bac90
--- /dev/null
+++ b/verl/examples/sglang_multiturn/run_qwen2.5-3b_megatron_gsm8k_multiturn.sh
@@ -0,0 +1,64 @@
+# run on 8xH100
+# make sure your current working directory is the root of the project
+# this is a verification training script, the parallel setting should be tuned to your model
+
+set -x
+
+export PYTHONUNBUFFERED=1
+export RAY_DEDUP_LOGS=0
+export RUST_BACKTRACE=1
+export HYDRA_FULL_ERROR=1
+export CUDA_DEVICE_MAX_CONNECTIONS=1
+
+ulimit -n 65535
+
+PROJECT_DIR="$(pwd)"
+CONFIG_PATH="$PROJECT_DIR/examples/sglang_multiturn/config"
+
+python3 -m verl.trainer.main_ppo \
+    --config-path="$CONFIG_PATH" \
+    --config-name='gsm8k_multiturn_megatron_grpo' \
+    algorithm.adv_estimator=grpo \
+    data.train_batch_size=1024 \
+    data.max_prompt_length=1024 \
+    data.max_response_length=1024 \
+    data.filter_overlong_prompts=True \
+    data.truncation='error' \
+    data.return_raw_chat=True \
+    actor_rollout_ref.model.path=/user/longxiang1/models/Qwen/Qwen2.5-3B-Instruct \
+    actor_rollout_ref.actor.optim.lr=1e-6 \
+    actor_rollout_ref.actor.ppo_mini_batch_size=256 \
+    actor_rollout_ref.actor.ppo_micro_batch_size_per_gpu=16 \
+    actor_rollout_ref.actor.megatron.pipeline_model_parallel_size=2 \
+    actor_rollout_ref.actor.megatron.virtual_pipeline_model_parallel_size=2 \
+    actor_rollout_ref.actor.megatron.context_parallel_size=2 \
+    actor_rollout_ref.actor.megatron.tensor_model_parallel_size=2 \
+    actor_rollout_ref.actor.use_kl_loss=True \
+    actor_rollout_ref.actor.kl_loss_coef=0.001 \
+    actor_rollout_ref.actor.kl_loss_type=low_var_kl \
+    actor_rollout_ref.actor.entropy_coeff=0 \
+    actor_rollout_ref.actor.megatron.seed=42 \
+    actor_rollout_ref.ref.megatron.pipeline_model_parallel_size=2 \
+    actor_rollout_ref.ref.megatron.virtual_pipeline_model_parallel_size=2 \
+    actor_rollout_ref.ref.megatron.context_parallel_size=2 \
+    actor_rollout_ref.ref.megatron.tensor_model_parallel_size=2 \
+    actor_rollout_ref.rollout.log_prob_micro_batch_size_per_gpu=16 \
+    actor_rollout_ref.rollout.tensor_model_parallel_size=2 \
+    actor_rollout_ref.rollout.name=sglang \
+    actor_rollout_ref.rollout.gpu_memory_utilization=0.5 \
+    actor_rollout_ref.rollout.n=8 \
+    actor_rollout_ref.ref.log_prob_micro_batch_size_per_gpu=16 \
+    algorithm.use_kl_in_reward=False \
+    trainer.critic_warmup=0 \
+    trainer.logger='["console","wandb"]' \
+    trainer.project_name='gsm8k_async_rl' \
+    trainer.experiment_name='qwen2.5-3b_function_rm-gsm8k-sgl-multi-w-tool-n8-mcore-v2505201745_seed42' \
+    trainer.n_gpus_per_node=8 \
+    trainer.nnodes=1 \
+    trainer.save_freq=-1 \
+    trainer.test_freq=20 \
+    data.train_files=/user/longxiang1/data/gsm8k_verl_sgl_multi_turn_preprocessed_v2/train.parquet \
+    data.val_files=/user/longxiang1/data/gsm8k_verl_sgl_multi_turn_preprocessed_v2/test.parquet \
+    actor_rollout_ref.rollout.multi_turn.tool_config_path="$PROJECT_DIR/examples/sglang_multiturn/config/tool_config/gsm8k_tool_config.yaml" \
+    trainer.total_epochs=15 $@
+
diff --git a/verl/examples/sglang_multiturn/run_qwen3-4b_gsm8k_multiturn.sh b/verl/examples/sglang_multiturn/run_qwen3-4b_gsm8k_multiturn.sh
new file mode 100644
index 0000000000000000000000000000000000000000..6f1f99e4bd2f678d392c93d1ee88277099bd997d
--- /dev/null
+++ b/verl/examples/sglang_multiturn/run_qwen3-4b_gsm8k_multiturn.sh
@@ -0,0 +1,55 @@
+# run on 8xH100
+# make sure your current working directory is the root of the project
+
+set -x
+
+ulimit -n 65535
+
+PROJECT_DIR="$(pwd)"
+CONFIG_PATH="$PROJECT_DIR/examples/sglang_multiturn/config"
+
+python3 -m verl.trainer.main_ppo \
+    --config-path="$CONFIG_PATH" \
+    --config-name='gsm8k_multiturn_grpo' \
+    algorithm.adv_estimator=grpo \
+    data.train_batch_size=256 \
+    data.max_prompt_length=1024 \
+    data.max_response_length=1024 \
+    data.filter_overlong_prompts=True \
+    data.truncation='error' \
+    data.return_raw_chat=True \
+    actor_rollout_ref.model.path=Qwen/Qwen3-4B \
+    actor_rollout_ref.actor.optim.lr=1e-6 \
+    actor_rollout_ref.model.use_remove_padding=True \
+    actor_rollout_ref.actor.ppo_mini_batch_size=256 \
+    actor_rollout_ref.actor.ppo_micro_batch_size_per_gpu=32 \
+    actor_rollout_ref.actor.use_kl_loss=True \
+    actor_rollout_ref.actor.kl_loss_coef=0.001 \
+    actor_rollout_ref.actor.kl_loss_type=low_var_kl \
+    actor_rollout_ref.actor.entropy_coeff=0 \
+    actor_rollout_ref.model.enable_gradient_checkpointing=True \
+    actor_rollout_ref.actor.fsdp_config.param_offload=False \
+    actor_rollout_ref.actor.fsdp_config.optimizer_offload=False \
+    actor_rollout_ref.rollout.log_prob_micro_batch_size_per_gpu=32 \
+    actor_rollout_ref.rollout.tensor_model_parallel_size=2 \
+    actor_rollout_ref.rollout.name=sglang \
+    actor_rollout_ref.rollout.gpu_memory_utilization=0.5 \
+    actor_rollout_ref.rollout.n=16 \
+    actor_rollout_ref.rollout.over_sample_rate=0.1 \
+    actor_rollout_ref.rollout.mode=sync \
+    actor_rollout_ref.ref.log_prob_micro_batch_size_per_gpu=32 \
+    actor_rollout_ref.ref.fsdp_config.param_offload=True \
+    algorithm.use_kl_in_reward=False \
+    trainer.critic_warmup=0 \
+    trainer.logger='["console","wandb"]' \
+    trainer.project_name='gsm8k_async_rl' \
+    trainer.experiment_name='qwen3-4b_function_rm-gsm8k-sgl-multi-w-tool-verify-n16' \
+    trainer.n_gpus_per_node=8 \
+    trainer.nnodes=1 \
+    trainer.save_freq=-1 \
+    trainer.test_freq=20 \
+    data.train_files=$HOME/data/gsm8k/train.parquet \
+    data.val_files=$HOME/data/gsm8k/test.parquet \
+    actor_rollout_ref.rollout.multi_turn.tool_config_path="$PROJECT_DIR/examples/sglang_multiturn/config/tool_config/gsm8k_tool_config.yaml" \
+    trainer.total_epochs=15 $@
+
diff --git a/verl/examples/sglang_multiturn/search_r1_like/local_dense_retriever/download.py b/verl/examples/sglang_multiturn/search_r1_like/local_dense_retriever/download.py
new file mode 100644
index 0000000000000000000000000000000000000000..6fe554936fafc57ada63198fadd4f30af0de8b8a
--- /dev/null
+++ b/verl/examples/sglang_multiturn/search_r1_like/local_dense_retriever/download.py
@@ -0,0 +1,44 @@
+# Copyright 2024 Bytedance Ltd. and/or its affiliates
+# Copyright 2023-2024 SGLang Team
+# Copyright 2025 Search-R1 Contributors
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+# Adapted from https://github.com/PeterGriffinJin/Search-R1/blob/main/scripts/download.py
+
+
+import argparse
+
+from huggingface_hub import hf_hub_download
+
+parser = argparse.ArgumentParser(description="Download files from a Hugging Face dataset repository.")
+parser.add_argument("--repo_id", type=str, default="PeterJinGo/wiki-18-e5-index", help="Hugging Face repository ID")
+parser.add_argument("--save_path", type=str, required=True, help="Local directory to save files")
+
+args = parser.parse_args()
+
+repo_id = "PeterJinGo/wiki-18-e5-index"
+for file in ["part_aa", "part_ab"]:
+    hf_hub_download(
+        repo_id=repo_id,
+        filename=file,  # e.g., "e5_Flat.index"
+        repo_type="dataset",
+        local_dir=args.save_path,
+    )
+
+repo_id = "PeterJinGo/wiki-18-corpus"
+hf_hub_download(
+    repo_id=repo_id,
+    filename="wiki-18.jsonl.gz",
+    repo_type="dataset",
+    local_dir=args.save_path,
+)
diff --git a/verl/recipe/dapo/config/dapo_megatron_trainer.yaml b/verl/recipe/dapo/config/dapo_megatron_trainer.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..b846eaeb78ebaa29e5f4c250c2b9f25a906d90c8
--- /dev/null
+++ b/verl/recipe/dapo/config/dapo_megatron_trainer.yaml
@@ -0,0 +1,28 @@
+hydra:
+  searchpath:
+    - file://verl/trainer/config
+
+defaults:
+  - ppo_megatron_trainer
+  - _self_
+
+data:
+  gen_batch_size: ${data.train_batch_size}
+
+reward_model:
+  reward_manager: dapo
+  overlong_buffer: 
+    enable: False # We try to avoid forgetting to set enable
+    len: 0
+    penalty_factor: 0.0
+    log: False
+
+algorithm:
+  filter_groups:
+    _target_: verl.trainer.config.FilterGroupsConfig
+    enable: False # We try to avoid forgetting to set enable
+    metric: null # acc / score / seq_reward / seq_final_reward / ...
+    max_num_gen_batches: 0 # Non-positive values mean no upper limit
+
+trainer:
+  project_name: verl-dapo
diff --git a/verl/recipe/dapo/run_dapo_qwen2.5_7b_npu.sh b/verl/recipe/dapo/run_dapo_qwen2.5_7b_npu.sh
new file mode 100644
index 0000000000000000000000000000000000000000..bd6b3689b2335a504138b7d5c4dc27f5ae7fc0a8
--- /dev/null
+++ b/verl/recipe/dapo/run_dapo_qwen2.5_7b_npu.sh
@@ -0,0 +1,143 @@
+#!/usr/bin/env bash
+set -xeuo pipefail
+
+project_name='DAPO-Qwen2.5-7B-Instruct'
+exp_name='DAPO-Qwen2.5-7B-Instruct'
+
+adv_estimator=grpo
+
+use_kl_in_reward=False
+kl_coef=0.0
+use_kl_loss=False
+kl_loss_coef=0.0
+clip_ratio_low=0.2
+clip_ratio_high=0.28
+max_prompt_length=$((1024 * 2))
+max_response_length=$((1024 * 20))
+enable_overlong_buffer=True
+overlong_buffer_len=$((1024 * 4))
+overlong_penalty_factor=1.0
+loss_agg_mode="token-mean"
+enable_filter_groups=True
+filter_groups_metric=acc
+max_num_gen_batches=10
+
+NNODES=1
+
+train_prompt_bsz=16
+gen_prompt_bsz=$((train_prompt_bsz * 3))
+n_resp_per_prompt=16
+train_prompt_mini_bsz=1
+
+# Ray
+PWD=./
+RAY_ADDRESS=${RAY_ADDRESS:-"http://localhost:8265"}
+WORKING_DIR=${WORKING_DIR:-"${PWD}"}
+RUNTIME_ENV=${RUNTIME_ENV:-"${WORKING_DIR}/verl/trainer/runtime_env.yaml"}
+
+# Paths
+RAY_DATA_HOME=${RAY_DATA_HOME:-"${HOME}/verl"}
+MODEL_PATH=${MODEL_PATH:-"${RAY_DATA_HOME}/models/Qwen2.5-7B-Instruct"}
+CKPTS_DIR=${CKPTS_DIR:-"${RAY_DATA_HOME}/ckpts/${project_name}/${exp_name}"}
+TRAIN_FILE=${TRAIN_FILE:-"${RAY_DATA_HOME}/data/dapo-math-17k.parquet"}
+TEST_FILE=${TEST_FILE:-"${RAY_DATA_HOME}/data/aime-2024.parquet"}
+
+# Algorithm
+temperature=1.0
+top_p=1.0
+top_k=-1 # 0 for HF rollout, -1 for vLLM rollout
+
+# Performance Related Parameter
+sp_size=4
+use_dynamic_bsz=True
+actor_ppo_max_token_len=$(((max_prompt_length + max_response_length) / sp_size))
+infer_ppo_max_token_len=$(((max_prompt_length + max_response_length) / sp_size))
+offload=True
+gen_tp=1
+
+ray job submit --no-wait --runtime-env="${RUNTIME_ENV}" \
+    --working-dir "${WORKING_DIR}" \
+    --address "${RAY_ADDRESS}" \
+    -- python3 -m recipe.dapo.main_dapo \
+    data.train_files="${TRAIN_FILE}" \
+    data.val_files="${TEST_FILE}" \
+    data.prompt_key=prompt \
+    data.truncation='left' \
+    data.max_prompt_length=${max_prompt_length} \
+    data.max_response_length=${max_response_length} \
+    data.gen_batch_size=${gen_prompt_bsz} \
+    data.train_batch_size=${train_prompt_bsz} \
+    actor_rollout_ref.rollout.n=${n_resp_per_prompt} \
+    algorithm.adv_estimator=${adv_estimator} \
+    algorithm.use_kl_in_reward=${use_kl_in_reward} \
+    algorithm.kl_ctrl.kl_coef=${kl_coef} \
+    actor_rollout_ref.actor.use_kl_loss=${use_kl_loss} \
+    actor_rollout_ref.actor.kl_loss_coef=${kl_loss_coef} \
+    actor_rollout_ref.actor.clip_ratio_low=${clip_ratio_low} \
+    actor_rollout_ref.actor.clip_ratio_high=${clip_ratio_high} \
+    actor_rollout_ref.actor.clip_ratio_c=10.0 \
+    algorithm.filter_groups.enable=${enable_filter_groups} \
+    algorithm.filter_groups.max_num_gen_batches=${max_num_gen_batches} \
+    algorithm.filter_groups.metric=${filter_groups_metric} \
+    actor_rollout_ref.actor.use_torch_compile=False \
+    actor_rollout_ref.ref.use_torch_compile=False \
+    actor_rollout_ref.model.use_remove_padding=True \
+    actor_rollout_ref.actor.use_dynamic_bsz=${use_dynamic_bsz} \
+    actor_rollout_ref.ref.log_prob_use_dynamic_bsz=${use_dynamic_bsz} \
+    actor_rollout_ref.rollout.log_prob_use_dynamic_bsz=${use_dynamic_bsz} \
+    actor_rollout_ref.actor.ppo_max_token_len_per_gpu=${actor_ppo_max_token_len} \
+    actor_rollout_ref.ref.log_prob_max_token_len_per_gpu=${infer_ppo_max_token_len} \
+    actor_rollout_ref.rollout.log_prob_max_token_len_per_gpu=${infer_ppo_max_token_len} \
+    actor_rollout_ref.rollout.name=vllm \
+    actor_rollout_ref.model.path="${MODEL_PATH}" \
+    +actor_rollout_ref.model.override_config.attention_dropout=0. \
+    +actor_rollout_ref.model.override_config.embd_pdrop=0. \
+    +actor_rollout_ref.model.override_config.resid_pdrop=0. \
+    actor_rollout_ref.model.enable_gradient_checkpointing=True \
+    actor_rollout_ref.actor.optim.lr=1e-6 \
+    actor_rollout_ref.actor.optim.lr_warmup_steps=10 \
+    actor_rollout_ref.actor.optim.weight_decay=0.1 \
+    actor_rollout_ref.actor.ppo_mini_batch_size=${train_prompt_mini_bsz} \
+    actor_rollout_ref.actor.fsdp_config.param_offload=${offload} \
+    actor_rollout_ref.actor.fsdp_config.optimizer_offload=${offload} \
+    actor_rollout_ref.actor.entropy_coeff=0 \
+    actor_rollout_ref.actor.grad_clip=1.0 \
+    actor_rollout_ref.actor.loss_agg_mode=${loss_agg_mode} \
+    actor_rollout_ref.actor.ulysses_sequence_parallel_size=${sp_size} \
+    actor_rollout_ref.rollout.gpu_memory_utilization=0.50 \
+    actor_rollout_ref.rollout.tensor_model_parallel_size=${gen_tp} \
+    actor_rollout_ref.rollout.enable_chunked_prefill=True \
+    actor_rollout_ref.rollout.max_num_batched_tokens=$((max_prompt_length + max_response_length)) \
+    actor_rollout_ref.rollout.temperature=${temperature} \
+    actor_rollout_ref.rollout.top_p=${top_p} \
+    actor_rollout_ref.rollout.top_k="${top_k}" \
+    actor_rollout_ref.rollout.val_kwargs.temperature=${temperature} \
+    actor_rollout_ref.rollout.val_kwargs.top_p=${top_p} \
+    actor_rollout_ref.rollout.val_kwargs.top_k=${top_k} \
+    actor_rollout_ref.rollout.val_kwargs.do_sample=True \
+    actor_rollout_ref.rollout.val_kwargs.n=1 \
+    actor_rollout_ref.ref.fsdp_config.param_offload=${offload} \
+    actor_rollout_ref.ref.ulysses_sequence_parallel_size=${sp_size} \
+    actor_rollout_ref.actor.fsdp_config.fsdp_size=-1 \
+    reward_model.reward_manager=dapo \
+    reward_model.overlong_buffer.enable=${enable_overlong_buffer} \
+    reward_model.overlong_buffer.len=${overlong_buffer_len} \
+    reward_model.overlong_buffer.penalty_factor=${overlong_penalty_factor} \
+    trainer.logger="['console']" \
+    trainer.project_name="${project_name}" \
+    trainer.experiment_name="${exp_name}" \
+    trainer.n_gpus_per_node=16 \
+    trainer.nnodes="${NNODES}" \
+    trainer.val_before_train=True \
+    trainer.test_freq=5 \
+    trainer.save_freq=20 \
+    trainer.total_epochs=1 \
+    trainer.default_local_dir="${CKPTS_DIR}" \
+    trainer.device=npu \
+    trainer.resume_mode=auto \
+    actor_rollout_ref.actor.entropy_checkpointing=True \
+    actor_rollout_ref.ref.entropy_checkpointing=True \
+    actor_rollout_ref.actor.fsdp_config.forward_prefetch=True \
+    actor_rollout_ref.ref.fsdp_config.forward_prefetch=True \
+    actor_rollout_ref.actor.entropy_from_logits_with_chunking=True \
+    actor_rollout_ref.ref.entropy_from_logits_with_chunking=True
\ No newline at end of file
diff --git a/verl/recipe/dapo/run_dapo_qwen3_moe_30b_base_fsdp_npu.sh b/verl/recipe/dapo/run_dapo_qwen3_moe_30b_base_fsdp_npu.sh
new file mode 100644
index 0000000000000000000000000000000000000000..d399ddfe8b7eaed5f6835d1bf17caf4d19f1c248
--- /dev/null
+++ b/verl/recipe/dapo/run_dapo_qwen3_moe_30b_base_fsdp_npu.sh
@@ -0,0 +1,144 @@
+#!/usr/bin/env bash
+set -euxo pipefail
+
+project_name='DAPO'
+exp_name='DAPO-Qwen3-MOE-30B-FSDP-128rank-gbs512'
+
+NNODES=8
+NPUS_PER_NODE=16
+
+adv_estimator=grpo
+
+use_kl_in_reward=False
+kl_coef=0.0
+use_kl_loss=False
+kl_loss_coef=0.0
+
+clip_ratio_low=0.2
+clip_ratio_high=0.28
+
+max_prompt_length=$((1024 * 2))
+max_response_length=$((1024 * 20))
+enable_overlong_buffer=True
+overlong_buffer_len=$((1024 * 4))
+overlong_penalty_factor=1.0
+loss_agg_mode="token-mean"
+ppo_mini_batch_size=32
+
+enable_filter_groups=True
+filter_groups_metric=acc
+max_num_gen_batches=10
+train_prompt_bsz=512
+gen_prompt_bsz=$((train_prompt_bsz * 3))
+n_resp_per_prompt=16
+
+RAY_ADDRESS=${RAY_ADDRESS:-"http://localhost:8265"}
+WORKING_DIR=${WORKING_DIR:-"${PWD}"}
+RUNTIME_ENV=${RUNTIME_ENV:-"${WORKING_DIR}/verl/trainer/runtime_env.yaml"}
+
+# Paths
+RAY_DATA_HOME=${RAY_DATA_HOME:-"${HOME}/verl"}
+MODEL_PATH=${MODEL_PATH:-"${RAY_DATA_HOME}/models/Qwen3-30B-A3B-Base"}
+CKPTS_DIR=${CKPTS_DIR:-"${RAY_DATA_HOME}/ckpts/${project_name}/${exp_name}"}
+TRAIN_FILE=${TRAIN_FILE:-"${RAY_DATA_HOME}/data/dapo-math-17k.parquet"}
+TEST_FILE=${TEST_FILE:-"${RAY_DATA_HOME}/data/aime-2024.parquet"}
+
+# Algorithm
+temperature=1.0
+top_p=1.0
+top_k=-1 # 0 for HF rollout, -1 for vLLM rollout
+val_top_p=0.7
+
+# Performance Related Parameter
+sp_size=16 # For load-balance. For smaller cluster this can be set to as less as 2.
+use_dynamic_bsz=True
+actor_ppo_max_token_len=$(((max_prompt_length + max_response_length) / 2))
+infer_ppo_max_token_len=$(((max_prompt_length + max_response_length) / 2))
+offload=True
+recompute=True
+max_num_seqs=128
+gen_tp=2
+
+
+ray job submit --no-wait --runtime-env="${RUNTIME_ENV}" \
+    -- python3 -m recipe.dapo.main_dapo \
+    data.train_files="${TRAIN_FILE}" \
+    data.val_files="${TEST_FILE}" \
+    data.prompt_key=prompt \
+    data.truncation='left' \
+    data.max_prompt_length=${max_prompt_length} \
+    data.max_response_length=${max_response_length} \
+    data.gen_batch_size=${gen_prompt_bsz} \
+    data.train_batch_size=${train_prompt_bsz} \
+    actor_rollout_ref.rollout.name=vllm \
+    actor_rollout_ref.rollout.n=${n_resp_per_prompt} \
+    actor_rollout_ref.rollout.max_num_seqs=${max_num_seqs} \
+    actor_rollout_ref.rollout.max_num_batched_tokens=$((max_prompt_length + max_response_length))  \
+    algorithm.adv_estimator=${adv_estimator} \
+    algorithm.use_kl_in_reward=${use_kl_in_reward} \
+    algorithm.kl_ctrl.kl_coef=${kl_coef} \
+    actor_rollout_ref.actor.use_kl_loss=${use_kl_loss} \
+    actor_rollout_ref.actor.kl_loss_coef=${kl_loss_coef} \
+    actor_rollout_ref.actor.clip_ratio_low=${clip_ratio_low} \
+    actor_rollout_ref.actor.clip_ratio_high=${clip_ratio_high} \
+    actor_rollout_ref.actor.clip_ratio_c=10.0 \
+    algorithm.filter_groups.enable=${enable_filter_groups} \
+    algorithm.filter_groups.max_num_gen_batches=${max_num_gen_batches} \
+    algorithm.filter_groups.metric=${filter_groups_metric} \
+    actor_rollout_ref.model.use_remove_padding=True \
+    actor_rollout_ref.actor.use_dynamic_bsz=${use_dynamic_bsz} \
+    actor_rollout_ref.ref.log_prob_use_dynamic_bsz=${use_dynamic_bsz} \
+    actor_rollout_ref.rollout.log_prob_use_dynamic_bsz=${use_dynamic_bsz} \
+    actor_rollout_ref.actor.ppo_max_token_len_per_gpu=${actor_ppo_max_token_len} \
+    actor_rollout_ref.ref.log_prob_max_token_len_per_gpu=${infer_ppo_max_token_len} \
+    actor_rollout_ref.rollout.log_prob_max_token_len_per_gpu=${infer_ppo_max_token_len} \
+    actor_rollout_ref.model.path="${MODEL_PATH}" \
+    +actor_rollout_ref.model.override_config.attention_dropout=0. \
+    +actor_rollout_ref.model.override_config.embd_pdrop=0. \
+    +actor_rollout_ref.model.override_config.resid_pdrop=0. \
+    actor_rollout_ref.model.enable_gradient_checkpointing=${recompute} \
+    actor_rollout_ref.actor.optim.lr=1e-6 \
+    actor_rollout_ref.actor.optim.lr_warmup_steps=10 \
+    actor_rollout_ref.actor.optim.weight_decay=0.1 \
+    actor_rollout_ref.actor.ppo_mini_batch_size=${ppo_mini_batch_size} \
+    actor_rollout_ref.actor.fsdp_config.param_offload=${offload} \
+    actor_rollout_ref.actor.fsdp_config.optimizer_offload=${offload} \
+    actor_rollout_ref.actor.fsdp_config.forward_prefetch=False \
+    actor_rollout_ref.actor.entropy_coeff=0 \
+    actor_rollout_ref.actor.grad_clip=1.0 \
+    actor_rollout_ref.actor.loss_agg_mode=${loss_agg_mode} \
+    actor_rollout_ref.actor.ulysses_sequence_parallel_size=${sp_size} \
+    actor_rollout_ref.rollout.gpu_memory_utilization=0.8 \
+    actor_rollout_ref.rollout.tensor_model_parallel_size=${gen_tp} \
+    actor_rollout_ref.rollout.enable_chunked_prefill=True \
+    actor_rollout_ref.rollout.temperature=${temperature} \
+    actor_rollout_ref.rollout.top_p=${top_p} \
+    actor_rollout_ref.rollout.top_k=${top_k} \
+    actor_rollout_ref.rollout.val_kwargs.temperature=${temperature} \
+    actor_rollout_ref.rollout.val_kwargs.top_p=${val_top_p} \
+    actor_rollout_ref.rollout.val_kwargs.top_k=${top_k} \
+    actor_rollout_ref.rollout.val_kwargs.do_sample=True \
+    actor_rollout_ref.rollout.val_kwargs.n=1 \
+    actor_rollout_ref.ref.fsdp_config.param_offload=${offload} \
+    actor_rollout_ref.ref.ulysses_sequence_parallel_size=${sp_size} \
+    actor_rollout_ref.actor.fsdp_config.fsdp_size=-1 \
+    actor_rollout_ref.ref.fsdp_config.forward_prefetch=False \
+    actor_rollout_ref.rollout.enforce_eager=False \
+    actor_rollout_ref.rollout.free_cache_engine=True \
+    reward_model.reward_manager=dapo \
+    reward_model.overlong_buffer.enable=${enable_overlong_buffer} \
+    reward_model.overlong_buffer.len=${overlong_buffer_len} \
+    reward_model.overlong_buffer.penalty_factor=${overlong_penalty_factor} \
+    trainer.logger=['console','wandb'] \
+    trainer.project_name="${project_name}" \
+    trainer.experiment_name="${exp_name}" \
+    trainer.n_gpus_per_node="${NPUS_PER_NODE}" \
+    trainer.nnodes="${NNODES}" \
+    trainer.val_before_train=False \
+    trainer.test_freq=5 \
+    trainer.save_freq=-1 \
+    trainer.total_epochs=1 \
+    trainer.device="npu" \
+    actor_rollout_ref.actor.use_torch_compile=False \
+    actor_rollout_ref.ref.use_torch_compile=False 
+   
diff --git a/verl/recipe/dapo/run_dapo_qwen3_moe_30b_megatron_npu.sh b/verl/recipe/dapo/run_dapo_qwen3_moe_30b_megatron_npu.sh
new file mode 100644
index 0000000000000000000000000000000000000000..81d5b150553de90f52aef97659e55643cb62fa6a
--- /dev/null
+++ b/verl/recipe/dapo/run_dapo_qwen3_moe_30b_megatron_npu.sh
@@ -0,0 +1,169 @@
+#!/bin/bash
+
+project_name='DAPO'
+exp_name='DAPO-Qwen3-30B-megatron'
+
+adv_estimator=grpo
+
+use_kl_in_reward=False
+kl_coef=0.0
+use_kl_loss=False
+kl_loss_coef=0.0
+
+clip_ratio_low=0.2
+clip_ratio_high=0.28
+
+max_prompt_length=$((1024 * 2))
+max_response_length=$((1024 * 20))
+enable_overlong_buffer=True
+overlong_buffer_len=$((1024 * 4))
+overlong_penalty_factor=1.0
+
+loss_agg_mode="token-mean"
+
+enable_filter_groups=True
+filter_groups_metric=acc
+max_num_gen_batches=10
+train_prompt_bsz=16
+gen_prompt_bsz=$((train_prompt_bsz * 2))
+n_resp_per_prompt=16
+train_prompt_mini_bsz=2
+
+# Ray
+RAY_ADDRESS=${RAY_ADDRESS:-"http://localhost:8265"}
+WORKING_DIR=${WORKING_DIR:-"${PWD}"}
+RUNTIME_ENV=${RUNTIME_ENV:-"${WORKING_DIR}/verl/trainer/runtime_env.yaml"}
+NNODES=${NNODES:-1}
+# Paths
+RAY_DATA_HOME=${RAY_DATA_HOME:-"${HOME}/verl"}
+MODEL_PATH=${MODEL_PATH:-"${RAY_DATA_HOME}/models/Qwen3-30B-A3B"}
+# MCORE_MODEL_PATH points to the converted checkpoint.
+# To avoid loading these weights, set actor_rollout_ref.actor.megatron.use_dist_checkpointing=False.
+MCORE_MODEL_PATH=${MCORE_MODEL_PATH:-"${RAY_DATA_HOME}/models/Qwen3-30B-A3B-dist_ckpt"}
+CKPTS_DIR=${CKPTS_DIR:-"${RAY_DATA_HOME}/ckpts/${project_name}/${exp_name}"}
+TRAIN_FILE=${TRAIN_FILE:-"${RAY_DATA_HOME}/data/dapo-math-17k.parquet"}
+TEST_FILE=${TEST_FILE:-"${RAY_DATA_HOME}/data/aime-2024.parquet"}
+
+# Algorithm
+temperature=1.0
+top_p=1.0
+top_k=-1 # 0 for HF rollout, -1 for vLLM rollout
+
+# Performance Related Parameter
+sp_size=8
+use_dynamic_bsz=True
+actor_ppo_max_token_len=$(((max_prompt_length + max_response_length)))
+infer_ppo_max_token_len=$(((max_prompt_length + max_response_length)))
+offload=True
+
+max_num_batched_tokens=$((max_prompt_length + max_response_length))
+
+# Megatron backen
+train_tp=4
+train_ep=2
+train_pp=2
+train_cp=1
+
+ray job submit --no-wait --runtime-env="${RUNTIME_ENV}" \
+    --address "${RAY_ADDRESS}" \
+    -- python3 -m recipe.dapo.main_dapo \
+    --config-name="dapo_megatron_trainer" \
+    data.filter_overlong_prompts=False \
+    data.train_files="${TRAIN_FILE}" \
+    data.val_files="${TEST_FILE}" \
+    data.shuffle=False \
+    data.prompt_key=prompt \
+    data.truncation='left' \
+    data.max_prompt_length=${max_prompt_length} \
+    data.max_response_length=${max_response_length} \
+    data.gen_batch_size=${gen_prompt_bsz} \
+    data.train_batch_size=${train_prompt_bsz} \
+    algorithm.adv_estimator=${adv_estimator} \
+    algorithm.use_kl_in_reward=${use_kl_in_reward} \
+    algorithm.kl_ctrl.kl_coef=${kl_coef} \
+    actor_rollout_ref.rollout.n=${n_resp_per_prompt} \
+    actor_rollout_ref.rollout.name=vllm \
+    actor_rollout_ref.actor.use_kl_loss=${use_kl_loss} \
+    actor_rollout_ref.actor.kl_loss_coef=${kl_loss_coef} \
+    actor_rollout_ref.actor.clip_ratio_low=${clip_ratio_low} \
+    actor_rollout_ref.actor.clip_ratio_high=${clip_ratio_high} \
+    actor_rollout_ref.actor.clip_ratio_c=10.0 \
+    actor_rollout_ref.actor.ppo_epochs=1 \
+    algorithm.filter_groups.enable=${enable_filter_groups} \
+    algorithm.filter_groups.max_num_gen_batches=${max_num_gen_batches} \
+    algorithm.filter_groups.metric=${filter_groups_metric} \
+    actor_rollout_ref.model.use_remove_padding=True \
+    actor_rollout_ref.actor.use_dynamic_bsz=${use_dynamic_bsz} \
+    actor_rollout_ref.actor.ppo_micro_batch_size_per_gpu=1 \
+    actor_rollout_ref.ref.log_prob_micro_batch_size_per_gpu=1 \
+    actor_rollout_ref.rollout.log_prob_micro_batch_size_per_gpu=1 \
+    actor_rollout_ref.ref.log_prob_use_dynamic_bsz=${use_dynamic_bsz} \
+    actor_rollout_ref.rollout.log_prob_use_dynamic_bsz=${use_dynamic_bsz} \
+    actor_rollout_ref.actor.ppo_max_token_len_per_gpu=${actor_ppo_max_token_len} \
+    actor_rollout_ref.ref.log_prob_max_token_len_per_gpu=${infer_ppo_max_token_len} \
+    actor_rollout_ref.rollout.log_prob_max_token_len_per_gpu=${infer_ppo_max_token_len} \
+    actor_rollout_ref.model.path="${MODEL_PATH}" \
+    +actor_rollout_ref.model.override_config.attention_dropout=0. \
+    +actor_rollout_ref.model.override_config.embd_pdrop=0. \
+    +actor_rollout_ref.model.override_config.resid_pdrop=0. \
+    actor_rollout_ref.actor.optim.lr=1e-6 \
+    +actor_rollout_ref.critic.optim.lr=5e-8 \
+    actor_rollout_ref.actor.optim.lr_warmup_steps=10 \
+    actor_rollout_ref.actor.ppo_mini_batch_size=${train_prompt_mini_bsz} \
+    actor_rollout_ref.actor.megatron.param_offload=${offload} \
+    actor_rollout_ref.actor.megatron.optimizer_offload=${offload} \
+    actor_rollout_ref.actor.megatron.grad_offload=${offload} \
+    actor_rollout_ref.actor.megatron.pipeline_model_parallel_size=${train_pp} \
+    actor_rollout_ref.actor.megatron.tensor_model_parallel_size=${train_tp} \
+    actor_rollout_ref.actor.megatron.expert_model_parallel_size=${train_ep} \
+    actor_rollout_ref.actor.megatron.context_parallel_size=${train_cp} \
+    actor_rollout_ref.actor.megatron.dist_checkpointing_path=${MCORE_MODEL_PATH} \
+    actor_rollout_ref.actor.megatron.use_dist_checkpointing=True \
+    actor_rollout_ref.ref.megatron.pipeline_model_parallel_size=${train_pp} \
+    actor_rollout_ref.ref.megatron.tensor_model_parallel_size=${train_tp} \
+    actor_rollout_ref.ref.megatron.expert_model_parallel_size=${train_ep} \
+    actor_rollout_ref.ref.megatron.context_parallel_size=${train_cp} \
+    actor_rollout_ref.ref.megatron.param_offload=${offload} \
+    actor_rollout_ref.ref.megatron.dist_checkpointing_path=${MCORE_MODEL_PATH} \
+    actor_rollout_ref.actor.entropy_coeff=0 \
+    actor_rollout_ref.actor.loss_agg_mode=${loss_agg_mode} \
+    actor_rollout_ref.rollout.gpu_memory_utilization=0.7 \
+    actor_rollout_ref.rollout.tensor_model_parallel_size=${gen_tp} \
+    actor_rollout_ref.rollout.enable_chunked_prefill=True \
+    actor_rollout_ref.rollout.enable_prefix_caching=False \
+    actor_rollout_ref.rollout.max_num_batched_tokens=${max_num_batched_tokens} \
+    actor_rollout_ref.rollout.max_model_len=$((max_prompt_length + max_response_length)) \
+    actor_rollout_ref.rollout.temperature=${temperature} \
+    actor_rollout_ref.rollout.top_p=${top_p} \
+    actor_rollout_ref.rollout.top_k=${top_k} \
+    actor_rollout_ref.rollout.val_kwargs.temperature=${temperature} \
+    actor_rollout_ref.rollout.val_kwargs.top_p=${top_p} \
+    actor_rollout_ref.rollout.val_kwargs.top_k=${top_k} \
+    actor_rollout_ref.rollout.val_kwargs.do_sample=True \
+    actor_rollout_ref.rollout.val_kwargs.n=1 \
+    actor_rollout_ref.rollout.enforce_eager=True \
+    actor_rollout_ref.rollout.free_cache_engine=True \
+    actor_rollout_ref.ref.megatron.use_dist_checkpointing=True \
+    reward_model.reward_manager=dapo \
+    reward_model.overlong_buffer.enable=${enable_overlong_buffer} \
+    reward_model.overlong_buffer.len=${overlong_buffer_len} \
+    reward_model.overlong_buffer.penalty_factor=${overlong_penalty_factor} \
+    trainer.logger=['console'] \
+    trainer.project_name="${project_name}" \
+    trainer.experiment_name="${exp_name}" \
+    trainer.n_gpus_per_node=16 \
+    trainer.nnodes="${NNODES}" \
+    trainer.val_before_train=False \
+    trainer.test_freq=-1 \
+    trainer.save_freq=-1 \
+    trainer.total_epochs=1 \
+    trainer.default_local_dir="${CKPTS_DIR}" \
+    trainer.device="npu" \
+    actor_rollout_ref.nccl_timeout=14400 \
+    actor_rollout_ref.actor.use_torch_compile=False \
+    actor_rollout_ref.ref.use_torch_compile=False \
+    +actor_rollout_ref.actor.megatron.override_transformer_config.use_flash_attn=True \
+    +actor_rollout_ref.actor.megatron.override_transformer_config.recompute_method=uniform \
+    +actor_rollout_ref.actor.megatron.override_transformer_config.recompute_granularity=full \
+    +actor_rollout_ref.actor.megatron.override_transformer_config.recompute_num_layers=1
+
diff --git a/verl/recipe/dapo/run_dapo_wo_ds_qwen2.5_32b.sh b/verl/recipe/dapo/run_dapo_wo_ds_qwen2.5_32b.sh
new file mode 100644
index 0000000000000000000000000000000000000000..50c18eadb12ad24fdab9ad68efb50be2fa450341
--- /dev/null
+++ b/verl/recipe/dapo/run_dapo_wo_ds_qwen2.5_32b.sh
@@ -0,0 +1,126 @@
+#!/usr/bin/env bash
+set -euxo pipefail
+# DAPO (w/o Dynamic Sampling)
+
+project_name='DAPO-verl'
+exp_name='DAPO-wo-DS-Qwen2.5-32B'
+
+adv_estimator=grpo
+
+use_kl_in_reward=False
+kl_coef=0.0
+use_kl_loss=False
+kl_loss_coef=0.0
+
+clip_ratio_low=0.2
+clip_ratio_high=0.28
+
+max_prompt_length=$((1024 * 2))
+max_response_length=$((1024 * 20))
+enable_overlong_buffer=True
+overlong_buffer_len=$((1024 * 4))
+overlong_penalty_factor=1.0
+
+loss_agg_mode="token-mean"
+
+enable_filter_groups=False
+train_prompt_bsz=512
+n_resp_per_prompt=16
+train_prompt_mini_bsz=32
+
+# Ray
+RAY_ADDRESS=${RAY_ADDRESS:-"http://localhost:8265"}
+WORKING_DIR=${WORKING_DIR:-"${PWD}"}
+RUNTIME_ENV=${RUNTIME_ENV:-"${WORKING_DIR}/verl/trainer/runtime_env.yaml"}
+NNODES=${NNODES:-16}
+# Paths
+RAY_DATA_HOME=${RAY_DATA_HOME:-"${HOME}/verl"}
+MODEL_PATH=${MODEL_PATH:-"${RAY_DATA_HOME}/models/Qwen2.5-32B"}
+CKPTS_DIR=${CKPTS_DIR:-"${RAY_DATA_HOME}/ckpts/${project_name}/${exp_name}"}
+TRAIN_FILE=${TRAIN_FILE:-"${RAY_DATA_HOME}/data/dapo-math-17k.parquet"}
+TEST_FILE=${TEST_FILE:-"${RAY_DATA_HOME}/data/aime-2024.parquet"}
+
+# Algorithm
+temperature=1.0
+top_p=1.0
+top_k=-1 # 0 for HF rollout, -1 for vLLM rollout
+val_top_p=0.7
+
+# Performance Related Parameter
+sp_size=8
+use_dynamic_bsz=True
+actor_ppo_max_token_len=$((max_prompt_length + max_response_length))
+infer_ppo_max_token_len=$((max_prompt_length + max_response_length))
+offload=True
+gen_tp=4
+
+ray job submit --no-wait --runtime-env="${RUNTIME_ENV}" \
+    --working-dir "${WORKING_DIR}" \
+    -- python3 -m recipe.dapo.main_dapo \
+    data.train_files="${TRAIN_FILE}" \
+    data.val_files="${TEST_FILE}" \
+    data.prompt_key=prompt \
+    data.truncation='left' \
+    data.max_prompt_length=${max_prompt_length} \
+    data.max_response_length=${max_response_length} \
+    data.train_batch_size=${train_prompt_bsz} \
+    actor_rollout_ref.rollout.n=${n_resp_per_prompt} \
+    algorithm.adv_estimator=${adv_estimator} \
+    algorithm.use_kl_in_reward=${use_kl_in_reward} \
+    algorithm.kl_ctrl.kl_coef=${kl_coef} \
+    actor_rollout_ref.actor.use_kl_loss=${use_kl_loss} \
+    actor_rollout_ref.actor.kl_loss_coef=${kl_loss_coef} \
+    actor_rollout_ref.actor.clip_ratio_low=${clip_ratio_low} \
+    actor_rollout_ref.actor.clip_ratio_high=${clip_ratio_high} \
+    actor_rollout_ref.actor.clip_ratio_c=10.0 \
+    algorithm.filter_groups.enable=${enable_filter_groups} \
+    actor_rollout_ref.model.use_remove_padding=True \
+    actor_rollout_ref.actor.use_dynamic_bsz=${use_dynamic_bsz} \
+    actor_rollout_ref.ref.log_prob_use_dynamic_bsz=${use_dynamic_bsz} \
+    actor_rollout_ref.rollout.log_prob_use_dynamic_bsz=${use_dynamic_bsz} \
+    actor_rollout_ref.actor.ppo_max_token_len_per_gpu=${actor_ppo_max_token_len} \
+    actor_rollout_ref.ref.log_prob_max_token_len_per_gpu=${infer_ppo_max_token_len} \
+    actor_rollout_ref.rollout.log_prob_max_token_len_per_gpu=${infer_ppo_max_token_len} \
+    actor_rollout_ref.model.path="${MODEL_PATH}" \
+    actor_rollout_ref.model.enable_gradient_checkpointing=True \
+    actor_rollout_ref.actor.optim.lr=1e-6 \
+    actor_rollout_ref.actor.optim.lr_warmup_steps=10 \
+    actor_rollout_ref.actor.optim.weight_decay=0.1 \
+    actor_rollout_ref.actor.ppo_mini_batch_size=${train_prompt_mini_bsz} \
+    actor_rollout_ref.actor.fsdp_config.param_offload=${offload} \
+    actor_rollout_ref.actor.fsdp_config.optimizer_offload=${offload} \
+    actor_rollout_ref.actor.entropy_coeff=0 \
+    actor_rollout_ref.actor.grad_clip=1.0 \
+    actor_rollout_ref.actor.loss_agg_mode=${loss_agg_mode} \
+    actor_rollout_ref.actor.ulysses_sequence_parallel_size=${sp_size} \
+    actor_rollout_ref.rollout.gpu_memory_utilization=0.7 \
+    actor_rollout_ref.rollout.tensor_model_parallel_size=${gen_tp} \
+    actor_rollout_ref.rollout.enable_chunked_prefill=True \
+    actor_rollout_ref.rollout.max_num_batched_tokens=$((max_prompt_length + max_response_length)) \
+    actor_rollout_ref.rollout.temperature=${temperature} \
+    actor_rollout_ref.rollout.top_p=${top_p} \
+    actor_rollout_ref.rollout.top_k="${top_k}" \
+    actor_rollout_ref.rollout.val_kwargs.temperature=${temperature} \
+    actor_rollout_ref.rollout.val_kwargs.top_p=${val_top_p} \
+    actor_rollout_ref.rollout.val_kwargs.top_k=${top_k} \
+    actor_rollout_ref.rollout.val_kwargs.do_sample=True \
+    actor_rollout_ref.rollout.val_kwargs.n=1 \
+    actor_rollout_ref.rollout.name=vllm \
+    actor_rollout_ref.ref.fsdp_config.param_offload=${offload} \
+    actor_rollout_ref.ref.ulysses_sequence_parallel_size=${sp_size} \
+    actor_rollout_ref.actor.fsdp_config.fsdp_size=-1 \
+    reward_model.reward_manager=dapo \
+    reward_model.overlong_buffer.enable=${enable_overlong_buffer} \
+    reward_model.overlong_buffer.len=${overlong_buffer_len} \
+    reward_model.overlong_buffer.penalty_factor=${overlong_penalty_factor} \
+    trainer.logger='["console","wandb"]' \
+    trainer.project_name="${project_name}" \
+    trainer.experiment_name="${exp_name}" \
+    trainer.n_gpus_per_node=8 \
+    trainer.nnodes="${NNODES}" \
+    trainer.val_before_train=True \
+    trainer.test_freq=5 \
+    trainer.save_freq=5 \
+    trainer.total_epochs=1 \
+    trainer.default_local_dir="${CKPTS_DIR}" \
+    trainer.resume_mode=auto
diff --git a/verl/recipe/dapo/test_dapo_7b.sh b/verl/recipe/dapo/test_dapo_7b.sh
new file mode 100644
index 0000000000000000000000000000000000000000..a1201dc32f7afeaa4d645ef083c6291440f54753
--- /dev/null
+++ b/verl/recipe/dapo/test_dapo_7b.sh
@@ -0,0 +1,131 @@
+#!/usr/bin/env bash
+set -xeuo pipefail
+
+project_name='DAPO'
+exp_name='DAPO-Qwen2.5-7B-Math-Test'
+
+adv_estimator=grpo
+
+use_kl_in_reward=False
+kl_coef=0.0
+use_kl_loss=False
+kl_loss_coef=0.0
+
+clip_ratio_low=0.2
+clip_ratio_high=0.28
+
+max_prompt_length=$((1024 * 2))
+max_response_length=$((1024 * 2))
+enable_overlong_buffer=True
+overlong_buffer_len=512
+overlong_penalty_factor=1.0
+
+loss_agg_mode="token-mean"
+
+enable_filter_groups=True
+filter_groups_metric=acc
+max_num_gen_batches=10
+train_prompt_bsz=512
+gen_prompt_bsz=$((train_prompt_bsz * 3))
+train_prompt_mini_bsz=32
+n_resp_per_prompt=16
+
+# Ray
+RAY_ADDRESS=${RAY_ADDRESS:-"http://localhost:8265"}
+WORKING_DIR=${WORKING_DIR:-"${PWD}"}
+RUNTIME_ENV=${RUNTIME_ENV:-"${WORKING_DIR}/verl/trainer/runtime_env.yaml"}
+NNODES=${NNODES:-4}
+# Paths
+RAY_DATA_HOME=${RAY_DATA_HOME:-"${HOME}/verl"}
+MODEL_PATH=${MODEL_PATH:-"${RAY_DATA_HOME}/models/Qwen2.5-Math-7B"}
+CKPTS_DIR=${CKPTS_DIR:-"${RAY_DATA_HOME}/ckpts/${project_name}/${exp_name}"}
+TRAIN_FILE=${TRAIN_FILE:-"${RAY_DATA_HOME}/data/dapo-math-17k.parquet"}
+TEST_FILE=${TEST_FILE:-"${RAY_DATA_HOME}/data/aime-2024.parquet"}
+
+# Algorithm
+temperature=1.0
+top_p=1.0
+top_k=-1 # 0 for HF rollout, -1 for vLLM rollout
+
+# Mathematically equivalent
+use_dynamic_bsz=True
+infer_micro_batch_size=null
+train_micro_batch_size=null
+offload=False
+
+ray job submit --no-wait --runtime-env="${RUNTIME_ENV}" \
+    --working-dir "${WORKING_DIR}" \
+    -- python3 -m recipe.dapo.main_dapo \
+    data.train_files="${TRAIN_FILE}" \
+    data.val_files="${TEST_FILE}" \
+    data.prompt_key=prompt \
+    data.truncation='left' \
+    data.max_prompt_length=${max_prompt_length} \
+    data.max_response_length=${max_response_length} \
+    data.gen_batch_size=${gen_prompt_bsz} \
+    data.train_batch_size=${train_prompt_bsz} \
+    actor_rollout_ref.rollout.n=${n_resp_per_prompt} \
+    actor_rollout_ref.actor.use_kl_loss=${use_kl_loss} \
+    actor_rollout_ref.actor.kl_loss_coef=${kl_loss_coef} \
+    actor_rollout_ref.actor.clip_ratio_low=${clip_ratio_low} \
+    actor_rollout_ref.actor.clip_ratio_high=${clip_ratio_high} \
+    actor_rollout_ref.actor.clip_ratio_c=10.0 \
+    algorithm.adv_estimator=${adv_estimator} \
+    algorithm.use_kl_in_reward=${use_kl_in_reward} \
+    algorithm.kl_ctrl.kl_coef=${kl_coef} \
+    algorithm.filter_groups.enable=${enable_filter_groups} \
+    algorithm.filter_groups.metric=${filter_groups_metric} \
+    algorithm.filter_groups.max_num_gen_batches=${max_num_gen_batches} \
+    actor_rollout_ref.model.use_remove_padding=True \
+    actor_rollout_ref.actor.use_dynamic_bsz=${use_dynamic_bsz} \
+    actor_rollout_ref.ref.log_prob_use_dynamic_bsz=${use_dynamic_bsz} \
+    actor_rollout_ref.rollout.log_prob_use_dynamic_bsz=${use_dynamic_bsz} \
+    actor_rollout_ref.actor.ppo_max_token_len_per_gpu=$((max_prompt_length + max_response_length)) \
+    actor_rollout_ref.ref.log_prob_max_token_len_per_gpu=$((max_prompt_length + max_response_length)) \
+    actor_rollout_ref.rollout.log_prob_max_token_len_per_gpu=$((max_prompt_length + max_response_length)) \
+    actor_rollout_ref.model.path="${MODEL_PATH}" \
+    actor_rollout_ref.model.enable_gradient_checkpointing=True \
+    actor_rollout_ref.rollout.name=vllm \
+    actor_rollout_ref.actor.optim.lr=1e-6 \
+    actor_rollout_ref.actor.optim.lr_warmup_steps=10 \
+    actor_rollout_ref.actor.optim.weight_decay=0.1 \
+    actor_rollout_ref.actor.ppo_mini_batch_size=${train_prompt_mini_bsz} \
+    actor_rollout_ref.actor.ppo_micro_batch_size=${train_micro_batch_size} \
+    actor_rollout_ref.actor.fsdp_config.param_offload=${offload} \
+    actor_rollout_ref.actor.fsdp_config.optimizer_offload=${offload} \
+    actor_rollout_ref.actor.entropy_coeff=0 \
+    actor_rollout_ref.actor.grad_clip=1.0 \
+    actor_rollout_ref.actor.loss_agg_mode=${loss_agg_mode} \
+    actor_rollout_ref.actor.ulysses_sequence_parallel_size=1 \
+    actor_rollout_ref.rollout.gpu_memory_utilization=0.85 \
+    actor_rollout_ref.rollout.log_prob_micro_batch_size=${infer_micro_batch_size} \
+    actor_rollout_ref.rollout.tensor_model_parallel_size=1 \
+    actor_rollout_ref.rollout.enable_chunked_prefill=True \
+    actor_rollout_ref.rollout.max_num_batched_tokens=$((max_prompt_length + max_response_length)) \
+    actor_rollout_ref.rollout.temperature=${temperature} \
+    actor_rollout_ref.rollout.top_p=${top_p} \
+    actor_rollout_ref.rollout.top_k="${top_k}" \
+    actor_rollout_ref.rollout.val_kwargs.temperature=${temperature} \
+    actor_rollout_ref.rollout.val_kwargs.top_p=${top_p} \
+    actor_rollout_ref.rollout.val_kwargs.top_k=${top_k} \
+    actor_rollout_ref.rollout.val_kwargs.do_sample=True \
+    actor_rollout_ref.rollout.val_kwargs.n=1 \
+    actor_rollout_ref.ref.log_prob_micro_batch_size=${infer_micro_batch_size} \
+    actor_rollout_ref.ref.fsdp_config.param_offload=${offload} \
+    actor_rollout_ref.ref.ulysses_sequence_parallel_size=1 \
+    actor_rollout_ref.actor.fsdp_config.fsdp_size=-1 \
+    reward_model.reward_manager=dapo \
+    reward_model.overlong_buffer.enable=${enable_overlong_buffer} \
+    reward_model.overlong_buffer.len=${overlong_buffer_len} \
+    reward_model.overlong_buffer.penalty_factor=${overlong_penalty_factor} \
+    trainer.logger='["console","wandb"]' \
+    trainer.project_name="${project_name}" \
+    trainer.experiment_name="${exp_name}" \
+    trainer.n_gpus_per_node=8 \
+    trainer.nnodes="${NNODES}" \
+    trainer.val_before_train=True \
+    trainer.test_freq=2 \
+    trainer.save_freq=2 \
+    trainer.total_epochs=1 \
+    trainer.default_local_dir="${CKPTS_DIR}" \
+    trainer.resume_mode=disable
diff --git a/verl/recipe/dapo/test_dapo_7b_math.sh b/verl/recipe/dapo/test_dapo_7b_math.sh
new file mode 100644
index 0000000000000000000000000000000000000000..e7fa99268689f636f7988127ae4627195116a8b0
--- /dev/null
+++ b/verl/recipe/dapo/test_dapo_7b_math.sh
@@ -0,0 +1,131 @@
+#!/usr/bin/env bash
+set -xeuo pipefail
+
+project_name='DAPO'
+exp_name='DAPO-Qwen2.5-7b-MATH-0527a1'
+
+adv_estimator=grpo
+
+use_kl_in_reward=False
+kl_coef=0.0
+use_kl_loss=False
+kl_loss_coef=0.0
+
+clip_ratio_low=0.2
+clip_ratio_high=0.28
+
+max_prompt_length=$((1024 * 2))
+max_response_length=$((1024 * 8))
+enable_overlong_buffer=True
+overlong_buffer_len=$((1024 * 4))
+overlong_penalty_factor=1.0
+
+loss_agg_mode="token-mean"
+
+train_prompt_bsz=512
+n_resp_per_prompt=16
+train_prompt_mini_bsz=32
+
+# Ray
+# RAY_ADDRESS=${RAY_ADDRESS:-"http://localhost:8265"}
+# WORKING_DIR=${WORKING_DIR:-"${PWD}"}
+# RUNTIME_ENV=${RUNTIME_ENV:-"${WORKING_DIR}/verl/trainer/runtime_env.yaml"}
+NNODES=${NNODES:-8}
+NGPUS_PER_NODE=${NGPUS_PER_NODE:-8}
+# Paths
+RAY_DATA_HOME=${RAY_DATA_HOME:-"${HOME}/verl"}
+# very important! please modify the max_position_embeddings in config.json to 32768 after downloading from huggingface
+MODEL_PATH=${MODEL_PATH:-"${RAY_DATA_HOME}/models/Qwen2.5-Math-7B"}
+CKPTS_DIR=${CKPTS_DIR:-"${RAY_DATA_HOME}/ckpts/${project_name}/${exp_name}"}
+TRAIN_FILE=${TRAIN_FILE:-"${RAY_DATA_HOME}/data/dapo-math-17k.parquet"}
+TEST_FILE=${TEST_FILE:-"${RAY_DATA_HOME}/data/aime-2024.parquet"}
+
+# Algorithm
+temperature=1.0
+top_p=1.0
+top_k=-1 # 0 for HF rollout, -1 for vLLM rollout
+val_top_p=0.7
+
+# Performance Related Parameter
+sp_size=4
+use_dynamic_bsz=True
+actor_ppo_max_token_len=$(((max_prompt_length + max_response_length) * 2))
+infer_ppo_max_token_len=$(((max_prompt_length + max_response_length) * 3))
+offload=True
+gen_tp=4
+fsdp_size=32
+
+# reference run wandb: https://wandb.ai/verl-org/DAPO%20Reproduction%20on%20verl/runs/ow47vvon?nw=nwusertongyuxuan361
+
+python3 -m verl.trainer.main_ppo \
+    data.train_files="${TRAIN_FILE}" \
+    data.val_files="${TEST_FILE}" \
+    data.prompt_key=prompt \
+    data.truncation='left' \
+    data.max_prompt_length=${max_prompt_length} \
+    data.max_response_length=${max_response_length} \
+    data.train_batch_size=${train_prompt_bsz} \
+    actor_rollout_ref.rollout.n=${n_resp_per_prompt} \
+    algorithm.adv_estimator=${adv_estimator} \
+    algorithm.use_kl_in_reward=${use_kl_in_reward} \
+    algorithm.kl_ctrl.kl_coef=${kl_coef} \
+    actor_rollout_ref.actor.use_kl_loss=${use_kl_loss} \
+    actor_rollout_ref.actor.kl_loss_coef=${kl_loss_coef} \
+    actor_rollout_ref.actor.clip_ratio_low=${clip_ratio_low} \
+    actor_rollout_ref.actor.clip_ratio_high=${clip_ratio_high} \
+    actor_rollout_ref.actor.clip_ratio_c=10.0 \
+    actor_rollout_ref.model.use_remove_padding=True \
+    +actor_rollout_ref.model.override_config.max_position_embeddings=32768 \
+    actor_rollout_ref.actor.use_dynamic_bsz=${use_dynamic_bsz} \
+    actor_rollout_ref.ref.log_prob_use_dynamic_bsz=${use_dynamic_bsz} \
+    actor_rollout_ref.rollout.log_prob_use_dynamic_bsz=${use_dynamic_bsz} \
+    actor_rollout_ref.actor.ppo_max_token_len_per_gpu=${actor_ppo_max_token_len} \
+    actor_rollout_ref.ref.log_prob_max_token_len_per_gpu=${infer_ppo_max_token_len} \
+    actor_rollout_ref.rollout.log_prob_max_token_len_per_gpu=${infer_ppo_max_token_len} \
+    actor_rollout_ref.rollout.name=vllm \
+    actor_rollout_ref.model.path="${MODEL_PATH}" \
+    actor_rollout_ref.model.enable_gradient_checkpointing=True \
+    actor_rollout_ref.actor.optim.lr=1e-6 \
+    actor_rollout_ref.actor.optim.lr_warmup_steps=10 \
+    actor_rollout_ref.actor.optim.weight_decay=0.1 \
+    actor_rollout_ref.actor.ppo_mini_batch_size=${train_prompt_mini_bsz} \
+    actor_rollout_ref.actor.fsdp_config.param_offload=${offload} \
+    actor_rollout_ref.actor.fsdp_config.optimizer_offload=${offload} \
+    actor_rollout_ref.actor.entropy_coeff=0 \
+    actor_rollout_ref.actor.grad_clip=1.0 \
+    actor_rollout_ref.actor.loss_agg_mode=${loss_agg_mode} \
+    actor_rollout_ref.actor.ulysses_sequence_parallel_size=${sp_size} \
+    actor_rollout_ref.rollout.gpu_memory_utilization=0.80 \
+    actor_rollout_ref.rollout.tensor_model_parallel_size=${gen_tp} \
+    actor_rollout_ref.rollout.enable_chunked_prefill=True \
+    actor_rollout_ref.rollout.max_num_batched_tokens=$((max_prompt_length + max_response_length)) \
+    actor_rollout_ref.rollout.temperature=${temperature} \
+    actor_rollout_ref.rollout.top_p=${top_p} \
+    actor_rollout_ref.rollout.top_k=${top_k} \
+    actor_rollout_ref.rollout.val_kwargs.temperature=${temperature} \
+    actor_rollout_ref.rollout.val_kwargs.top_p=${val_top_p} \
+    actor_rollout_ref.rollout.val_kwargs.top_k=${top_k} \
+    actor_rollout_ref.rollout.val_kwargs.do_sample=True \
+    actor_rollout_ref.rollout.val_kwargs.n=1 \
+    actor_rollout_ref.ref.fsdp_config.param_offload=${offload} \
+    actor_rollout_ref.ref.ulysses_sequence_parallel_size=${sp_size} \
+    actor_rollout_ref.actor.fsdp_config.fsdp_size=${fsdp_size} \
+    reward_model.reward_manager=dapo \
+    +reward_model.reward_kwargs.overlong_buffer_cfg.enable=${enable_overlong_buffer} \
+    +reward_model.reward_kwargs.overlong_buffer_cfg.len=${overlong_buffer_len} \
+    +reward_model.reward_kwargs.overlong_buffer_cfg.penalty_factor=${overlong_penalty_factor} \
+    +reward_model.reward_kwargs.overlong_buffer_cfg.log=False \
+    +reward_model.reward_kwargs.max_resp_len=${max_response_length} \
+    trainer.logger='["console","wandb"]' \
+    trainer.project_name="${project_name}" \
+    trainer.experiment_name="${exp_name}" \
+    trainer.n_gpus_per_node="${NGPUS_PER_NODE}" \
+    trainer.nnodes="${NNODES}" \
+    trainer.val_before_train=True \
+    trainer.test_freq=10 \
+    trainer.save_freq=10 \
+    trainer.total_epochs=10 \
+    trainer.total_training_steps=200 \
+    trainer.default_local_dir="${CKPTS_DIR}" \
+    trainer.resume_mode=auto \
+    trainer.log_val_generations=10
diff --git a/verl/recipe/dapo/test_dapo_7b_math_lora.sh b/verl/recipe/dapo/test_dapo_7b_math_lora.sh
new file mode 100644
index 0000000000000000000000000000000000000000..06c66baa42f005de27d43651632d08646a8df8e5
--- /dev/null
+++ b/verl/recipe/dapo/test_dapo_7b_math_lora.sh
@@ -0,0 +1,131 @@
+#!/usr/bin/env bash
+set -xeuo pipefail
+
+project_name='DAPO'
+exp_name='DAPO-Qwen2.5-7b-MATH-0527a1'
+
+adv_estimator=grpo
+
+use_kl_in_reward=False
+kl_coef=0.0
+use_kl_loss=False
+kl_loss_coef=0.0
+
+clip_ratio_low=0.2
+clip_ratio_high=0.28
+
+max_prompt_length=$((1024 * 2))
+max_response_length=$((1024 * 8))
+enable_overlong_buffer=True
+overlong_buffer_len=$((1024 * 4))
+overlong_penalty_factor=1.0
+
+loss_agg_mode="token-mean"
+
+train_prompt_bsz=512
+n_resp_per_prompt=16
+train_prompt_mini_bsz=32
+
+# Ray
+# RAY_ADDRESS=${RAY_ADDRESS:-"http://localhost:8265"}
+# WORKING_DIR=${WORKING_DIR:-"${PWD}"}
+# RUNTIME_ENV=${RUNTIME_ENV:-"${WORKING_DIR}/verl/trainer/runtime_env.yaml"}
+NNODES=${NNODES:-8}
+NGPUS_PER_NODE=${NGPUS_PER_NODE:-8}
+# Paths
+RAY_DATA_HOME=${RAY_DATA_HOME:-"${HOME}/verl"}
+MODEL_PATH=${MODEL_PATH:-"${RAY_DATA_HOME}/models/Qwen2.5-Math-7B"}
+CKPTS_DIR=${CKPTS_DIR:-"${RAY_DATA_HOME}/ckpts/${project_name}/${exp_name}"}
+TRAIN_FILE=${TRAIN_FILE:-"${RAY_DATA_HOME}/data/dapo-math-17k.parquet"}
+TEST_FILE=${TEST_FILE:-"${RAY_DATA_HOME}/data/aime-2024.parquet"}
+
+# Algorithm
+temperature=1.0
+top_p=1.0
+top_k=-1 # 0 for HF rollout, -1 for vLLM rollout
+val_top_p=0.7
+
+# Performance Related Parameter
+sp_size=4
+use_dynamic_bsz=True
+actor_ppo_max_token_len=$(((max_prompt_length + max_response_length) * 2))
+infer_ppo_max_token_len=$(((max_prompt_length + max_response_length) * 3))
+offload=True
+gen_tp=4
+fsdp_size=32
+
+# remember to set VLLM_ALLOW_LONG_MAX_MODEL_LEN=1 for this model
+
+python3 -m verl.trainer.main_ppo \
+    data.train_files="${TRAIN_FILE}" \
+    data.val_files="${TEST_FILE}" \
+    data.prompt_key=prompt \
+    data.truncation='left' \
+    data.max_prompt_length=${max_prompt_length} \
+    data.max_response_length=${max_response_length} \
+    data.train_batch_size=${train_prompt_bsz} \
+    actor_rollout_ref.rollout.n=${n_resp_per_prompt} \
+    algorithm.adv_estimator=${adv_estimator} \
+    algorithm.use_kl_in_reward=${use_kl_in_reward} \
+    algorithm.kl_ctrl.kl_coef=${kl_coef} \
+    actor_rollout_ref.actor.use_kl_loss=${use_kl_loss} \
+    actor_rollout_ref.actor.kl_loss_coef=${kl_loss_coef} \
+    actor_rollout_ref.actor.clip_ratio_low=${clip_ratio_low} \
+    actor_rollout_ref.actor.clip_ratio_high=${clip_ratio_high} \
+    actor_rollout_ref.actor.clip_ratio_c=10.0 \
+    actor_rollout_ref.model.use_remove_padding=True \
+    +actor_rollout_ref.model.override_config.max_position_embeddings=32768 \
+    actor_rollout_ref.actor.use_dynamic_bsz=${use_dynamic_bsz} \
+    actor_rollout_ref.ref.log_prob_use_dynamic_bsz=${use_dynamic_bsz} \
+    actor_rollout_ref.rollout.log_prob_use_dynamic_bsz=${use_dynamic_bsz} \
+    actor_rollout_ref.actor.ppo_max_token_len_per_gpu=${actor_ppo_max_token_len} \
+    actor_rollout_ref.ref.log_prob_max_token_len_per_gpu=${infer_ppo_max_token_len} \
+    actor_rollout_ref.rollout.log_prob_max_token_len_per_gpu=${infer_ppo_max_token_len} \
+    actor_rollout_ref.rollout.name=vllm \
+    actor_rollout_ref.model.path="${MODEL_PATH}" \
+    actor_rollout_ref.model.enable_gradient_checkpointing=True \
+    actor_rollout_ref.model.lora_rank=8 \
+    actor_rollout_ref.actor.optim.lr=1e-6 \
+    actor_rollout_ref.actor.optim.lr_warmup_steps=10 \
+    actor_rollout_ref.actor.optim.weight_decay=0.1 \
+    actor_rollout_ref.actor.ppo_mini_batch_size=${train_prompt_mini_bsz} \
+    actor_rollout_ref.actor.fsdp_config.param_offload=${offload} \
+    actor_rollout_ref.actor.fsdp_config.optimizer_offload=${offload} \
+    actor_rollout_ref.actor.entropy_coeff=0 \
+    actor_rollout_ref.actor.grad_clip=1.0 \
+    actor_rollout_ref.actor.loss_agg_mode=${loss_agg_mode} \
+    actor_rollout_ref.actor.ulysses_sequence_parallel_size=${sp_size} \
+    actor_rollout_ref.rollout.gpu_memory_utilization=0.80 \
+    actor_rollout_ref.rollout.tensor_model_parallel_size=${gen_tp} \
+    actor_rollout_ref.rollout.enable_chunked_prefill=True \
+    actor_rollout_ref.rollout.max_num_batched_tokens=$((max_prompt_length + max_response_length)) \
+    actor_rollout_ref.rollout.temperature=${temperature} \
+    actor_rollout_ref.rollout.top_p=${top_p} \
+    actor_rollout_ref.rollout.top_k=${top_k} \
+    actor_rollout_ref.rollout.val_kwargs.temperature=${temperature} \
+    actor_rollout_ref.rollout.val_kwargs.top_p=${val_top_p} \
+    actor_rollout_ref.rollout.val_kwargs.top_k=${top_k} \
+    actor_rollout_ref.rollout.val_kwargs.do_sample=True \
+    actor_rollout_ref.rollout.val_kwargs.n=1 \
+    actor_rollout_ref.ref.fsdp_config.param_offload=${offload} \
+    actor_rollout_ref.ref.ulysses_sequence_parallel_size=${sp_size} \
+    actor_rollout_ref.actor.fsdp_config.fsdp_size=${fsdp_size} \
+    reward_model.reward_manager=dapo \
+    +reward_model.reward_kwargs.overlong_buffer_cfg.enable=${enable_overlong_buffer} \
+    +reward_model.reward_kwargs.overlong_buffer_cfg.len=${overlong_buffer_len} \
+    +reward_model.reward_kwargs.overlong_buffer_cfg.penalty_factor=${overlong_penalty_factor} \
+    +reward_model.reward_kwargs.overlong_buffer_cfg.log=False \
+    +reward_model.reward_kwargs.max_resp_len=${max_response_length} \
+    trainer.logger='["console","wandb"]' \
+    trainer.project_name="${project_name}" \
+    trainer.experiment_name="${exp_name}" \
+    trainer.n_gpus_per_node="${NGPUS_PER_NODE}" \
+    trainer.nnodes="${NNODES}" \
+    trainer.val_before_train=True \
+    trainer.test_freq=10 \
+    trainer.save_freq=10 \
+    trainer.total_epochs=10 \
+    trainer.total_training_steps=200 \
+    trainer.default_local_dir="${CKPTS_DIR}" \
+    trainer.resume_mode=auto \
+    trainer.log_val_generations=10
diff --git a/verl/recipe/dapo/test_dapo_7b_math_megatron.sh b/verl/recipe/dapo/test_dapo_7b_math_megatron.sh
new file mode 100644
index 0000000000000000000000000000000000000000..a866e968508d3184150549228a1b6fc746f20728
--- /dev/null
+++ b/verl/recipe/dapo/test_dapo_7b_math_megatron.sh
@@ -0,0 +1,132 @@
+#!/usr/bin/env bash
+set -xeuo pipefail
+
+project_name='DAPO'
+exp_name='DAPO-Qwen2.5-7b-MATH-megatron-0519a1'
+
+adv_estimator=grpo
+
+use_kl_in_reward=False
+kl_coef=0.0
+use_kl_loss=False
+kl_loss_coef=0.0
+
+clip_ratio_low=0.2
+clip_ratio_high=0.28
+
+max_prompt_length=$((1024 * 2))
+max_response_length=$((1024 * 8))
+enable_overlong_buffer=True
+overlong_buffer_len=$((1024 * 4))
+overlong_penalty_factor=1.0
+
+loss_agg_mode="token-mean"
+
+train_prompt_bsz=512
+n_resp_per_prompt=16
+train_prompt_mini_bsz=32
+
+# Ray
+RAY_ADDRESS=${RAY_ADDRESS:-"http://localhost:8265"}
+WORKING_DIR=${WORKING_DIR:-"${PWD}"}
+RUNTIME_ENV=${RUNTIME_ENV:-"${WORKING_DIR}/verl/trainer/runtime_env.yaml"}
+NNODES=${NNODES:-4}
+# Paths
+RAY_DATA_HOME=${RAY_DATA_HOME:-"${HOME}/verl"}
+MODEL_PATH=${MODEL_PATH:-"${RAY_DATA_HOME}/models/Qwen2.5-Math-7B"}
+CKPTS_DIR=${CKPTS_DIR:-"${RAY_DATA_HOME}/ckpts/${project_name}/${exp_name}"}
+TRAIN_FILE=${TRAIN_FILE:-"${RAY_DATA_HOME}/data/dapo-math-17k.parquet"}
+TEST_FILE=${TEST_FILE:-"${RAY_DATA_HOME}/data/aime-2024.parquet"}
+
+# Algorithm
+temperature=1.0
+top_p=1.0
+top_k=-1 # 0 for HF rollout, -1 for vLLM rollout
+val_top_p=0.7
+
+# Performance Related Parameter
+use_dynamic_bsz=True
+actor_ppo_max_token_len=$(((max_prompt_length + max_response_length) * 2))
+infer_ppo_max_token_len=$(((max_prompt_length + max_response_length) * 3))
+offload=True
+gen_tp=4
+train_tp=4
+train_pp=2
+
+# TODO: support dynamic_bsz for megatron
+# actor_rollout_ref.actor.use_dynamic_bsz=${use_dynamic_bsz} \
+# actor_rollout_ref.ref.log_prob_use_dynamic_bsz=${use_dynamic_bsz} \
+# actor_rollout_ref.rollout.log_prob_use_dynamic_bsz=${use_dynamic_bsz} \
+# actor_rollout_ref.actor.ppo_max_token_len_per_gpu=${actor_ppo_max_token_len} \
+# actor_rollout_ref.ref.log_prob_max_token_len_per_gpu=${infer_ppo_max_token_len} \
+# actor_rollout_ref.rollout.log_prob_max_token_len_per_gpu=${infer_ppo_max_token_len} \
+
+python3 -m verl.trainer.main_ppo \
+    --config-path=config \
+    --config-name='ppo_megatron_trainer.yaml' \
+    data.train_files="${TRAIN_FILE}" \
+    data.val_files="${TEST_FILE}" \
+    data.prompt_key=prompt \
+    data.truncation='left' \
+    data.max_prompt_length=${max_prompt_length} \
+    data.max_response_length=${max_response_length} \
+    data.train_batch_size=${train_prompt_bsz} \
+    actor_rollout_ref.rollout.n=${n_resp_per_prompt} \
+    algorithm.adv_estimator=${adv_estimator} \
+    algorithm.use_kl_in_reward=${use_kl_in_reward} \
+    algorithm.kl_ctrl.kl_coef=${kl_coef} \
+    actor_rollout_ref.actor.use_kl_loss=${use_kl_loss} \
+    actor_rollout_ref.actor.kl_loss_coef=${kl_loss_coef} \
+    actor_rollout_ref.actor.clip_ratio_low=${clip_ratio_low} \
+    actor_rollout_ref.actor.clip_ratio_high=${clip_ratio_high} \
+    actor_rollout_ref.actor.clip_ratio_c=10.0 \
+    actor_rollout_ref.actor.ppo_micro_batch_size_per_gpu=2 \
+    actor_rollout_ref.ref.log_prob_micro_batch_size_per_gpu=4 \
+    actor_rollout_ref.rollout.log_prob_micro_batch_size_per_gpu=4 \
+    actor_rollout_ref.model.path="${MODEL_PATH}" \
+    actor_rollout_ref.actor.optim.lr=1e-6 \
+    actor_rollout_ref.actor.optim.lr_warmup_steps=10 \
+    actor_rollout_ref.actor.optim.weight_decay=0.1 \
+    actor_rollout_ref.actor.ppo_mini_batch_size=${train_prompt_mini_bsz} \
+    actor_rollout_ref.actor.megatron.param_offload=${offload} \
+    actor_rollout_ref.actor.megatron.optimizer_offload=${offload} \
+    actor_rollout_ref.actor.megatron.grad_offload=${offload} \
+    actor_rollout_ref.actor.megatron.pipeline_model_parallel_size=${train_pp} \
+    actor_rollout_ref.actor.megatron.tensor_model_parallel_size=${train_tp} \
+    actor_rollout_ref.actor.entropy_coeff=0 \
+    actor_rollout_ref.actor.optim.clip_grad=1.0 \
+    actor_rollout_ref.actor.loss_agg_mode=${loss_agg_mode} \
+    actor_rollout_ref.rollout.gpu_memory_utilization=0.80 \
+    actor_rollout_ref.rollout.tensor_model_parallel_size=${gen_tp} \
+    actor_rollout_ref.rollout.enable_chunked_prefill=True \
+    actor_rollout_ref.rollout.max_num_batched_tokens=$((max_prompt_length + max_response_length)) \
+    actor_rollout_ref.rollout.temperature=${temperature} \
+    actor_rollout_ref.rollout.top_p=${top_p} \
+    actor_rollout_ref.rollout.top_k=${top_k} \
+    actor_rollout_ref.rollout.val_kwargs.temperature=${temperature} \
+    actor_rollout_ref.rollout.val_kwargs.top_p=${val_top_p} \
+    actor_rollout_ref.rollout.val_kwargs.top_k=${top_k} \
+    actor_rollout_ref.rollout.val_kwargs.do_sample=True \
+    actor_rollout_ref.rollout.val_kwargs.n=1 \
+    actor_rollout_ref.rollout.name=vllm \
+    actor_rollout_ref.ref.megatron.pipeline_model_parallel_size=${train_pp} \
+    actor_rollout_ref.ref.megatron.tensor_model_parallel_size=${train_tp} \
+    actor_rollout_ref.ref.megatron.param_offload=${offload} \
+    reward_model.reward_manager=dapo \
+    +reward_model.reward_kwargs.overlong_buffer_cfg.enable=${enable_overlong_buffer} \
+    +reward_model.reward_kwargs.overlong_buffer_cfg.len=${overlong_buffer_len} \
+    +reward_model.reward_kwargs.overlong_buffer_cfg.penalty_factor=${overlong_penalty_factor} \
+    +reward_model.reward_kwargs.overlong_buffer_cfg.log=False \
+    +reward_model.reward_kwargs.max_resp_len=${max_response_length} \
+    trainer.logger='["console","wandb"]' \
+    trainer.project_name="${project_name}" \
+    trainer.experiment_name="${exp_name}" \
+    trainer.n_gpus_per_node=16 \
+    trainer.nnodes="${NNODES}" \
+    trainer.val_before_train=False \
+    trainer.test_freq=10 \
+    trainer.save_freq=10 \
+    trainer.total_epochs=10 \
+    trainer.default_local_dir="${CKPTS_DIR}" \
+    trainer.resume_mode=auto \
+    trainer.log_val_generations=10
diff --git a/verl/recipe/dapo/test_dapo_dspk_671b_megatron_96gb.sh b/verl/recipe/dapo/test_dapo_dspk_671b_megatron_96gb.sh
new file mode 100644
index 0000000000000000000000000000000000000000..a62b68c66a539a5aa74ac7d6641368a728ebc2c2
--- /dev/null
+++ b/verl/recipe/dapo/test_dapo_dspk_671b_megatron_96gb.sh
@@ -0,0 +1,143 @@
+#!/usr/bin/env bash
+set -xeuo pipefail
+
+# 0. download the config
+# only need to download the configuration_deepseek.py and config.json
+# remove the `quantization_config` in the `config.json`
+# set `num_nextn_predict_layers=0` to disable MTP, which is not currently supported
+huggingface-cli download deepseek-ai/DeepSeek-V3-0324 configuration_deepseek.py config.json
+
+project_name='DAPO'
+exp_name='DAPO-DeepSeek-671b-megatron'
+
+adv_estimator=grpo
+
+use_kl_in_reward=False
+kl_coef=0.0
+use_kl_loss=False
+kl_loss_coef=0.0
+
+clip_ratio_low=0.2
+clip_ratio_high=0.28
+
+max_prompt_length=$((1024 * 2))
+max_response_length=$((1024 * 8))
+enable_overlong_buffer=False
+overlong_buffer_len=$((1024 * 4))
+overlong_penalty_factor=0.1
+
+loss_agg_mode="token-mean"
+
+train_prompt_bsz=256 # must be > n_gpus. need to fix
+n_resp_per_prompt=16
+train_prompt_mini_bsz=32  # mini_bsz * n >= micro_bsz * pp * dp
+
+NNODES=${NNODES:-64}
+
+# 1. download the dist_ckpt format model from https://huggingface.co/BearBiscuit05/dpsk-v3-671B-BF16-dist_ckpt/tree/main
+# change the MODEL_PATH and MCORE_MODEL_PATH to your own path
+# Paths
+MODEL_PATH="<path_to_dsv3_config>"
+MCORE_MODEL_PATH="<path_to_dpsk-v3-671B-BF16-dist_ckpt>"
+RAY_DATA_HOME=${RAY_DATA_HOME:-"${HOME}/verl"}
+CKPTS_DIR=${CKPTS_DIR:-"${RAY_DATA_HOME}/ckpts/${project_name}/${exp_name}"}
+TRAIN_FILE=${TRAIN_FILE:-"${RAY_DATA_HOME}/data/dapo-math-17k.parquet"}
+aime24_test_path=${RAY_DATA_HOME}/data/aime-2024.parquet
+# TEST_FILE="['$math500_test_path', '$aime24_test_path']"
+
+TEST_FILE="['$aime24_test_path']"
+
+# Algorithm
+temperature=1.0
+top_p=1.0
+top_k=-1 # 0 for HF rollout, -1 for vLLM rollout
+val_top_p=0.7
+
+# Performance Related Parameter
+use_dynamic_bsz=True
+actor_ppo_max_token_len=$(((max_prompt_length + max_response_length) * 2))
+infer_ppo_max_token_len=$(((max_prompt_length + max_response_length) * 3))
+offload=True
+gen_tp=32
+train_tp=1
+train_ep=32
+train_pp=16
+
+python3 -m verl.trainer.main_ppo \
+    --config-path=config \
+    --config-name='ppo_megatron_trainer.yaml' \
+    data.train_files="${TRAIN_FILE}" \
+    data.val_files="${TEST_FILE}" \
+    data.prompt_key=prompt \
+    data.truncation='left' \
+    data.max_prompt_length=${max_prompt_length} \
+    data.max_response_length=${max_response_length} \
+    data.train_batch_size=${train_prompt_bsz} \
+    actor_rollout_ref.rollout.n=${n_resp_per_prompt} \
+    algorithm.adv_estimator=${adv_estimator} \
+    algorithm.use_kl_in_reward=${use_kl_in_reward} \
+    algorithm.kl_ctrl.kl_coef=${kl_coef} \
+    actor_rollout_ref.actor.use_kl_loss=${use_kl_loss} \
+    actor_rollout_ref.actor.kl_loss_coef=${kl_loss_coef} \
+    actor_rollout_ref.actor.clip_ratio_low=${clip_ratio_low} \
+    actor_rollout_ref.actor.clip_ratio_high=${clip_ratio_high} \
+    actor_rollout_ref.actor.clip_ratio_c=10.0 \
+    actor_rollout_ref.actor.ppo_micro_batch_size_per_gpu=2 \
+    actor_rollout_ref.ref.log_prob_micro_batch_size_per_gpu=2 \
+    actor_rollout_ref.rollout.log_prob_micro_batch_size_per_gpu=2 \
+    actor_rollout_ref.model.path="${MODEL_PATH}" \
+    actor_rollout_ref.actor.optim.lr=1e-6 \
+    actor_rollout_ref.actor.optim.lr_warmup_steps=10 \
+    actor_rollout_ref.actor.optim.weight_decay=0.1 \
+    actor_rollout_ref.actor.ppo_mini_batch_size=${train_prompt_mini_bsz} \
+    actor_rollout_ref.actor.megatron.param_offload=${offload} \
+    actor_rollout_ref.actor.megatron.optimizer_offload=${offload} \
+    actor_rollout_ref.actor.megatron.grad_offload=${offload} \
+    actor_rollout_ref.actor.megatron.pipeline_model_parallel_size=${train_pp} \
+    actor_rollout_ref.actor.megatron.tensor_model_parallel_size=${train_tp} \
+    actor_rollout_ref.actor.megatron.expert_model_parallel_size=${train_ep} \
+    actor_rollout_ref.actor.megatron.dist_checkpointing_path=${MCORE_MODEL_PATH} \
+    actor_rollout_ref.actor.megatron.use_dist_checkpointing=True \
+    +actor_rollout_ref.actor.megatron.override_transformer_config.num_layers_in_first_pipeline_stage=3 \
+    +actor_rollout_ref.actor.megatron.override_transformer_config.num_layers_in_last_pipeline_stage=2 \
+    actor_rollout_ref.actor.entropy_coeff=0 \
+    actor_rollout_ref.actor.optim.clip_grad=1.0 \
+    actor_rollout_ref.actor.loss_agg_mode=${loss_agg_mode} \
+    actor_rollout_ref.rollout.gpu_memory_utilization=0.6 \
+    actor_rollout_ref.rollout.tensor_model_parallel_size=${gen_tp} \
+    actor_rollout_ref.rollout.enable_chunked_prefill=True \
+    actor_rollout_ref.rollout.max_num_batched_tokens=$((max_prompt_length + max_response_length)) \
+    actor_rollout_ref.rollout.temperature=${temperature} \
+    actor_rollout_ref.rollout.top_p=${top_p} \
+    actor_rollout_ref.rollout.top_k=${top_k} \
+    actor_rollout_ref.rollout.val_kwargs.temperature=${temperature} \
+    actor_rollout_ref.rollout.val_kwargs.top_p=${val_top_p} \
+    actor_rollout_ref.rollout.val_kwargs.top_k=${top_k} \
+    actor_rollout_ref.rollout.val_kwargs.do_sample=True \
+    actor_rollout_ref.rollout.val_kwargs.n=1 \
+    actor_rollout_ref.rollout.name=vllm \
+    actor_rollout_ref.ref.megatron.pipeline_model_parallel_size=${train_pp} \
+    actor_rollout_ref.ref.megatron.tensor_model_parallel_size=${train_tp} \
+    actor_rollout_ref.ref.megatron.expert_model_parallel_size=${train_ep} \
+    actor_rollout_ref.ref.megatron.param_offload=${offload} \
+    actor_rollout_ref.ref.megatron.dist_checkpointing_path=${MCORE_MODEL_PATH} \
+    actor_rollout_ref.ref.megatron.use_dist_checkpointing=True \
+    reward_model.reward_manager=dapo \
+    +reward_model.reward_kwargs.overlong_buffer_cfg.enable=${enable_overlong_buffer} \
+    +reward_model.reward_kwargs.overlong_buffer_cfg.len=${overlong_buffer_len} \
+    +reward_model.reward_kwargs.overlong_buffer_cfg.penalty_factor=${overlong_penalty_factor} \
+    +reward_model.reward_kwargs.overlong_buffer_cfg.log=False \
+    +reward_model.reward_kwargs.max_resp_len=${max_response_length} \
+    trainer.logger='["console","wandb"]' \
+    trainer.project_name="${project_name}" \
+    trainer.experiment_name="${exp_name}" \
+    trainer.n_gpus_per_node=8 \
+    trainer.nnodes="${NNODES}" \
+    trainer.val_before_train=False \
+    trainer.test_freq=5 \
+    trainer.save_freq=5 \
+    trainer.total_epochs=10 \
+    trainer.total_training_steps=10 \
+    trainer.default_local_dir="${CKPTS_DIR}" \
+    trainer.resume_mode=auto \
+    trainer.log_val_generations=10
diff --git a/verl/recipe/dapo/test_dapo_qwen3_30b_math.sh b/verl/recipe/dapo/test_dapo_qwen3_30b_math.sh
new file mode 100644
index 0000000000000000000000000000000000000000..c6956635f2e9705744eb3c4918b86468f89e494d
--- /dev/null
+++ b/verl/recipe/dapo/test_dapo_qwen3_30b_math.sh
@@ -0,0 +1,127 @@
+#!/usr/bin/env bash
+set -xeuo pipefail
+
+project_name='DAPO'
+exp_name='DAPO-Qwen3-30B-A3B-Base-MATH-0527a1'
+
+adv_estimator=grpo
+
+use_kl_in_reward=False
+kl_coef=0.0
+use_kl_loss=False
+kl_loss_coef=0.0
+
+clip_ratio_low=0.2
+clip_ratio_high=0.28
+
+max_prompt_length=$((1024 * 2))
+max_response_length=$((1024 * 8))
+enable_overlong_buffer=True
+overlong_buffer_len=$((1024 * 4))
+overlong_penalty_factor=1.0
+
+loss_agg_mode="token-mean"
+
+train_prompt_bsz=512
+n_resp_per_prompt=16
+train_prompt_mini_bsz=32
+
+# Ray
+# RAY_ADDRESS=${RAY_ADDRESS:-"http://localhost:8265"}
+# WORKING_DIR=${WORKING_DIR:-"${PWD}"}
+# RUNTIME_ENV=${RUNTIME_ENV:-"${WORKING_DIR}/verl/trainer/runtime_env.yaml"}
+NNODES=${NNODES:-8}
+NGPUS_PER_NODE=${NGPUS_PER_NODE:-8}
+# Paths
+RAY_DATA_HOME=${RAY_DATA_HOME:-"${HOME}/verl"}
+MODEL_PATH=${MODEL_PATH:-"${RAY_DATA_HOME}/models/Qwen3-30B-A3B-Base"}
+CKPTS_DIR=${CKPTS_DIR:-"${RAY_DATA_HOME}/ckpts/${project_name}/${exp_name}"}
+TRAIN_FILE=${TRAIN_FILE:-"${RAY_DATA_HOME}/data/dapo-math-17k.parquet"}
+TEST_FILE=${TEST_FILE:-"${RAY_DATA_HOME}/data/aime-2024.parquet"}
+
+# Algorithm
+temperature=1.0
+top_p=1.0
+top_k=-1 # 0 for HF rollout, -1 for vLLM rollout
+val_top_p=0.7
+
+# Performance Related Parameter
+sp_size=4
+use_dynamic_bsz=True
+actor_ppo_max_token_len=$(((max_prompt_length + max_response_length) * 2))
+infer_ppo_max_token_len=$(((max_prompt_length + max_response_length) * 3))
+offload=True
+gen_tp=4
+fsdp_size=32
+
+python3 -m verl.trainer.main_ppo \
+    data.train_files="${TRAIN_FILE}" \
+    data.val_files="${TEST_FILE}" \
+    data.prompt_key=prompt \
+    data.truncation='left' \
+    data.max_prompt_length=${max_prompt_length} \
+    data.max_response_length=${max_response_length} \
+    data.train_batch_size=${train_prompt_bsz} \
+    actor_rollout_ref.rollout.n=${n_resp_per_prompt} \
+    algorithm.adv_estimator=${adv_estimator} \
+    algorithm.use_kl_in_reward=${use_kl_in_reward} \
+    algorithm.kl_ctrl.kl_coef=${kl_coef} \
+    actor_rollout_ref.actor.use_kl_loss=${use_kl_loss} \
+    actor_rollout_ref.actor.kl_loss_coef=${kl_loss_coef} \
+    actor_rollout_ref.actor.clip_ratio_low=${clip_ratio_low} \
+    actor_rollout_ref.actor.clip_ratio_high=${clip_ratio_high} \
+    actor_rollout_ref.actor.clip_ratio_c=10.0 \
+    actor_rollout_ref.model.use_remove_padding=True \
+    actor_rollout_ref.actor.use_dynamic_bsz=${use_dynamic_bsz} \
+    actor_rollout_ref.ref.log_prob_use_dynamic_bsz=${use_dynamic_bsz} \
+    actor_rollout_ref.rollout.log_prob_use_dynamic_bsz=${use_dynamic_bsz} \
+    actor_rollout_ref.actor.ppo_max_token_len_per_gpu=${actor_ppo_max_token_len} \
+    actor_rollout_ref.ref.log_prob_max_token_len_per_gpu=${infer_ppo_max_token_len} \
+    actor_rollout_ref.rollout.log_prob_max_token_len_per_gpu=${infer_ppo_max_token_len} \
+    actor_rollout_ref.model.path="${MODEL_PATH}" \
+    actor_rollout_ref.model.enable_gradient_checkpointing=True \
+    actor_rollout_ref.actor.optim.lr=1e-6 \
+    actor_rollout_ref.actor.optim.lr_warmup_steps=10 \
+    actor_rollout_ref.actor.optim.weight_decay=0.1 \
+    actor_rollout_ref.actor.ppo_mini_batch_size=${train_prompt_mini_bsz} \
+    actor_rollout_ref.actor.fsdp_config.param_offload=${offload} \
+    actor_rollout_ref.actor.fsdp_config.optimizer_offload=${offload} \
+    actor_rollout_ref.actor.entropy_coeff=0 \
+    actor_rollout_ref.actor.grad_clip=1.0 \
+    actor_rollout_ref.actor.loss_agg_mode=${loss_agg_mode} \
+    actor_rollout_ref.actor.ulysses_sequence_parallel_size=${sp_size} \
+    actor_rollout_ref.rollout.gpu_memory_utilization=0.80 \
+    actor_rollout_ref.rollout.tensor_model_parallel_size=${gen_tp} \
+    actor_rollout_ref.rollout.enable_chunked_prefill=True \
+    actor_rollout_ref.rollout.max_num_batched_tokens=$((max_prompt_length + max_response_length)) \
+    actor_rollout_ref.rollout.temperature=${temperature} \
+    actor_rollout_ref.rollout.top_p=${top_p} \
+    actor_rollout_ref.rollout.top_k=${top_k} \
+    actor_rollout_ref.rollout.val_kwargs.temperature=${temperature} \
+    actor_rollout_ref.rollout.val_kwargs.top_p=${val_top_p} \
+    actor_rollout_ref.rollout.val_kwargs.top_k=${top_k} \
+    actor_rollout_ref.rollout.val_kwargs.do_sample=True \
+    actor_rollout_ref.rollout.val_kwargs.n=1 \
+    actor_rollout_ref.rollout.name=vllm \
+    actor_rollout_ref.ref.fsdp_config.param_offload=${offload} \
+    actor_rollout_ref.ref.ulysses_sequence_parallel_size=${sp_size} \
+    actor_rollout_ref.actor.fsdp_config.fsdp_size=${fsdp_size} \
+    reward_model.reward_manager=dapo \
+    +reward_model.reward_kwargs.overlong_buffer_cfg.enable=${enable_overlong_buffer} \
+    +reward_model.reward_kwargs.overlong_buffer_cfg.len=${overlong_buffer_len} \
+    +reward_model.reward_kwargs.overlong_buffer_cfg.penalty_factor=${overlong_penalty_factor} \
+    +reward_model.reward_kwargs.overlong_buffer_cfg.log=False \
+    +reward_model.reward_kwargs.max_resp_len=${max_response_length} \
+    trainer.logger='["console","wandb"]' \
+    trainer.project_name="${project_name}" \
+    trainer.experiment_name="${exp_name}" \
+    trainer.n_gpus_per_node="${NGPUS_PER_NODE}" \
+    trainer.nnodes="${NNODES}" \
+    trainer.val_before_train=True \
+    trainer.test_freq=10 \
+    trainer.save_freq=10 \
+    trainer.total_epochs=10 \
+    trainer.total_training_steps=300 \
+    trainer.default_local_dir="${CKPTS_DIR}" \
+    trainer.resume_mode=auto \
+    trainer.log_val_generations=10
diff --git a/verl/recipe/entropy/32b_clip_cov.sh b/verl/recipe/entropy/32b_clip_cov.sh
new file mode 100644
index 0000000000000000000000000000000000000000..db7ec5b289bf7eddd4c5cee722c62d24ec462754
--- /dev/null
+++ b/verl/recipe/entropy/32b_clip_cov.sh
@@ -0,0 +1,149 @@
+#!/usr/bin/env bash
+set -xeuo pipefail
+
+export WANDB_API_KEY=YOUR_WANDB_API_KEY
+# export VLLM_USE_V1=1
+
+project_name='Qwen2.5-32B'
+exp_name='clipcov'
+
+adv_estimator=grpo
+
+use_kl_in_reward=False
+kl_coef=0.0
+use_kl_loss=False
+kl_loss_coef=0.0
+
+clip_ratio_low=1
+clip_ratio_high=1
+clip_cov_ratio=0.0002
+clip_cov_lb=1.0
+clip_cov_ub=5.0
+
+max_prompt_length=$((1024 * 2))
+max_response_length=$((1024 * 8))
+enable_overlong_buffer=False
+overlong_buffer_len=$((1024 * 2))
+overlong_penalty_factor=1.0
+
+loss_agg_mode="token-mean"
+loss_mode="clip_cov"
+enable_filter_groups=True
+filter_groups_metric=acc
+max_num_gen_batches=10
+train_prompt_bsz=256
+gen_prompt_bsz=$((train_prompt_bsz * 3))
+train_prompt_mini_bsz=32
+n_resp_per_prompt=8
+max_token=20480
+
+# Ray
+RAY_ADDRESS=${RAY_ADDRESS:-"http://localhost:8265"}
+WORKING_DIR=${WORKING_DIR:-"${PWD}"}
+RUNTIME_ENV=${RUNTIME_ENV:-"${WORKING_DIR}/verl/trainer/runtime_env.yaml"}
+NNODES=${NNODES:-4}
+# Paths
+RAY_DATA_HOME=${RAY_DATA_HOME:-"${HOME}/verl"}
+MODEL_PATH=${MODEL_PATH:-"/YOUR_MODELPATH"}
+CKPTS_DIR=${CKPTS_DIR:-"/YOUR_CKPTS_PATH"}
+TRAIN_FILE=${TRAIN_FILE:-"/YOUR_TRAIN_FILE_PATH"}
+TEST_FILE=${TEST_FILE:-["/YOUR_TRAIN_FILE_PATH"]}
+
+# Algorithm
+temperature=1.0
+top_p=1.0
+top_k=-1 # 0 for HF rollout, -1 for vLLM rollout
+ppo_kl_coef=1
+kl_cov_ratio=0.02
+
+# Mathematically equivalent
+use_dynamic_bsz=True
+infer_micro_batch_size=null
+train_micro_batch_size=null
+offload=False
+
+HYDRA_FULL_ERROR=1 python -m recipe.entropy.main_entropy \
+    data.train_files="${TRAIN_FILE}" \
+    data.val_files="${TEST_FILE}" \
+    data.prompt_key=prompt \
+    data.truncation='left' \
+    data.filter_overlong_prompts=False \
+    data.max_prompt_length=${max_prompt_length} \
+    data.max_response_length=${max_response_length} \
+    data.gen_batch_size=${gen_prompt_bsz} \
+    data.train_batch_size=${train_prompt_bsz} \
+    data.return_raw_chat=True \
+    actor_rollout_ref.rollout.n=${n_resp_per_prompt} \
+    actor_rollout_ref.actor.use_kl_loss=${use_kl_loss} \
+    actor_rollout_ref.actor.kl_loss_coef=${kl_loss_coef} \
+    actor_rollout_ref.actor.clip_ratio_low=${clip_ratio_low} \
+    actor_rollout_ref.actor.clip_ratio_high=${clip_ratio_high} \
+    actor_rollout_ref.actor.clip_ratio_c=10.0 \
+    actor_rollout_ref.actor.policy_loss.loss_mode=${loss_mode} \
+    actor_rollout_ref.actor.policy_loss.clip_cov_ratio=${clip_cov_ratio} \
+    actor_rollout_ref.actor.policy_loss.clip_cov_lb=${clip_cov_lb} \
+    actor_rollout_ref.actor.policy_loss.clip_cov_ub=${clip_cov_ub} \
+    actor_rollout_ref.actor.ppo_micro_batch_size_per_gpu=8 \
+    actor_rollout_ref.rollout.mode=sync \
+    actor_rollout_ref.rollout.name=vllm \
+    algorithm.adv_estimator=${adv_estimator} \
+    algorithm.use_kl_in_reward=${use_kl_in_reward} \
+    algorithm.kl_ctrl.kl_coef=${kl_coef} \
+    algorithm.filter_groups.enable=${enable_filter_groups} \
+    algorithm.filter_groups.metric=${filter_groups_metric} \
+    algorithm.filter_groups.max_num_gen_batches=${max_num_gen_batches} \
+    actor_rollout_ref.model.use_remove_padding=True \
+    actor_rollout_ref.actor.use_dynamic_bsz=${use_dynamic_bsz} \
+    actor_rollout_ref.ref.log_prob_use_dynamic_bsz=${use_dynamic_bsz} \
+    actor_rollout_ref.rollout.log_prob_use_dynamic_bsz=${use_dynamic_bsz} \
+    actor_rollout_ref.actor.ppo_max_token_len_per_gpu=${max_token} \
+    actor_rollout_ref.ref.log_prob_max_token_len_per_gpu=${max_token} \
+    actor_rollout_ref.rollout.log_prob_max_token_len_per_gpu=${max_token} \
+    actor_rollout_ref.model.path="${MODEL_PATH}" \
+    actor_rollout_ref.model.enable_gradient_checkpointing=True \
+    actor_rollout_ref.actor.optim.lr=1e-6 \
+    actor_rollout_ref.actor.optim.weight_decay=0 \
+    actor_rollout_ref.actor.optim.warmup_style=constant \
+    actor_rollout_ref.actor.ppo_mini_batch_size=${train_prompt_mini_bsz} \
+    actor_rollout_ref.actor.ppo_micro_batch_size=${train_micro_batch_size} \
+    actor_rollout_ref.actor.fsdp_config.param_offload=${offload} \
+    actor_rollout_ref.actor.fsdp_config.optimizer_offload=${offload} \
+    actor_rollout_ref.actor.entropy_coeff=0 \
+    actor_rollout_ref.actor.grad_clip=1.0 \
+    actor_rollout_ref.actor.loss_agg_mode=${loss_agg_mode} \
+    actor_rollout_ref.actor.ulysses_sequence_parallel_size=1 \
+    actor_rollout_ref.actor.clip_cov_ratio=${clip_cov_ratio} \
+    actor_rollout_ref.actor.clip_cov_lb=${clip_cov_lb} \
+    actor_rollout_ref.actor.clip_cov_ub=${clip_cov_ub} \
+    actor_rollout_ref.rollout.gpu_memory_utilization=0.85 \
+    actor_rollout_ref.rollout.log_prob_micro_batch_size=${infer_micro_batch_size} \
+    actor_rollout_ref.rollout.tensor_model_parallel_size=2 \
+    actor_rollout_ref.rollout.enable_chunked_prefill=True \
+    actor_rollout_ref.rollout.max_num_batched_tokens=${max_token} \
+    actor_rollout_ref.rollout.temperature=${temperature} \
+    actor_rollout_ref.rollout.top_p=${top_p} \
+    actor_rollout_ref.rollout.top_k="${top_k}" \
+    actor_rollout_ref.rollout.val_kwargs.temperature=${temperature} \
+    actor_rollout_ref.rollout.val_kwargs.top_p=${top_p} \
+    actor_rollout_ref.rollout.val_kwargs.top_k=${top_k} \
+    actor_rollout_ref.rollout.val_kwargs.do_sample=False \
+    actor_rollout_ref.rollout.val_kwargs.n=1 \
+    actor_rollout_ref.ref.log_prob_micro_batch_size=${infer_micro_batch_size} \
+    actor_rollout_ref.ref.fsdp_config.param_offload=${offload} \
+    actor_rollout_ref.ref.ulysses_sequence_parallel_size=1 \
+    actor_rollout_ref.actor.fsdp_config.fsdp_size=-1 \
+    reward_model.reward_manager=dapo \
+    reward_model.overlong_buffer.enable=${enable_overlong_buffer} \
+    reward_model.overlong_buffer.len=${overlong_buffer_len} \
+    reward_model.overlong_buffer.penalty_factor=${overlong_penalty_factor} \
+    trainer.logger='["console","wandb"]' \
+    trainer.project_name="${project_name}" \
+    trainer.experiment_name="${exp_name}" \
+    trainer.n_gpus_per_node=8 \
+    trainer.nnodes="${NNODES}" \
+    trainer.val_before_train=False \
+    trainer.test_freq=4 \
+    trainer.save_freq=32 \
+    trainer.total_epochs=1000 \
+    trainer.default_local_dir="${CKPTS_DIR}" \
+    trainer.resume_mode=disable
diff --git a/verl/recipe/entropy/config/entropy_trainer.yaml b/verl/recipe/entropy/config/entropy_trainer.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..969c72946af0989aa592e10e3dbfc1d63bdd084e
--- /dev/null
+++ b/verl/recipe/entropy/config/entropy_trainer.yaml
@@ -0,0 +1,39 @@
+hydra:
+  searchpath:
+    - file://verl/trainer/config
+
+defaults:
+  - ppo_trainer
+  - _self_
+
+data:
+  gen_batch_size: ${data.train_batch_size}
+
+reward_model:
+  reward_kwargs:
+        overlong_buffer_cfg: ${reward_model.overlong_buffer}
+  reward_manager: dapo
+  overlong_buffer: 
+    enable: False 
+    len: 0
+    penalty_factor: 0.0
+    log: False
+
+algorithm:
+  filter_groups:
+    enable: False # We try to avoid forgetting to set enable
+    metric: null # acc / score / seq_reward / seq_final_reward / ...
+    max_num_gen_batches: 0 # Non-positive values mean no upper limit
+
+trainer:
+  project_name: verl-entropy
+
+actor_rollout_ref:
+  actor:
+    policy_loss:
+      loss_mode: "vanilla" # /clip-cov / kl-cov from https://arxiv.org/abs/2505.
+      clip_cov_ratio: 0.0002 # for clip-cov loss
+      clip_cov_lb: 1.0 # for clip-cov loss
+      clip_cov_ub: 5.0 # for clip-cov loss
+      kl_cov_ratio: 0.0002 # for kl-cov loss
+      ppo_kl_coef: 0.1 # for kl-cov loss
\ No newline at end of file
diff --git a/verl/recipe/entropy/entropy_ray_trainer.py b/verl/recipe/entropy/entropy_ray_trainer.py
new file mode 100644
index 0000000000000000000000000000000000000000..0b0b04318c98df4151082cb6576a5c152940f697
--- /dev/null
+++ b/verl/recipe/entropy/entropy_ray_trainer.py
@@ -0,0 +1,347 @@
+# Copyright 2024 Bytedance Ltd. and/or its affiliates
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+"""
+FSDP PPO Trainer with Ray-based single controller.
+This trainer supports model-agonistic model initialization with huggingface
+"""
+
+import uuid
+from collections import defaultdict
+from copy import deepcopy
+from pprint import pprint
+
+import numpy as np
+import torch
+from tqdm import tqdm
+
+from verl import DataProto
+from verl.trainer.ppo.metric_utils import (
+    compute_data_metrics,
+    compute_throughout_metrics,
+    compute_timing_metrics,
+    reduce_metrics,
+)
+from verl.trainer.ppo.ray_trainer import (
+    AdvantageEstimator,
+    RayPPOTrainer,
+    apply_kl_penalty,
+    compute_advantage,
+    compute_response_mask,
+)
+from verl.utils.profiler import simple_timer
+
+
+class RayEntropyTrainer(RayPPOTrainer):
+    """
+    Note that this trainer runs on the driver process on a single CPU/GPU node.
+    """
+
+    def fit(self):
+        """
+        The training loop of PPO.
+        The driver process only need to call the compute functions of the worker group through RPC
+        to construct the PPO dataflow.
+        The light-weight advantage computation is done on the driver process.
+        """
+        from omegaconf import OmegaConf
+
+        from verl.utils.tracking import Tracking
+
+        logger = Tracking(
+            project_name=self.config.trainer.project_name,
+            experiment_name=self.config.trainer.experiment_name,
+            default_backend=self.config.trainer.logger,
+            config=OmegaConf.to_container(self.config, resolve=True),
+        )
+
+        self.global_steps = 0
+
+        # load checkpoint before doing anything
+        self._load_checkpoint()
+
+        # perform validation before training
+        # currently, we only support validation using the reward_function.
+        if self.val_reward_fn is not None and self.config.trainer.get("val_before_train", True):
+            val_metrics = self._validate()
+            assert val_metrics, f"{val_metrics=}"
+            pprint(f"Initial validation metrics: {val_metrics}")
+            logger.log(data=val_metrics, step=self.global_steps)
+            if self.config.trainer.get("val_only", False):
+                return
+
+        # add tqdm
+        progress_bar = tqdm(total=self.total_training_steps, initial=self.global_steps, desc="Training Progress")
+
+        # we start from step 1
+        self.global_steps += 1
+        last_val_metrics = None
+
+        timing_raw = defaultdict(float)
+        batch = None
+        num_prompt_in_batch = 0
+        num_gen_batches = 0
+        for epoch in range(self.config.trainer.total_epochs):
+            for batch_dict in self.train_dataloader:
+                metrics = {}
+
+                new_batch: DataProto = DataProto.from_single_dict(batch_dict)
+                num_gen_batches += 1
+                # pop those keys for generation
+                if "multi_modal_inputs" in new_batch.non_tensor_batch.keys():
+                    gen_batch = new_batch.pop(
+                        batch_keys=["input_ids", "attention_mask", "position_ids"],
+                        non_tensor_batch_keys=["raw_prompt_ids", "multi_modal_data", "multi_modal_inputs"],
+                    )
+                else:
+                    gen_batch = new_batch.pop(
+                        batch_keys=["input_ids", "attention_mask", "position_ids"],
+                        non_tensor_batch_keys=["raw_prompt_ids"],
+                    )
+                gen_batch = gen_batch.repeat(repeat_times=self.config.actor_rollout_ref.rollout.n, interleave=True)
+
+                is_last_step = self.global_steps >= self.total_training_steps
+
+                with simple_timer("step", timing_raw):
+                    # generate a batch
+                    # with simple_timer("gen", timing_raw):
+                    #     gen_batch_output = self.actor_rollout_wg.generate_sequences(gen_batch)
+                    with simple_timer("gen", timing_raw):
+                        if not self.async_rollout_mode:
+                            gen_batch_output = self.actor_rollout_wg.generate_sequences(gen_batch)
+                        else:
+                            gen_batch_output = self.async_rollout_manager.generate_sequences(gen_batch)
+
+                    if self.config.algorithm.adv_estimator == AdvantageEstimator.REMAX:
+                        with simple_timer("gen_max", timing_raw):
+                            gen_baseline_batch = deepcopy(gen_batch)
+                            gen_baseline_batch.meta_info["do_sample"] = False
+                            gen_baseline_output = self.actor_rollout_wg.generate_sequences(gen_baseline_batch)
+
+                            new_batch = new_batch.union(gen_baseline_output)
+                            reward_baseline_tensor = self.reward_fn(new_batch)
+                            reward_baseline_tensor = reward_baseline_tensor.sum(dim=-1)
+
+                            new_batch.pop(batch_keys=list(gen_baseline_output.batch.keys()))
+
+                            new_batch.batch["reward_baselines"] = reward_baseline_tensor
+
+                            del gen_baseline_batch, gen_baseline_output
+
+                    new_batch.non_tensor_batch["uid"] = np.array(
+                        [str(uuid.uuid4()) for _ in range(len(new_batch.batch))], dtype=object
+                    )
+                    # repeat to align with repeated responses in rollout
+                    new_batch = new_batch.repeat(repeat_times=self.config.actor_rollout_ref.rollout.n, interleave=True)
+                    new_batch = new_batch.union(gen_batch_output)
+
+                    with simple_timer("reward", timing_raw):
+                        # compute scores. Support both model and function-based.
+                        # We first compute the scores using reward model. Then, we call reward_fn to combine
+                        # the results from reward model and rule-based results.
+                        if self.use_rm:
+                            # we first compute reward model score
+                            reward_tensor = self.rm_wg.compute_rm_score(new_batch)
+                            new_batch = new_batch.union(reward_tensor)
+
+                        # we combine with rule-based rm
+                        reward_extra_infos_dict: dict[str, list]
+                        try:
+                            reward_result = self.reward_fn(new_batch, return_dict=True)
+                            reward_tensor = reward_result["reward_tensor"]
+                            reward_extra_infos_dict = reward_result["reward_extra_info"]
+                        except Exception as e:
+                            print(f"Error in reward_fn: {e}")
+                            reward_tensor = self.reward_fn(new_batch)
+                            reward_extra_infos_dict = {}
+
+                        new_batch.batch["token_level_scores"] = reward_tensor
+
+                        print(f"{list(reward_extra_infos_dict.keys())=}")
+                        if reward_extra_infos_dict:
+                            new_batch.non_tensor_batch.update(
+                                {k: np.array(v) for k, v in reward_extra_infos_dict.items()}
+                            )
+
+                        # compute rewards. apply_kl_penalty if available
+                        if self.config.algorithm.use_kl_in_reward:
+                            new_batch, kl_metrics = apply_kl_penalty(
+                                new_batch, kl_ctrl=self.kl_ctrl_in_reward, kl_penalty=self.config.algorithm.kl_penalty
+                            )
+                            metrics.update(
+                                kl_metrics
+                            )  # TODO: This will be cleared if we use multiple genenration batches
+                        else:
+                            new_batch.batch["token_level_rewards"] = new_batch.batch["token_level_scores"]
+
+                    if not self.config.algorithm.filter_groups.enable:
+                        batch = new_batch
+                    else:  # NOTE: When prompts after filtering is less than train batch size,
+                        # we skip to the next generation batch
+                        metric_name = self.config.algorithm.filter_groups.metric
+                        if metric_name == "seq_final_reward":
+                            # Turn to numpy for easier filtering
+                            new_batch.non_tensor_batch["seq_final_reward"] = (
+                                new_batch.batch["token_level_rewards"].sum(dim=-1).numpy()
+                            )
+                        elif metric_name == "seq_reward":
+                            new_batch.non_tensor_batch["seq_reward"] = (
+                                new_batch.batch["token_level_scores"].sum(dim=-1).numpy()
+                            )
+
+                        # Collect the sequence reward for each trajectory
+                        prompt_uid2metric_vals = defaultdict(list)
+                        for uid, metric_val in zip(
+                            new_batch.non_tensor_batch["uid"], new_batch.non_tensor_batch[metric_name], strict=True
+                        ):
+                            prompt_uid2metric_vals[uid].append(metric_val)
+
+                        prompt_uid2metric_std = {}
+                        for prompt_uid, metric_vals in prompt_uid2metric_vals.items():
+                            prompt_uid2metric_std[prompt_uid] = np.std(metric_vals)
+
+                        kept_prompt_uids = [
+                            uid
+                            for uid, std in prompt_uid2metric_std.items()
+                            if std > 0 or len(prompt_uid2metric_vals[uid]) == 1
+                        ]
+                        num_prompt_in_batch += len(kept_prompt_uids)
+
+                        kept_traj_idxs = []
+                        for idx, traj_from_prompt_uid in enumerate(new_batch.non_tensor_batch["uid"]):
+                            if traj_from_prompt_uid in kept_prompt_uids:
+                                kept_traj_idxs.append(idx)
+
+                        new_batch = new_batch[kept_traj_idxs]
+                        batch = new_batch if batch is None else DataProto.concat([batch, new_batch])
+
+                        prompt_bsz = self.config.data.train_batch_size
+                        if num_prompt_in_batch < prompt_bsz:
+                            print(f"{num_prompt_in_batch=} < {prompt_bsz=}")
+                            max_num_gen_batches = self.config.algorithm.filter_groups.max_num_gen_batches
+                            if max_num_gen_batches <= 0 or num_gen_batches < max_num_gen_batches:
+                                print(f"{num_gen_batches=}. Keep generating...")
+                                continue
+                            else:
+                                raise ValueError(
+                                    f"{num_gen_batches=} >= {max_num_gen_batches=}."
+                                    + " Generated too many. Please check if your data are too difficult."
+                                    + " You could also try set max_num_gen_batches=0 to enable endless trials."
+                                )
+                        else:
+                            # Align the batch
+                            traj_bsz = self.config.data.train_batch_size * self.config.actor_rollout_ref.rollout.n
+                            print(
+                                f"Collected {num_prompt_in_batch} / {self.config.data.train_batch_size} prompt. "
+                                f"Collecting finished."
+                            )
+                            batch = batch[:traj_bsz]
+
+                    # === Updating ===
+
+                    batch.batch["response_mask"] = compute_response_mask(batch)
+
+                    # balance the number of valid tokens on each dp rank.
+                    # Note that this breaks the order of data inside the batch.
+                    # Please take care when you implement group based adv computation such as GRPO and rloo
+                    if self.config.trainer.balance_batch:
+                        self._balance_batch(batch, metrics=metrics)
+
+                    # compute global_valid tokens
+                    batch.meta_info["global_token_num"] = torch.sum(batch.batch["attention_mask"], dim=-1).tolist()
+
+                    # recompute old_log_probs
+                    with simple_timer("old_log_prob", timing_raw):
+                        old_log_prob = self.actor_rollout_wg.compute_log_prob(batch)
+                        batch = batch.union(old_log_prob)
+
+                    if self.use_reference_policy:
+                        # compute reference log_prob
+                        with simple_timer("ref", timing_raw):
+                            ref_log_prob = self.ref_policy_wg.compute_ref_log_prob(batch)
+                            batch = batch.union(ref_log_prob)
+
+                    # compute values
+                    if self.use_critic:
+                        with simple_timer("values", timing_raw):
+                            values = self.critic_wg.compute_values(batch)
+                            batch = batch.union(values)
+
+                    with simple_timer("adv", timing_raw):
+                        # compute advantages, executed on the driver process
+                        norm_adv_by_std_in_grpo = self.config.algorithm.get("norm_adv_by_std_in_grpo", True)
+                        batch = compute_advantage(
+                            batch,
+                            adv_estimator=self.config.algorithm.adv_estimator,
+                            gamma=self.config.algorithm.gamma,
+                            lam=self.config.algorithm.lam,
+                            num_repeat=self.config.actor_rollout_ref.rollout.n,
+                            norm_adv_by_std_in_grpo=norm_adv_by_std_in_grpo,
+                        )
+
+                    # update critic
+                    if self.use_critic:
+                        with simple_timer("update_critic", timing_raw):
+                            critic_output = self.critic_wg.update_critic(batch)
+                        critic_output_metrics = reduce_metrics(critic_output.meta_info["metrics"])
+                        metrics.update(critic_output_metrics)
+
+                    # implement critic warmup
+                    if self.config.trainer.critic_warmup <= self.global_steps:
+                        # update actor
+                        with simple_timer("update_actor", timing_raw):
+                            actor_output = self.actor_rollout_wg.update_actor(batch)
+                        actor_output_metrics = reduce_metrics(actor_output.meta_info["metrics"])
+                        metrics.update(actor_output_metrics)
+
+                    # validate
+                    if (
+                        self.val_reward_fn is not None
+                        and self.config.trainer.test_freq > 0
+                        and (is_last_step or self.global_steps % self.config.trainer.test_freq == 0)
+                    ):
+                        with simple_timer("testing", timing_raw):
+                            val_metrics: dict = self._validate()
+                            if is_last_step:
+                                last_val_metrics = val_metrics
+                        metrics.update(val_metrics)
+
+                    if self.config.trainer.save_freq > 0 and (
+                        is_last_step or self.global_steps % self.config.trainer.save_freq == 0
+                    ):
+                        with simple_timer("save_checkpoint", timing_raw):
+                            self._save_checkpoint()
+
+                # collect metrics
+                metrics.update(compute_data_metrics(batch=batch, use_critic=self.use_critic))
+                metrics.update(compute_timing_metrics(batch=batch, timing_raw=timing_raw))
+                # TODO: implement actual tflpo and theoretical tflpo
+                n_gpus = self.resource_pool_manager.get_n_gpus()
+                metrics.update(compute_throughout_metrics(batch=batch, timing_raw=timing_raw, n_gpus=n_gpus))
+                timing_raw = defaultdict(float)  # clear timing
+
+                metrics["train/num_gen_batches"] = num_gen_batches
+                batch = None
+                num_prompt_in_batch = 0
+                num_gen_batches = 0
+
+                # TODO: make a canonical logger that supports various backend
+                logger.log(data=metrics, step=self.global_steps)
+
+                if is_last_step:
+                    pprint(f"Final validation metrics: {last_val_metrics}")
+                    progress_bar.close()
+                    return
+
+                progress_bar.update(1)
+                self.global_steps += 1
diff --git a/verl/recipe/entropy/reward_score/entropy_math/__init__.py b/verl/recipe/entropy/reward_score/entropy_math/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..1b2ba647d4056e1c203a2abf4f7dd17db0713911
--- /dev/null
+++ b/verl/recipe/entropy/reward_score/entropy_math/__init__.py
@@ -0,0 +1,1062 @@
+# Copyright 2024 PRIME team and/or its affiliates
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except Exception in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+"""Provides a math answer grading function with high recall.
+Based on HF math_verify, verl, open reasoner zero, etc.
+"""
+
+import os
+import re
+import signal
+from itertools import islice, zip_longest
+from math import isclose
+from typing import Optional
+
+import sympy
+from latex2sympy2_extended import latex2sympy
+from math_verify import ExprExtractionConfig, LatexExtractionConfig, parse, verify
+from pylatexenc import latex2text
+from sympy import N, simplify
+from sympy.parsing import sympy_parser
+from sympy.parsing.latex import parse_latex
+from sympy.parsing.sympy_parser import parse_expr
+
+"""
+This code is adapted from: Dr. GRPO (https://github.com/sail-sg/understand-r1-zero/blob/main/understand_r1_zero/math_grader.py).
+"""
+
+
+def timeout_ours(timeout_seconds: int = 8):
+    if os.name == "posix":
+        import signal
+
+        def decorator(func):
+            def handler(signum, frame):
+                raise TimeoutError("Operation timed out!")
+
+            def wrapper(*args, **kwargs):
+                old_handler = signal.getsignal(signal.SIGALRM)
+                signal.signal(signal.SIGALRM, handler)
+                signal.alarm(timeout_seconds)
+
+                try:
+                    return func(*args, **kwargs)
+                finally:
+                    signal.alarm(0)
+                    signal.signal(signal.SIGALRM, old_handler)
+
+            return wrapper
+
+        return decorator
+    else:
+        raise NotImplementedError(f"Unsupported OS: {os.name}")
+
+
+# Dan Hendrycks' code
+def mathd_normalize_answer(answer: Optional[str]) -> Optional[str]:
+    if answer is None:
+        return None
+    answer = answer.strip()
+    try:
+        # Remove enclosing `\text{}`.
+        m = re.search("^\\\\text\{(?P<text>.+?)\}$", answer)
+        if m is not None:
+            answer = m.group("text").strip()
+        return _strip_string(answer)
+    except Exception:
+        return answer
+
+
+# units mainly from MathQA
+unit_texts = [
+    "east",
+    "degree",
+    "mph",
+    "kmph",
+    "ft",
+    "m sqaure",
+    " m east",
+    "sq m",
+    "deg",
+    "mile",
+    "q .",
+    "monkey",
+    "prime",
+    "ratio",
+    "profit of rs",
+    "rd",
+    "o",
+    "gm",
+    "p . m",
+    "lb",
+    "tile",
+    "per",
+    "dm",
+    "lt",
+    "gain",
+    "ab",
+    "way",
+    "west",
+    "a .",
+    "b .",
+    "c .",
+    "d .",
+    "e .",
+    "f .",
+    "g .",
+    "h .",
+    "t",
+    "a",
+    "h",
+    "no change",
+    "men",
+    "soldier",
+    "pie",
+    "bc",
+    "excess",
+    "st",
+    "inches",
+    "noon",
+    "percent",
+    "by",
+    "gal",
+    "kmh",
+    "c",
+    "acre",
+    "rise",
+    "a . m",
+    "th",
+    "π r 2",
+    "sq",
+    "mark",
+    "l",
+    "toy",
+    "coin",
+    "sq . m",
+    "gallon",
+    "° f",
+    "profit",
+    "minw",
+    "yr",
+    "women",
+    "feet",
+    "am",
+    "pm",
+    "hr",
+    "cu cm",
+    "square",
+    "v â € ™",
+    "are",
+    "rupee",
+    "rounds",
+    "cubic",
+    "cc",
+    "mtr",
+    "s",
+    "ohm",
+    "number",
+    "kmph",
+    "day",
+    "hour",
+    "minute",
+    "min",
+    "second",
+    "man",
+    "woman",
+    "sec",
+    "cube",
+    "mt",
+    "sq inch",
+    "mp",
+    "∏ cm ³",
+    "hectare",
+    "more",
+    "sec",
+    "unit",
+    "cu . m",
+    "cm 2",
+    "rs .",
+    "rs",
+    "kg",
+    "g",
+    "month",
+    "km",
+    "m",
+    "cm",
+    "mm",
+    "apple",
+    "liter",
+    "loss",
+    "yard",
+    "pure",
+    "year",
+    "increase",
+    "decrease",
+    "d",
+    "less",
+    "Surface",
+    "litre",
+    "pi sq m",
+    "s .",
+    "metre",
+    "meter",
+    "inch",
+]
+
+unit_texts.extend([t + "s" for t in unit_texts])
+
+
+def _strip_string(string):
+    def _fix_fracs(string):
+        substrs = string.split("\\frac")
+        new_str = substrs[0]
+        if len(substrs) > 1:
+            substrs = substrs[1:]
+            for substr in substrs:
+                new_str += "\\frac"
+                if substr[0] == "{":
+                    new_str += substr
+                else:
+                    try:
+                        assert len(substr) >= 2
+                    except Exception:
+                        return string
+                    a = substr[0]
+                    b = substr[1]
+                    if b != "{":
+                        if len(substr) > 2:
+                            post_substr = substr[2:]
+                            new_str += "{" + a + "}{" + b + "}" + post_substr
+                        else:
+                            new_str += "{" + a + "}{" + b + "}"
+                    else:
+                        if len(substr) > 2:
+                            post_substr = substr[2:]
+                            new_str += "{" + a + "}" + b + post_substr
+                        else:
+                            new_str += "{" + a + "}" + b
+        string = new_str
+        return string
+
+    def _fix_a_slash_b(string):
+        if len(string.split("/")) != 2:
+            return string
+        a = string.split("/")[0]
+        b = string.split("/")[1]
+        try:
+            a = int(a)
+            b = int(b)
+            assert string == "{}/{}".format(a, b)
+            new_string = "\\frac{" + str(a) + "}{" + str(b) + "}"
+            return new_string
+        except Exception:
+            return string
+
+    def _remove_right_units(string):
+        # "\\text{ " only ever occurs (at least in the val set) when describing units
+        if "\\text{ " in string:
+            splits = string.split("\\text{ ")
+            assert len(splits) == 2
+            return splits[0]
+        else:
+            return string
+
+    def _fix_sqrt(string):
+        if "\\sqrt" not in string:
+            return string
+        splits = string.split("\\sqrt")
+        new_string = splits[0]
+        for split in splits[1:]:
+            if split[0] != "{":
+                a = split[0]
+                new_substr = "\\sqrt{" + a + "}" + split[1:]
+            else:
+                new_substr = "\\sqrt" + split
+            new_string += new_substr
+        return new_string
+
+    # linebreaks
+    string = string.replace("\n", "")
+    # print(string)
+
+    # remove inverse spaces
+    string = string.replace("\\!", "")
+    # print(string)
+
+    # replace \\ with \
+    string = string.replace("\\\\", "\\")
+    # print(string)
+
+    # matrix
+    string = re.sub(r"\\begin\{array\}\{.*?\}", r"\\begin{pmatrix}", string)
+    string = re.sub(r"\\end\{array\}", r"\\end{pmatrix}", string)
+    string = string.replace("bmatrix", "pmatrix")
+
+    # replace tfrac and dfrac with frac
+    string = string.replace("tfrac", "frac")
+    string = string.replace("dfrac", "frac")
+    string = string.replace("\\neq", "\\ne").replace("\\leq", "\\le").replace("\\geq", "\\ge")
+    # print(string)
+
+    # remove \left and \right
+    string = string.replace("\\left", "")
+    string = string.replace("\\right", "")
+    # print(string)
+
+    # Remove unit: miles, dollars if after is not none
+    _string = re.sub(r"\\text{.*?}$", "", string).strip()
+    if _string != "" and _string != string:
+        # print("Warning: unit not removed: '{}' -> '{}'".format(string, _string))
+        string = _string
+
+    # Remove unit: texts
+    for _ in range(2):
+        for unit_text in unit_texts:
+            # use regex, the prefix should be either the start of the string or a non-alphanumeric character
+            # the suffix should be either the end of the string or a non-alphanumeric character
+            _string = re.sub(r"(^|\W)" + unit_text + r"($|\W)", r"\1\2", string)
+            if _string != "":
+                string = _string
+
+    # Remove circ (degrees)
+    string = string.replace("^{\\circ}", "")
+    string = string.replace("^\\circ", "")
+
+    # remove dollar signs
+    string = string.replace("\\$", "")
+
+    # remove units (on the right)
+    string = _remove_right_units(string)
+
+    # remove percentage
+    string = string.replace("\\%", "")
+    string = string.replace("\%", "")
+
+    # " 0." equivalent to " ." and "{0." equivalent to "{." Alternatively, add "0" if "." is the start of the string
+    string = string.replace(" .", " 0.")
+    string = string.replace("{.", "{0.")
+    # if empty, return empty string
+    if len(string) == 0:
+        return string
+    if string[0] == ".":
+        string = "0" + string
+
+    # to consider: get rid of e.g. "k = " or "q = " at beginning
+    if len(string.split("=")) == 2:
+        if len(string.split("=")[0]) <= 2:
+            string = string.split("=")[1]
+
+    # fix sqrt3 --> sqrt{3}
+    string = _fix_sqrt(string)
+
+    # remove spaces
+    string = string.replace(" ", "")
+
+    # \frac1b or \frac12 --> \frac{1}{b} and \frac{1}{2}, etc. Even works with \frac1{72} (but not \frac{72}1).
+    # Also does a/b --> \\frac{a}{b}
+    string = _fix_fracs(string)
+
+    # manually change 0.5 --> \frac{1}{2}
+    if string == "0.5":
+        string = "\\frac{1}{2}"
+
+    # NOTE: X/Y changed to \frac{X}{Y} in dataset, but in simple cases fix in case the model output is X/Y
+    string = _fix_a_slash_b(string)
+
+    return string
+
+
+SUBSTITUTIONS = [
+    ("an ", ""),
+    ("a ", ""),
+    (".$", "$"),
+    ("\\$", ""),
+    (r"\ ", ""),
+    (" ", ""),
+    ("mbox", "text"),
+    (",\\text{and}", ","),
+    ("\\text{and}", ","),
+    ("\\text{m}", "\\text{}"),
+]
+
+
+REMOVED_EXPRESSIONS = [
+    "square",
+    "ways",
+    "integers",
+    "dollars",
+    "mph",
+    "inches",
+    "ft",
+    "hours",
+    "km",
+    "units",
+    "\\ldots",
+    "sue",
+    "points",
+    "feet",
+    "minutes",
+    "digits",
+    "cents",
+    "degrees",
+    "cm",
+    "gm",
+    "pounds",
+    "meters",
+    "meals",
+    "edges",
+    "students",
+    "childrentickets",
+    "multiples",
+    "\\text{s}",
+    "\\text{.}",
+    "\\text{\ns}",
+    "\\text{}^2",
+    "\\text{}^3",
+    "\\text{\n}",
+    "\\text{}",
+    r"\mathrm{th}",
+    r"^\circ",
+    r"^{\circ}",
+    r"\;",
+    r",\!",
+    "{,}",
+    '"',
+    "\\dots",
+]
+
+
+def normalize_final_answer(final_answer: str) -> str:
+    """
+    Normalize a final answer to a quantitative reasoning question.
+    This code comes from https://arxiv.org/pdf/2206.14858.pdf, page18.
+    """
+    # final_answer = final_answer.split("=")[-1]
+
+    for before, after in SUBSTITUTIONS:
+        final_answer = final_answer.replace(before, after)
+    for expr in REMOVED_EXPRESSIONS:
+        final_answer = final_answer.replace(expr, "")
+
+    # Extract answer that is in LaTeX math, is bold,
+    # is surrounded by a box, etc.
+    final_answer = re.sub(r"(.*?)(\$)(.*?)(\$)(.*)", "$\\3$", final_answer)
+    final_answer = re.sub(r"(\\text\{)(.*?)(\})", "\\2", final_answer)
+    final_answer = re.sub(r"(\\textbf\{)(.*?)(\})", "\\2", final_answer)
+    final_answer = re.sub(r"(\\overline\{)(.*?)(\})", "\\2", final_answer)
+    final_answer = re.sub(r"(\\boxed\{)(.*)(\})", "\\2", final_answer)
+
+    # Normalize shorthand TeX:
+    # \fracab -> \frac{a}{b}
+    # \frac{abc}{bef} -> \frac{abc}{bef}
+    # \fracabc -> \frac{a}{b}c
+    # \sqrta -> \sqrt{a}
+    # \sqrtab -> sqrt{a}b
+    final_answer = re.sub(r"(frac)([^{])(.)", "frac{\\2}{\\3}", final_answer)
+    final_answer = re.sub(r"(sqrt)([^{])", "sqrt{\\2}", final_answer)
+    final_answer = final_answer.replace("$", "")
+
+    # Normalize 100,000 -> 100000
+    if final_answer.replace(",", "").isdigit():
+        final_answer = final_answer.replace(",", "")
+
+    return final_answer
+
+
+def repeatness(s: str):
+    def ranks(seq):
+        index = {v: i for i, v in enumerate(sorted(set(seq)))}
+        return [index[v] for v in seq]
+
+    def suffixArray(s):
+        line = ranks(s)
+        n, k, ans, sa = len(s), 1, line, [0] * len(s)
+        while k < n - 1:
+            line = ranks(list(zip_longest(line, islice(line, k, None), fillvalue=-1)))
+            ans, k = line, k << 1
+        for i, k in enumerate(ans):
+            sa[k] = i
+        return ans, sa
+
+    def lcp(arr, suffixArr, inv_suff):
+        n, ans, k = len(arr), [0] * len(arr), 0
+
+        for i in range(n):
+            if inv_suff[i] == n - 1:
+                k = 0
+                continue
+
+            j = suffixArr[inv_suff[i] + 1]
+            while i + k < n and j + k < n and arr[i + k] == arr[j + k]:
+                k += 1
+
+            ans[inv_suff[i]] = k
+            if k > 0:
+                k -= 1
+
+        return ans
+
+    arr = [ord(i) for i in s]
+    n = len(arr)
+    if n <= 1:
+        return 0
+    c, sa = suffixArray(arr)
+    cnt = sum(lcp(arr, sa, c))
+
+    return (cnt * 2 / (n * (n + 1))) > 0.2
+
+
+class timeout:
+    def __init__(self, seconds=1, error_message="Timeout"):
+        self.seconds = seconds
+        self.error_message = error_message
+
+    def handle_timeout(self, signum, frame):
+        raise TimeoutError(self.error_message)
+
+    def __enter__(self):
+        signal.signal(signal.SIGALRM, self.handle_timeout)
+        signal.alarm(self.seconds)
+
+    def __exit__(self, type, value, traceback):
+        signal.alarm(0)
+
+
+def latex_eval(latex):
+    sym = parse_latex(latex)
+    val = sym.evalf()
+    return sym, val
+
+
+def numeric_equal(prediction: float, reference: float):
+    # Note that relative tolerance has significant impact
+    # on the result of the synthesized GSM-Hard dataset
+    # if reference.is_integer():
+    #     return isclose(reference, round(prediction), abs_tol=1e-4)
+    # else:
+    # prediction = round(prediction, len(str(reference).split(".")[-1]))
+    return isclose(reference, prediction, rel_tol=1e-4)
+
+
+@timeout_ours(timeout_seconds=5)
+def symbolic_equal(a, b):
+    def _parse(s):
+        for f in [parse_latex, parse_expr, latex2sympy]:
+            try:
+                return f(s.replace("\\\\", "\\"))
+            except Exception:
+                try:
+                    return f(s)
+                except Exception:
+                    pass
+        return s
+
+    a = _parse(a)
+    b = _parse(b)
+
+    # direct equal
+    try:
+        if str(a) == str(b) or a == b:
+            return True
+    except Exception:
+        pass
+
+    # simplify equal
+    try:
+        if a.equals(b) or simplify(a - b) == 0:
+            return True
+    except Exception:
+        pass
+
+    # equation equal
+    try:
+        if (abs(a.lhs - a.rhs)).equals(abs(b.lhs - b.rhs)):
+            return True
+    except Exception:
+        pass
+
+    try:
+        if numeric_equal(float(N(a)), float(N(b))):
+            return True
+    except Exception:
+        pass
+
+    # matrix
+    try:
+        # if a and b are matrix
+        if a.shape == b.shape:
+            _a = a.applyfunc(lambda x: round(x, 3))
+            _b = b.applyfunc(lambda x: round(x, 3))
+            if _a.equals(_b):
+                return True
+    except Exception:
+        pass
+
+    return False
+
+
+def _is_latex_equal(str1, str2):
+    try:
+        sym1, val1 = latex_eval(str1)
+        sym2, val2 = latex_eval(str2)
+        if sym1 == sym2 or val1 == val2:
+            return True
+        else:
+            raise ValueError
+    except Exception:  # noqa
+        try:
+            norm1, norm2 = normalize_final_answer(str1), normalize_final_answer(str2)
+            sym1, val1 = latex_eval(norm1)
+            sym2, val2 = latex_eval(norm2)
+            if sym1 == sym2 or val1 == val2:
+                return True
+        except Exception:  # noqa
+            return norm1 == norm2
+    return False
+
+
+def is_latex_equal(given_answer: str, ground_truth: str) -> bool:
+    try:
+        with timeout(1):
+            try:
+                if (len(given_answer) > 128 and repeatness(given_answer)) or (
+                    len(ground_truth) > 128 and repeatness(ground_truth)
+                ):
+                    return False
+                # First conduct normalized string matching.
+                ground_truth_normalized = _normalize(ground_truth)
+                given_normalized = _normalize(given_answer)
+                if ground_truth_normalized is None:
+                    return False
+                if ground_truth_normalized == given_normalized:
+                    return True
+
+                # Next call math verify.
+                given_answer.replace("\n", "")
+                ground_truth.replace("\n", "")
+                if "$" not in given_answer:
+                    given_answer = f"${given_answer}$"
+                if "$" not in ground_truth:
+                    ground_truth = f"${ground_truth}$"
+                return verify(
+                    parse(
+                        ground_truth,
+                        extraction_config=(
+                            LatexExtractionConfig(boxed_match_priority=0),
+                            ExprExtractionConfig(),
+                        ),
+                        fallback_mode="no_fallback",
+                        extraction_mode=["first_match"],
+                        parsing_timeout=1,
+                    ),
+                    parse(
+                        given_answer,
+                        extraction_config=(
+                            LatexExtractionConfig(boxed_match_priority=0),
+                            ExprExtractionConfig(),
+                        ),
+                        fallback_mode="no_fallback",
+                        extraction_mode=["first_match"],
+                        parsing_timeout=1,
+                    ),
+                    timeout_seconds=1,
+                )
+                # or symbolic_equal(ground_truth, given_answer)
+            except Exception:
+                return False
+    except TimeoutError:
+        return False
+
+
+def is_value_equal(given_answer: str, ground_truth: str) -> bool:
+    assert ground_truth is not None
+    ground_truth_normalized_mathd = mathd_normalize_answer(ground_truth)
+    given_answer_normalized_mathd = mathd_normalize_answer(given_answer)
+
+    str_equal = ground_truth_normalized_mathd == given_answer_normalized_mathd
+    try:
+        number_equal = float(ground_truth_normalized_mathd) == float(given_answer_normalized_mathd)
+        return str_equal or number_equal
+    except Exception:
+        return str_equal
+
+
+# sympy might hang -- we don't care about trying to be lenient in these cases
+BAD_SUBSTRINGS = ["^{", "^("]
+BAD_REGEXES = ["\^[0-9]+\^", "\^[0-9][0-9]+"]
+TUPLE_CHARS = "()[]"
+
+
+def _sympy_parse(expr: str):
+    """Parses an expression with sympy."""
+    py_expr = expr.replace("^", "**")
+    return sympy_parser.parse_expr(
+        py_expr,
+        transformations=(sympy_parser.standard_transformations + (sympy_parser.implicit_multiplication_application,)),
+    )
+
+
+def _parse_latex(expr: str) -> str:
+    """Attempts to parse latex to an expression sympy can read."""
+    expr = expr.replace("\\tfrac", "\\frac")
+    expr = expr.replace("\\dfrac", "\\frac")
+    expr = expr.replace("\\frac", " \\frac")  # Play nice with mixed numbers.
+    expr = latex2text.LatexNodes2Text().latex_to_text(expr)
+
+    # Replace the specific characters that this parser uses.
+    expr = expr.replace("√", "sqrt")
+    expr = expr.replace("π", "pi")
+    expr = expr.replace("∞", "inf")
+    expr = expr.replace("∪", "U")
+    expr = expr.replace("·", "*")
+    expr = expr.replace("×", "*")
+
+    return expr.strip()
+
+
+def _is_float(num: str) -> bool:
+    try:
+        float(num)
+        return True
+    except ValueError:
+        return False
+
+
+def _is_int(x: float) -> bool:
+    try:
+        return abs(x - int(round(x))) <= 1e-7
+    except Exception:
+        return False
+
+
+def _is_frac(expr: str) -> bool:
+    return bool(re.search(r"^-?[0-9]+.?/0*[1-9][0-9]*.?$", expr))
+
+
+def _str_is_int(x: str) -> bool:
+    try:
+        x = _strip_properly_formatted_commas(x)
+        x = float(x)
+        return abs(x - int(round(x))) <= 1e-7
+    except Exception:
+        return False
+
+
+def _str_to_int(x: str) -> bool:
+    x = x.replace(",", "")
+    x = float(x)
+    return int(x)
+
+
+def _inject_implicit_mixed_number(step: str):
+    """
+    Automatically make a mixed number evalable
+    e.g. 7 3/4 => 7+3/4
+    """
+    p1 = re.compile("([0-9]) +([0-9])")
+    step = p1.sub("\\1+\\2", step)  ## implicit mults
+    return step
+
+
+def _strip_properly_formatted_commas(expr: str):
+    # We want to be careful because we don't want to strip tuple commas
+    p1 = re.compile("(\d)(,)(\d\d\d)($|\D)")
+    while True:
+        next_expr = p1.sub("\\1\\3\\4", expr)
+        if next_expr == expr:
+            break
+        expr = next_expr
+    return next_expr
+
+
+def _normalize(expr: str) -> str:
+    """Normalize answer expressions."""
+    if expr is None:
+        return None
+
+    # Remove enclosing `\text{}`.
+    m = re.search("^\\\\text\{(?P<text>.+?)\}$", expr)
+    if m is not None:
+        expr = m.group("text")
+
+    expr = expr.replace("\\%", "%")
+    expr = expr.replace("\\$", "$")
+    expr = expr.replace("$", "")
+    expr = expr.replace("%", "")
+    expr = expr.replace(" or ", " , ")
+    expr = expr.replace(" and ", " , ")
+
+    expr = expr.replace("million", "*10^6")
+    expr = expr.replace("billion", "*10^9")
+    expr = expr.replace("trillion", "*10^12")
+
+    for unit in [
+        "degree",
+        "cm",
+        "centimeter",
+        "meter",
+        "mile",
+        "second",
+        "minute",
+        "hour",
+        "day",
+        "week",
+        "month",
+        "year",
+        "foot",
+        "feet",
+        "inch",
+        "yard",
+    ]:
+        expr = re.sub(f"{unit}(es)?(s)? *(\^[0-9]+)?", "", expr)
+    expr = re.sub("\^ *\\\\circ", "", expr)
+
+    if len(expr) > 0 and expr[0] == "{" and expr[-1] == "}":
+        expr = expr[1:-1]
+
+    expr = re.sub(",\\\\! *", "", expr)
+    if _is_float(expr) and _is_int(float(expr)):
+        expr = str(int(round(float(expr))))
+    if "\\" in expr:
+        try:
+            expr = _parse_latex(expr)
+        except Exception:
+            pass
+
+    # edge case with mixed numbers and negative signs
+    expr = re.sub("- *", "-", expr)
+
+    expr = _inject_implicit_mixed_number(expr)
+    expr = expr.replace(" ", "")
+
+    # if we somehow still have latex braces here, just drop them
+    expr = expr.replace("{", "")
+    expr = expr.replace("}", "")
+
+    # don't be case sensitive for text answers
+    expr = expr.lower()
+
+    if _str_is_int(expr):
+        expr = str(_str_to_int(expr))
+
+    return expr
+
+
+def count_unknown_letters_in_expr(expr: str):
+    expr = expr.replace("sqrt", "")
+    expr = expr.replace("frac", "")
+    letters_in_expr = set([x for x in expr if x.isalpha()])
+    return len(letters_in_expr)
+
+
+def should_allow_eval(expr: str):
+    # we don't want to try parsing unknown text or functions of more than two variables
+    if count_unknown_letters_in_expr(expr) > 2:
+        return False
+
+    for bad_string in BAD_SUBSTRINGS:
+        if bad_string in expr:
+            return False
+
+    for bad_regex in BAD_REGEXES:
+        if re.search(bad_regex, expr) is not None:
+            return False
+
+    return True
+
+
+@timeout_ours(timeout_seconds=5)
+def are_equal_under_sympy(ground_truth_normalized: str, given_normalized: str):
+    are_equal = False
+    try:
+        expr = f"({ground_truth_normalized})-({given_normalized})"
+        if should_allow_eval(expr):
+            sympy_diff = _sympy_parse(expr)
+            simplified = sympy.simplify(sympy_diff)
+            if simplified == 0:
+                are_equal = True
+    except Exception:
+        pass
+    return are_equal
+
+
+def split_tuple(expr: str):
+    """
+    Split the elements in a tuple/interval, while handling well-formatted commas in large numbers
+    """
+    expr = _strip_properly_formatted_commas(expr)
+    if len(expr) == 0:
+        return []
+    if (
+        len(expr) > 2
+        and expr[0] in TUPLE_CHARS
+        and expr[-1] in TUPLE_CHARS
+        and all([ch not in expr[1:-1] for ch in TUPLE_CHARS])
+    ):
+        elems = [elem.strip() for elem in expr[1:-1].split(",")]
+    else:
+        elems = [expr]
+    return elems
+
+
+def last_boxed_only_string(string):
+    idx = string.rfind("\\boxed")
+    if idx < 0:
+        idx = string.rfind("\\fbox")
+        if idx < 0:
+            return None
+
+    i = idx
+    right_brace_idx = None
+    num_left_braces_open = 0
+    while i < len(string):
+        if string[i] == "{":
+            num_left_braces_open += 1
+        if string[i] == "}":
+            num_left_braces_open -= 1
+            if num_left_braces_open == 0:
+                right_brace_idx = i
+                break
+        i += 1
+    if right_brace_idx is None:
+        retval = None
+    else:
+        retval = string[idx : right_brace_idx + 1]
+
+    return retval
+
+
+def remove_boxed(s):
+    left = "\\boxed{"
+    try:
+        assert s[: len(left)] == left
+        assert s[-1] == "}"
+        return s[len(left) : -1]
+    except Exception:
+        return None
+
+
+def extract_boxed_answer(solution: str) -> str:
+    """Extract the answer from inside a LaTeX \\boxed{} command"""
+    solution = last_boxed_only_string(solution)
+    solution = remove_boxed(solution)
+    return solution
+
+
+def grade_answer_sympy(given_answer: str, ground_truth: str) -> bool:
+    ground_truth_normalized = _normalize(ground_truth)
+    given_normalized = _normalize(given_answer)
+
+    if ground_truth_normalized is None:
+        return False
+
+    if ground_truth_normalized == given_normalized:
+        return True
+
+    if len(given_normalized) == 0:
+        return False
+
+    ground_truth_elems = split_tuple(ground_truth_normalized)
+    given_elems = split_tuple(given_normalized)
+
+    if len(ground_truth_elems) > 1 and (
+        ground_truth_normalized[0] != given_normalized[0] or ground_truth_normalized[-1] != given_normalized[-1]
+    ):
+        is_correct = False
+    elif len(ground_truth_elems) != len(given_elems):
+        is_correct = False
+    else:
+        for ground_truth_elem, given_elem in zip(ground_truth_elems, given_elems, strict=True):
+            if _is_frac(ground_truth_elem) and _is_frac(given_elem):
+                # if fractions aren't reduced, then shouldn't be marked as correct
+                # so, we don't want to allow sympy.simplify in this case
+                is_correct = ground_truth_elem == given_elem
+            elif _str_is_int(ground_truth_elem) != _str_is_int(given_elem):
+                # if the ground truth answer is an integer, we require the given answer to be a strict match
+                # (no sympy.simplify)
+                is_correct = False
+            else:
+                is_correct = are_equal_under_sympy(ground_truth_elem, given_elem)
+            if not is_correct:
+                break
+
+    return is_correct
+
+
+def grade_answer_mathd(given_answer: str, ground_truth: str) -> bool:
+    ground_truth_normalized_mathd = mathd_normalize_answer(ground_truth)
+    given_answer_normalized_mathd = mathd_normalize_answer(given_answer)
+
+    # be at least as lenient as mathd
+    if ground_truth_normalized_mathd == given_answer_normalized_mathd:
+        return True
+    return False
+
+
+def extract_answer(passage: str) -> str:
+    if "\\boxed" in passage:
+        return extract_boxed_answer(passage)
+    return None
+
+
+def grade(model_answer: str, gt_answer: str, fast: bool = True):
+    if "\\boxed" in gt_answer:
+        gt_answer = extract_answer(gt_answer)
+    correct = grade_answer_mathd(model_answer, gt_answer) or grade_answer_sympy(model_answer, gt_answer)
+    if not fast:
+        # This mode further uses math_verify to recall originally false positives.
+        # Will be a bit slower, and sensitive to bad inputs.
+        correct = correct or is_latex_equal(
+            model_answer,
+            gt_answer,
+        )
+    return correct
+
+
+def compute_score(model_response, gt_answer, fast=False):
+    model_answer = extract_answer(model_response)
+    if model_answer is None:
+        return {
+            "score": 0.0,
+            "format_score": 0.0,
+            "acc": False,
+            "extracted_gt": gt_answer,
+            # "extracted_pred": None,
+        }
+        # return 0.0, 0.0  # Cannot even parse anything.
+    is_correct = False
+    if isinstance(gt_answer, float) or isinstance(gt_answer, int):
+        gt_answer = str(gt_answer)
+    if isinstance(gt_answer, str):
+        is_correct = grade(model_answer, gt_answer, fast)
+    elif isinstance(gt_answer, list):
+        is_correct = False
+        for gt in gt_answer:
+            is_correct |= grade(model_answer, gt, fast)
+    if is_correct:
+        return {
+            "score": 1.0,
+            "format_score": 1.0,
+            "acc": True,
+            "extracted_gt": gt_answer,
+            # "extracted_pred": None,
+        }
+    else:
+        return {
+            "score": 0.0,
+            "format_score": 1.0,
+            "acc": False,
+            "extracted_gt": gt_answer,
+            # "extracted_pred": None,
+        }
diff --git a/verl/recipe/gspo/test_gspo_3b_math_slurm.sh b/verl/recipe/gspo/test_gspo_3b_math_slurm.sh
new file mode 100644
index 0000000000000000000000000000000000000000..d657b66109c6b5f56f403c50a5e4a4bfeeed37d7
--- /dev/null
+++ b/verl/recipe/gspo/test_gspo_3b_math_slurm.sh
@@ -0,0 +1,195 @@
+#!/usr/bin/env bash
+#SBATCH --job-name=rl-gspo-3B
+#SBATCH --partition=main
+#SBATCH --nodes=1                # Number of nodes
+#SBATCH --ntasks-per-node=1      # One task per node
+#SBATCH --cpus-per-task=128      # cpu-cores per task
+#SBATCH --gres=gpu:8
+#SBATCH --mem=0
+#SBATCH --exclusive
+#SBATCH --time=500:00:00
+#SBATCH --output=/rl/logs/Qwen2.5-3B/gspo/math/vllm_%x_%j.out
+#SBATCH --error=/rl/logs/Qwen2.5-3B/gspo/math/vllm_%x_%j.err
+
+set -xeuo pipefail
+
+# activate the venv
+echo "Activating verl environment..."
+eval "$(conda shell.bash hook)"
+conda deactivate
+conda activate verl
+
+# can make training faster, depends on your infrastructure
+export NCCL_IBEXT_DISABLE=1
+export NCCL_NVLS_ENABLE=1
+export NCCL_IB_HCA=mlx5
+export UCX_NET_DEVICES=mlx5_0:1,mlx5_1:1,mlx5_2:1,mlx5_3:1,mlx5_4:1,mlx5_5:1,mlx5_6:1,mlx5_7:1
+
+# Set how many GPUs we actually have on this node.
+export GPUS_PER_NODE=8
+
+NNODES=${SLURM_JOB_NUM_NODES}
+export NNODES
+
+export VLLM_ATTENTION_BACKEND=FLASH_ATTN
+export RAY_memory_monitor_refresh_ms=0
+export RAY_LOGGING_LEVEL=DEBUG
+export HYDRA_FULL_ERROR=1
+export WANDB_API_KEY=... # your wandb API key
+
+# Let Ray know how many nodes to expect
+export RAY_NUM_NODES=$NNODES
+
+echo "Using $NNODES nodes for training..."
+
+# ------------------------------------- Setup xp params ---------------------------------------
+project_name='RL-GSPO'
+
+adv_estimator=grpo
+loss_mode=gspo
+loss_agg_mode="seq-mean-token-mean"
+MODEL_PATH=Qwen/Qwen2.5-3B-Instruct
+offload=false # it's a small model, offloading will just slow-down training
+rollout_engine=vllm
+rollout_mode=sync # can be async to speedup large scale xps
+gpu_memory_utilization=0.8
+reward_manager=dapo
+adv_estimator=grpo
+shuffle_dataset=true
+first_time_dataset_prep=true # prepare dataset
+
+test_freq=10
+save_freq=10
+total_epochs=10
+total_training_steps=500
+val_before_train=false
+
+use_kl_in_reward=false
+kl_coef=0.0
+use_kl_loss=false
+kl_loss_coef=0.0
+
+clip_ratio_low=0.0003 # as recommended by the paper, see Sec. 5.1
+clip_ratio_high=0.0004 # as recommended by the paper, see Sec. 5.1
+train_batch_size=512
+ppo_mini_batch_size=128 # maintain 4 mini-batches as recommended by the paper, see Sec. 5.1
+ppo_micro_batch_size_per_gpu=8 # setup depending on your GPU memory
+n_resp_per_prompt=16
+
+max_prompt_length=$((1024 * 2))
+max_response_length=$((1024 * 8))
+# dapo reward manager params
+enable_overlong_buffer=false # true
+overlong_buffer_len=$((1024 * 4))
+overlong_penalty_factor=1.0
+
+# Paths and namings
+SFT_MODEL=$(basename $MODEL_PATH)
+exp_name="${loss_mode}-epslow-${clip_ratio_low}-epshigh-${clip_ratio_high}-${SFT_MODEL}-RL"
+CKPTS_DIR=/rl/checkpoints/experimental/4b/${loss_mode}/${exp_name}
+
+# Sampling params at rollouts
+temperature=1.0
+top_p=1.0
+top_k=-1 # 0 for HF rollout, -1 for vLLM rollout
+val_top_p=0.7
+
+# Performance Related Parameter
+sp_size=1
+use_dynamic_bsz=true
+actor_ppo_max_token_len=$(((max_prompt_length + max_response_length) * 2))
+infer_ppo_max_token_len=$(((max_prompt_length + max_response_length) * 3))
+offload=true
+gen_tp=1
+entropy_checkpointing=true # This enables entropy recomputation specifically for the entropy calculation, lowering memory usage during training.
+
+# ------------------------------------- train/val data preparation ---------------------------------------
+if [ "$first_time_dataset_prep" = true ]; then
+    echo "Preprocessing GSM8K dataset..."
+    python examples/data_preprocess/gsm8k.py --local_save_dir /data/gsm8k/
+fi
+
+gsm8k_train_path=/data/gsm8k/train.parquet
+gsm8k_test_path=/data/gsm8k/test.parquet
+
+# set the paths
+train_files="['$gsm8k_train_path']"
+test_files="['$gsm8k_test_path']"
+
+python3 -m verl.trainer.main_ppo \
+    algorithm.adv_estimator=${adv_estimator} \
+    actor_rollout_ref.actor.policy_loss.loss_mode=${loss_mode} \
+    data.train_files="${train_files}" \
+    data.val_files="${test_files}" \
+    data.shuffle=$shuffle_dataset \
+    data.prompt_key=prompt \
+    data.truncation='error' \
+    data.filter_overlong_prompts=true \
+    data.train_batch_size=${train_batch_size} \
+    data.max_prompt_length=${max_prompt_length} \
+    data.max_response_length=${max_response_length} \
+    actor_rollout_ref.rollout.n=${n_resp_per_prompt} \
+    algorithm.use_kl_in_reward=${use_kl_in_reward} \
+    algorithm.kl_ctrl.kl_coef=${kl_coef} \
+    actor_rollout_ref.actor.use_kl_loss=${use_kl_loss} \
+    actor_rollout_ref.actor.kl_loss_coef=${kl_loss_coef} \
+    actor_rollout_ref.actor.clip_ratio_low=${clip_ratio_low} \
+    actor_rollout_ref.actor.clip_ratio_high=${clip_ratio_high} \
+    actor_rollout_ref.model.use_remove_padding=true \
+    actor_rollout_ref.actor.use_dynamic_bsz=${use_dynamic_bsz} \
+    actor_rollout_ref.ref.log_prob_use_dynamic_bsz=${use_dynamic_bsz} \
+    actor_rollout_ref.rollout.log_prob_use_dynamic_bsz=${use_dynamic_bsz} \
+    actor_rollout_ref.actor.ppo_max_token_len_per_gpu=${actor_ppo_max_token_len} \
+    actor_rollout_ref.ref.log_prob_max_token_len_per_gpu=${infer_ppo_max_token_len} \
+    actor_rollout_ref.rollout.log_prob_max_token_len_per_gpu=${infer_ppo_max_token_len} \
+    actor_rollout_ref.rollout.name=vllm \
+    actor_rollout_ref.rollout.name=${rollout_engine} \
+    actor_rollout_ref.rollout.mode=${rollout_mode} \
+    actor_rollout_ref.model.path="${MODEL_PATH}" \
+    actor_rollout_ref.model.enable_gradient_checkpointing=true \
+    actor_rollout_ref.actor.optim.lr=1e-6 \
+    actor_rollout_ref.actor.optim.lr_warmup_steps_ratio=0.05 \
+    actor_rollout_ref.actor.optim.weight_decay=0.1 \
+    actor_rollout_ref.actor.ppo_mini_batch_size=${ppo_mini_batch_size} \
+    actor_rollout_ref.actor.ppo_micro_batch_size_per_gpu=${ppo_micro_batch_size_per_gpu} \
+    actor_rollout_ref.actor.fsdp_config.param_offload=${offload} \
+    actor_rollout_ref.actor.fsdp_config.optimizer_offload=${offload} \
+    actor_rollout_ref.actor.entropy_coeff=0 \
+    actor_rollout_ref.actor.grad_clip=1.0 \
+    actor_rollout_ref.actor.loss_agg_mode=${loss_agg_mode} \
+    actor_rollout_ref.actor.ulysses_sequence_parallel_size=${sp_size} \
+    actor_rollout_ref.rollout.gpu_memory_utilization=${gpu_memory_utilization} \
+    actor_rollout_ref.rollout.tensor_model_parallel_size=${gen_tp} \
+    actor_rollout_ref.rollout.enable_chunked_prefill=true \
+    actor_rollout_ref.rollout.max_num_batched_tokens=$((max_prompt_length + max_response_length)) \
+    actor_rollout_ref.rollout.temperature=${temperature} \
+    actor_rollout_ref.rollout.top_p=${top_p} \
+    actor_rollout_ref.rollout.top_k=${top_k} \
+    actor_rollout_ref.rollout.val_kwargs.temperature=${temperature} \
+    actor_rollout_ref.rollout.val_kwargs.top_p=${val_top_p} \
+    actor_rollout_ref.rollout.val_kwargs.top_k=${top_k} \
+    actor_rollout_ref.rollout.val_kwargs.do_sample=true \
+    actor_rollout_ref.rollout.val_kwargs.n=1 \
+    actor_rollout_ref.ref.fsdp_config.param_offload=${offload} \
+    actor_rollout_ref.ref.ulysses_sequence_parallel_size=${sp_size} \
+    actor_rollout_ref.actor.entropy_checkpointing=${entropy_checkpointing} \
+    reward_model.reward_manager=${reward_manager} \
+    +reward_model.reward_kwargs.overlong_buffer_cfg.enable=${enable_overlong_buffer} \
+    +reward_model.reward_kwargs.overlong_buffer_cfg.len=${overlong_buffer_len} \
+    +reward_model.reward_kwargs.overlong_buffer_cfg.penalty_factor=${overlong_penalty_factor} \
+    +reward_model.reward_kwargs.overlong_buffer_cfg.log=false \
+    +reward_model.reward_kwargs.max_resp_len=${max_response_length} \
+    trainer.logger='["console","wandb"]' \
+    trainer.project_name="${project_name}" \
+    trainer.experiment_name="${exp_name}" \
+    trainer.n_gpus_per_node="${GPUS_PER_NODE}" \
+    trainer.nnodes="${NNODES}" \
+    trainer.val_before_train=${val_before_train} \
+    trainer.test_freq=${test_freq} \
+    trainer.save_freq=${save_freq} \
+    trainer.total_epochs=${total_epochs} \
+    trainer.total_training_steps=${total_training_steps} \
+    trainer.default_local_dir="${CKPTS_DIR}" \
+    trainer.resume_mode=auto \
+    trainer.log_val_generations=2 \
+    $@
diff --git a/verl/recipe/gspo/test_gspo_qwen30b_a3b_ep.sh b/verl/recipe/gspo/test_gspo_qwen30b_a3b_ep.sh
new file mode 100644
index 0000000000000000000000000000000000000000..94809c6f08ba8ecc78d64e343c6e86a5ead338d2
--- /dev/null
+++ b/verl/recipe/gspo/test_gspo_qwen30b_a3b_ep.sh
@@ -0,0 +1,167 @@
+#!/usr/bin/env bash
+set -xeuo pipefail
+
+export NCCL_DEBUG=WARN
+# export VERL_LOGGING_LEVEL=DEBUG
+
+project_name='DAPO'
+exp_name='GSPO-Qwen3-30B-A3B-Base-MATH'
+
+adv_estimator=grpo
+
+use_kl_in_reward=False
+kl_coef=0.0
+use_kl_loss=False
+kl_loss_coef=0.0
+
+clip_ratio_low=3e-4
+clip_ratio_high=4e-4
+
+max_prompt_length=$((1024 * 2))
+max_response_length=$((1024 * 8))
+enable_overlong_buffer=True
+overlong_buffer_len=$((1024 * 4))
+overlong_penalty_factor=1.0
+
+loss_agg_mode="token-mean"
+loss_mode=gspo
+
+train_prompt_bsz=256
+n_resp_per_prompt=16
+train_prompt_mini_bsz=32
+
+# Ray
+# RAY_ADDRESS=${RAY_ADDRESS:-"http://localhost:8265"}
+# WORKING_DIR=${WORKING_DIR:-"${PWD}"}
+# RUNTIME_ENV=${RUNTIME_ENV:-"${WORKING_DIR}/verl/trainer/runtime_env.yaml"}
+NNODES=${NNODES:-2}
+NGPUS_PER_NODE=${NGPUS_PER_NODE:-8}
+# Paths
+# RAY_DATA_HOME=${RAY_DATA_HOME:-"${HOME}/verl"}
+# MODEL_PATH=${MODEL_PATH:-"${RAY_DATA_HOME}/models/Qwen3-30B-A3B-Base"}
+# CKPTS_DIR=${CKPTS_DIR:-"${RAY_DATA_HOME}/ckpts/${project_name}/${exp_name}"}
+# TRAIN_FILE=${TRAIN_FILE:-"${RAY_DATA_HOME}/data/dapo-math-17k.parquet"}
+# TEST_FILE=${TEST_FILE:-"${RAY_DATA_HOME}/data/aime-2024.parquet"}
+
+MODEL_PATH=$HDFS_ROOT/model/Qwen3-30B-A3B-Base
+CKPTS_DIR=$DATA_ROOT/checkpoint/${project_name}/${exp_name}
+TRAIN_FILE=$DATA_ROOT/dataset/BytedTsinghua-SIA/DAPO-Math-17k/data/dapo-math-17k.parquet
+aime24_test_path=$DATA_ROOT/dataset/aime-2024.parquet
+
+TEST_FILE="['$aime24_test_path']"
+
+# Algorithm
+temperature=1.0
+top_p=1.0
+top_k=-1 # 0 for HF rollout, -1 for vLLM rollout
+val_top_p=0.7
+
+# Performance Related Parameter
+use_dynamic_bsz=True
+actor_ppo_max_token_len=$(((max_prompt_length + max_response_length) * 1))
+infer_ppo_max_token_len=$(((max_prompt_length + max_response_length) * 3))
+offload=True
+
+# gen
+rollout_name=vllm # vllm or sglang
+gen_tp=1
+gen_dp=4
+gen_ep=4
+
+# train
+train_tp=4
+train_pp=1
+EP=4
+ETP=1
+
+python3 -m verl.trainer.main_ppo \
+    --config-path=config \
+    --config-name='ppo_megatron_trainer.yaml' \
+    data.train_files="${TRAIN_FILE}" \
+    data.val_files="${TEST_FILE}" \
+    data.prompt_key=prompt \
+    data.return_raw_chat=True \
+    data.truncation='left' \
+    data.max_prompt_length=${max_prompt_length} \
+    data.max_response_length=${max_response_length} \
+    data.train_batch_size=${train_prompt_bsz} \
+    actor_rollout_ref.rollout.n=${n_resp_per_prompt} \
+    actor_rollout_ref.actor.policy_loss.loss_mode=${loss_mode} \
+    algorithm.adv_estimator=${adv_estimator} \
+    algorithm.use_kl_in_reward=${use_kl_in_reward} \
+    algorithm.kl_ctrl.kl_coef=${kl_coef} \
+    actor_rollout_ref.actor.use_kl_loss=${use_kl_loss} \
+    actor_rollout_ref.actor.kl_loss_coef=${kl_loss_coef} \
+    actor_rollout_ref.actor.clip_ratio_low=${clip_ratio_low} \
+    actor_rollout_ref.actor.clip_ratio_high=${clip_ratio_high} \
+    actor_rollout_ref.actor.clip_ratio_c=10.0 \
+    actor_rollout_ref.actor.use_dynamic_bsz=${use_dynamic_bsz} \
+    actor_rollout_ref.ref.log_prob_use_dynamic_bsz=${use_dynamic_bsz} \
+    actor_rollout_ref.rollout.log_prob_use_dynamic_bsz=${use_dynamic_bsz} \
+    actor_rollout_ref.actor.ppo_max_token_len_per_gpu=${actor_ppo_max_token_len} \
+    actor_rollout_ref.ref.log_prob_max_token_len_per_gpu=${infer_ppo_max_token_len} \
+    actor_rollout_ref.rollout.log_prob_max_token_len_per_gpu=${infer_ppo_max_token_len} \
+    actor_rollout_ref.model.path="${MODEL_PATH}" \
+    actor_rollout_ref.actor.optim.lr=1e-6 \
+    actor_rollout_ref.actor.optim.lr_warmup_steps=10 \
+    actor_rollout_ref.actor.optim.weight_decay=0.1 \
+    actor_rollout_ref.actor.ppo_mini_batch_size=${train_prompt_mini_bsz} \
+    actor_rollout_ref.actor.entropy_coeff=0 \
+    actor_rollout_ref.actor.optim.clip_grad=1.0 \
+    actor_rollout_ref.actor.loss_agg_mode=${loss_agg_mode} \
+    actor_rollout_ref.actor.megatron.param_offload=${offload} \
+    actor_rollout_ref.actor.megatron.optimizer_offload=${offload} \
+    actor_rollout_ref.actor.megatron.grad_offload=${offload} \
+    actor_rollout_ref.actor.megatron.pipeline_model_parallel_size=${train_pp} \
+    actor_rollout_ref.actor.megatron.tensor_model_parallel_size=${train_tp} \
+    actor_rollout_ref.actor.megatron.expert_model_parallel_size=$EP \
+    actor_rollout_ref.actor.megatron.expert_tensor_parallel_size=$ETP \
+    actor_rollout_ref.rollout.gpu_memory_utilization=0.80 \
+    actor_rollout_ref.rollout.enable_chunked_prefill=True \
+    actor_rollout_ref.rollout.max_num_batched_tokens=$((max_prompt_length + max_response_length)) \
+    actor_rollout_ref.rollout.temperature=${temperature} \
+    actor_rollout_ref.rollout.top_p=${top_p} \
+    actor_rollout_ref.rollout.top_k=${top_k} \
+    actor_rollout_ref.rollout.val_kwargs.temperature=${temperature} \
+    actor_rollout_ref.rollout.val_kwargs.top_p=${val_top_p} \
+    actor_rollout_ref.rollout.val_kwargs.top_k=${top_k} \
+    actor_rollout_ref.rollout.val_kwargs.do_sample=True \
+    actor_rollout_ref.rollout.val_kwargs.n=1 \
+    actor_rollout_ref.rollout.name=${rollout_name} \
+    actor_rollout_ref.rollout.mode=async \
+    actor_rollout_ref.rollout.calculate_log_probs=True \
+    actor_rollout_ref.rollout.tensor_model_parallel_size=${gen_tp} \
+    actor_rollout_ref.rollout.data_parallel_size=${gen_dp} \
+    actor_rollout_ref.rollout.expert_parallel_size=${gen_ep} \
+    actor_rollout_ref.ref.megatron.pipeline_model_parallel_size=${train_pp} \
+    actor_rollout_ref.ref.megatron.tensor_model_parallel_size=${train_tp} \
+    actor_rollout_ref.ref.megatron.expert_model_parallel_size=$EP \
+    actor_rollout_ref.ref.megatron.expert_tensor_parallel_size=$ETP \
+    actor_rollout_ref.ref.megatron.param_offload=${offload} \
+    actor_rollout_ref.actor.megatron.use_mbridge=True \
+    +actor_rollout_ref.actor.megatron.override_transformer_config.apply_rope_fusion=True \
+    +actor_rollout_ref.actor.megatron.override_transformer_config.moe_router_dtype=fp32 \
+    +actor_rollout_ref.actor.megatron.override_transformer_config.recompute_method=uniform \
+    +actor_rollout_ref.actor.megatron.override_transformer_config.recompute_granularity=full \
+    +actor_rollout_ref.actor.megatron.override_transformer_config.recompute_num_layers=1 \
+    +actor_rollout_ref.actor.megatron.override_transformer_config.gradient_accumulation_fusion=True \
+    +actor_rollout_ref.actor.megatron.override_transformer_config.moe_permute_fusion=True \
+    reward_model.reward_manager=dapo \
+    +reward_model.reward_kwargs.overlong_buffer_cfg.enable=${enable_overlong_buffer} \
+    +reward_model.reward_kwargs.overlong_buffer_cfg.len=${overlong_buffer_len} \
+    +reward_model.reward_kwargs.overlong_buffer_cfg.penalty_factor=${overlong_penalty_factor} \
+    +reward_model.reward_kwargs.overlong_buffer_cfg.log=False \
+    +reward_model.reward_kwargs.max_resp_len=${max_response_length} \
+    trainer.logger='["console","wandb"]' \
+    trainer.project_name="${project_name}" \
+    trainer.experiment_name="${exp_name}-tp${gen_tp}-ep${gen_ep}" \
+    trainer.n_gpus_per_node="${NGPUS_PER_NODE}" \
+    trainer.nnodes="${NNODES}" \
+    trainer.val_before_train=False \
+    trainer.test_freq=10 \
+    trainer.save_freq=30 \
+    trainer.total_epochs=10 \
+    trainer.total_training_steps=300 \
+    trainer.default_local_dir="${CKPTS_DIR}" \
+    trainer.resume_mode=auto \
+    trainer.log_val_generations=10
diff --git a/verl/recipe/infigui-g1/README.md b/verl/recipe/infigui-g1/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..01ec072aa8cc001b26b4479b80baf98be67fe141
--- /dev/null
+++ b/verl/recipe/infigui-g1/README.md
@@ -0,0 +1,56 @@
+# Recipe for InfiGUI-G1
+
+This directory contains the official implementation for the paper [InfiGUI-G1: Advancing GUI Grounding with Adaptive Exploration Policy Optimization](https://arxiv.org/abs/2508.05731).
+
+This work introduces Adaptive Exploration Policy Optimization (AEPO), a policy optimization framework designed to enhance GUI grounding in Multimodal Large Language Models (MLLMs). AEPO improves exploration efficiency by employing a multi-answer generation strategy and a theoretically grounded Adaptive Exploration Reward (AER) function. This approach effectively addresses the challenge of semantic alignment in complex GUI grounding tasks.
+
+We provide training scripts for both 3B and 7B models, configured for a single machine with 8 GPUs by default.
+
+## Environment Setup
+
+Please follow the main environment setup guide for `verl`.
+
+The provided scripts use the following Docker image: `verlai/verl:app-verl0.5-transformers4.55.4-sglang0.4.10.post2-mcore0.13.0-te2.2`
+
+## Data Preparation
+
+Before starting the training, you need to download the example dataset. This dataset is a filtered version of [omniact](https://huggingface.co/datasets/Writer/omniact), containing only grounding tasks and excluding easy samples.
+
+The data is hosted on the Hugging Face. You can download it using the `huggingface-cli`:
+
+```bash
+huggingface-cli download --repo-type dataset --resume-download InfiX-ai/omniact_grounding_filtered --local-dir data/omniact_grounding_filtered
+```
+
+This command will download the training and validation parquet files into the `data/omniact_grounding_filtered` directory, which is the default path used by the scripts.
+
+## Training
+
+We provide scripts to train the 3B and 7B models. Please run them from the root directory of `verl`.
+
+-   **Train the 3B model:**
+
+    ```bash
+    bash recipe/infigui-g1/run_3b.sh
+    ```
+
+-   **Train the 7B model:**
+
+    ```bash
+    bash recipe/infigui-g1/run_7b.sh
+    ```
+
+## Using Custom Data
+
+If you wish to train on your own dataset, please format your data to match the structure of the example files located in `data/omniact_grounding_filtered`.
+
+Once your data is ready, you need to update the data path arguments in the training script.
+
+In `run_3b.sh` or `run_7b.sh`, modify the following lines:
+
+```bash
+    data.train_files=./path/to/your/train_data.parquet \
+    data.val_files=./path/to/your/val_data.parquet \
+```
+
+Replace the paths with the location of your custom data files.
diff --git a/verl/recipe/infigui-g1/reward_fn.py b/verl/recipe/infigui-g1/reward_fn.py
new file mode 100644
index 0000000000000000000000000000000000000000..9d5db0eef48b780f6982202394ee2c4af3e9838d
--- /dev/null
+++ b/verl/recipe/infigui-g1/reward_fn.py
@@ -0,0 +1,388 @@
+# Copyright 2025 Individual Contributor: InfiX.ai
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import json
+import logging
+import math
+import re
+from itertools import combinations
+
+FMT_RATIO = 1.0
+ACC_RATIO = 1.0
+
+
+# ============================================================================
+# Utility Functions
+# ============================================================================
+
+
+def extract_think_format(predict_str: str) -> None | dict[str, str]:
+    """
+    Check if the predicted string meets format requirements and extract thinking and answer parts.
+
+    Args:
+        predict_str: The predicted string
+
+    Returns:
+        If format requirements are met, returns a dictionary containing thinking and answer parts;
+        otherwise returns None
+    """
+    if not predict_str or not isinstance(predict_str, str):
+        return None
+
+    # Check if <think> is at the beginning
+    if not predict_str.startswith("<think>"):
+        return None
+
+    # Check if there is <think>...</think> format
+    pattern = r"<think>(.*?)</think>"
+    think_match = re.search(pattern, predict_str, re.DOTALL)
+    if not think_match:
+        return None
+
+    if predict_str.count("<think>") != 1 or predict_str.count("</think>") != 1:
+        return None
+
+    # Extract thinking content
+    think_content = think_match.group(1).strip()
+    if not think_content:
+        return None
+
+    # Get content after </think>
+    think_end_pos = predict_str.find("</think>") + len("</think>")
+    post_think_content = predict_str[think_end_pos:].strip()
+
+    # Check if there is non-empty content after </think>
+    if not post_think_content:
+        return None
+
+    return {"think": think_content, "answer": post_think_content}
+
+
+def extract_and_parse_json(input_string, wrapper):
+    """
+    Try to extract and parse JSON from a string.
+
+    Args:
+        input_string: The input string
+        wrapper: JSON wrapper symbols, can be '{}' or '[]'
+
+    Returns:
+        Parsed JSON object, returns None if parsing fails
+    """
+    if len(wrapper) != 2:
+        raise ValueError("Wrapper must be exactly two characters long")
+
+    start_char, end_char = wrapper
+    start_index = input_string.find(start_char)
+
+    if start_index == -1:
+        return None
+
+    # Find the matching end character by balancing brackets/braces
+    balance = 1
+    end_index = -1
+    for i in range(start_index + 1, len(input_string)):
+        if input_string[i] == start_char:
+            balance += 1
+        elif input_string[i] == end_char:
+            balance -= 1
+
+        if balance == 0:
+            end_index = i
+            break
+
+    if end_index == -1:
+        return None
+
+    json_string = input_string[start_index : end_index + 1]
+
+    try:
+        return json.loads(json_string)
+    except json.JSONDecodeError:
+        return None
+
+
+# ============================================================================
+# AER Reward Functions
+# ============================================================================
+
+
+def _extract_verifiable_answer(answer):
+    """
+    Extract and verify the format of the point list from the answer string.
+
+    A valid format is a JSON list of dictionaries, where each dictionary
+    has a "point_2d" key with a list of two numbers as the value.
+
+    Args:
+        answer: The answer string to extract points from
+
+    Returns:
+        List of valid points or None if format is invalid
+    """
+    points = extract_and_parse_json(answer, "[]")
+    if points is None or not isinstance(points, list):
+        return None
+
+    # Verify each point in the list
+    for point in points:
+        if isinstance(point, dict) and "point_2d" in point:
+            point_2d = point["point_2d"]
+            if isinstance(point_2d, list) and len(point_2d) == 2:
+                continue
+
+        # If any point is malformed, the whole answer is invalid
+        return None
+
+    return points
+
+
+def _format_reward(answer):
+    """
+    Calculate the format reward for 'point' type data.
+
+    This function is now primarily used as a check to see if the format is valid.
+
+    Args:
+        answer: The answer string to validate
+
+    Returns:
+        Tuple of (reward, is_collinear) where reward is 1.0 for valid format, 0.0 otherwise
+    """
+    points = _extract_verifiable_answer(answer)
+    if points is None:
+        return 0.0, 0
+
+    points_2d = [item["point_2d"] for item in points]
+    if _check_collinear(points_2d):
+        return 0.0, 1
+
+    return 1.0, 0
+
+
+def _check_collinear(points_2d):
+    """
+    Check if 3 or more points in the list are collinear on any straight line.
+
+    This uses the cross-product method to avoid division and handle all line types.
+
+    Args:
+        points_2d: A list of [x, y] coordinates
+
+    Returns:
+        True if 3 or more points are collinear, False otherwise
+    """
+    if len(points_2d) < 3:
+        return False
+
+    # Iterate through all unique combinations of 3 points
+    for p1, p2, p3 in combinations(points_2d, 3):
+        x1, y1 = p1
+        x2, y2 = p2
+        x3, y3 = p3
+
+        # Check for collinearity using the cross-product method.
+        # If (y2 - y1) * (x3 - x1) == (y3 - y1) * (x2 - x1), the points are collinear.
+        # This is equivalent to checking if the area of the triangle formed by the points is 0.
+        if math.isclose((y2 - y1) * (x3 - x1), (y3 - y1) * (x2 - x1)):
+            return True
+
+    return False
+
+
+def _accuracy_reward(answer, ground_truth):
+    """
+    Calculate the accuracy reward based on the symmetric zero-centered formula.
+
+    The reward is in the range [-1, 1].
+
+    Args:
+        answer: The answer string containing predicted points
+        ground_truth: Ground truth bounding box dictionary
+
+    Returns:
+        Tuple containing:
+        - accuracy (float): The calculated reward
+        - extracted_answer (str): The JSON string of the predicted points
+        - num_pred (int): The number of predicted points
+        - first_correct (int): 1 if the first predicted point is correct, 0 otherwise
+    """
+    pred_points = _extract_verifiable_answer(answer)
+
+    # If no valid points are extracted, this is considered a format error, return -1 reward
+    if pred_points is None:
+        return -1.0, "", 0, 0
+
+    num_pred = len(pred_points)
+    extracted_answer = json.dumps(pred_points)
+
+    if num_pred == 0:
+        return -1.0, extracted_answer, 0, 0
+
+    # Find the rank 'k' of the first correct point
+    first_correct_rank = -1
+    for i, item in enumerate(pred_points):
+        point_2d = item["point_2d"]
+        if (
+            ground_truth["x1"] <= point_2d[0] <= ground_truth["x2"]
+            and ground_truth["y1"] <= point_2d[1] <= ground_truth["y2"]
+        ):
+            first_correct_rank = i + 1  # 1-based index
+            break
+
+    # Calculate reward based on the zero-centered symmetric formula
+    accuracy = 0.0
+    if first_correct_rank != -1:
+        # Case a: Correct point found (Positive reward space)
+        k = first_correct_rank
+        accuracy = 1.0 / math.sqrt(num_pred * k)
+    else:
+        # Case b: No correct point found (Negative reward space)
+        accuracy = -1.0 / num_pred
+
+    first_correct = 1 if first_correct_rank == 1 else 0
+
+    return accuracy, extracted_answer, num_pred, first_correct
+
+
+def calculate_point_reward(solution_str, ground_truth, extra_info=None, fmt_ratio=1.0, acc_ratio=1.0, **kwargs):
+    """
+    Calculate the final reward for 'point' type data.
+
+    Implements the full logic including format checks, collinearity checks,
+    and the zero-centered symmetric reward calculation.
+
+    Args:
+        solution_str: The solution string from the model
+        ground_truth: Ground truth data
+        extra_info: Extra information dictionary
+        fmt_ratio: Format reward ratio
+        acc_ratio: Accuracy reward ratio
+        **kwargs: Additional keyword arguments
+
+    Returns:
+        Dictionary containing detailed reward information
+    """
+    if extra_info.get("no_think", False):
+        answer = solution_str
+    else:
+        solution_dict = extract_think_format(solution_str)
+        # If the overall 'think'/'answer' format is wrong, return score of -1
+        if solution_dict is None:
+            return {
+                "score": -1.0,
+                "format": 0.0,
+                "accuracy": -1.0,
+                "pred": "",
+                "num_pred": 0,
+                "has_correct": 0,
+                "first_correct": 0,
+                "only_correct": 0,
+                "is_collinear": 0,
+            }
+
+        answer = solution_dict["answer"]
+
+    # Reuse _format_reward to check the format of the 'answer' part
+    # If it's invalid, return score of -1
+    format_reward, is_collinear = _format_reward(answer)
+    if format_reward == 0.0:
+        return {
+            "score": -1.0,
+            "format": 0.0,
+            "accuracy": -1.0,
+            "pred": "",
+            "num_pred": 0,
+            "has_correct": 0,
+            "first_correct": 0,
+            "only_correct": 0,
+            "is_collinear": is_collinear,
+        }
+
+    # If format is OK, calculate the accuracy reward
+    accuracy_reward, extracted_answer, num_pred, first_correct = _accuracy_reward(answer, ground_truth)
+
+    return {
+        "score": fmt_ratio * format_reward + acc_ratio * accuracy_reward,
+        "format": format_reward,
+        "accuracy": accuracy_reward,
+        "pred": extracted_answer,
+        "num_pred": num_pred,
+        "has_correct": 1 if accuracy_reward > 0 else 0,
+        "first_correct": first_correct,
+        "only_correct": 1 if num_pred == 1 and accuracy_reward > 0 else 0,
+        "is_collinear": 0,
+    }
+
+
+# ============================================================================
+# AER Reward Handler Registry
+# ============================================================================
+
+# Dictionary to map data_source to the respective reward calculation function
+AER_REWARD_HANDLERS = {
+    "point": calculate_point_reward,
+}
+
+
+def aer_gui_reward_function(data_source, solution_str, ground_truth, extra_info=None, **kwargs):
+    """
+    Main reward function dispatcher for the Adaptive Exploration Reward (AER) system.
+
+    Delegates reward calculation to specific functions based on the data_source using a dictionary lookup.
+
+    Args:
+        data_source: The source or type of the data (e.g., "point", "bbox")
+        solution_str: The solution string generated by the model
+        ground_truth: The ground truth data
+        extra_info: Any extra information passed along (optional)
+        **kwargs: Additional keyword arguments that might be passed from the PPO trainer config
+
+    Returns:
+        Dictionary containing detailed reward information with keys:
+        - score: The final calculated reward score
+        - format: Format validation score
+        - accuracy: Accuracy score
+        - pred: Extracted prediction string
+        - num_pred: Number of predictions
+        - has_correct: Whether any correct prediction exists
+        - first_correct: Whether first prediction is correct
+        - only_correct: Whether only one correct prediction exists
+        - is_collinear: Whether points are collinear (for point type)
+    """
+    handler = AER_REWARD_HANDLERS.get(data_source, None)
+
+    if handler:
+        try:
+            return handler(
+                solution_str, ground_truth, extra_info=extra_info, fmt_ratio=FMT_RATIO, acc_ratio=ACC_RATIO, **kwargs
+            )
+        except Exception as e:
+            logging.exception(
+                f"Error executing reward handler for data_source '{data_source}': {e}",
+            )
+            return {
+                "score": -1.0,
+                "format": 0.0,
+                "accuracy": -1.0,
+                "pred": "",
+                "num_pred": 0,
+                "has_correct": 0,
+                "first_correct": 0,
+                "only_correct": 0,
+                "is_collinear": 0,
+            }  # Return a default penalty score on error
+    else:
+        raise ValueError(f"Unknown data_source: '{data_source}'. No specific reward handler defined.")
diff --git a/verl/recipe/langgraph_agent/example/README.md b/verl/recipe/langgraph_agent/example/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..4540c51b4e9382afbefe9651f6754a6037f292ee
--- /dev/null
+++ b/verl/recipe/langgraph_agent/example/README.md
@@ -0,0 +1,138 @@
+# MathExpression: LangGraph Agent Example
+
+MathExpression is a tiny example to demonstrate multi-turn rollout with [LangGraph ReactAgent](https://langchain-ai.github.io/langgraph/agents/overview/).
+
+### Define react agent with tool
+Firstly, to force ReactAgent to evaluate math expression by tool, we define a special operand `@`:
+```python
+@tool(parse_docstring=True)
+def calculate(a: int, b: int, operand: str) -> int:
+    """
+    Compute the results using operand with two integers
+
+    Args:
+        a: the first operand
+        b: the second operand
+        operand: '+' or '-' or '*' or '@'
+    """
+    assert operand in ["+", "-", "*", "@"], f"unknown operand {operand}"
+    if operand == "@":
+        return 3 * a - 2 * b
+    return eval(f"{a} {operand} {b}")
+```
+
+Without calling `calculate`, ReactAgent is impossible to evaluate math expression correctly.
+
+Then, we can equip ReactAgent with `calculate` tool:
+```python
+class MathExpressionReactAgentLoop(ReactAgentLoop):
+    @classmethod
+    def init_class(cls, config, tokenizer):
+        cls.tools = [calculate]
+        super().init_class(config, tokenizer)
+```
+
+We can define agent loop config in yaml file, which will be used by AgentLoopWorker to dynamic load custom AgentLoop class.
+```yaml
+- name: math_expression
+  _target_: recipe.langgraph_agent.example.math_expression.MathExpressionReactAgentLoop
+```
+
+### Prepare dataset
+Now, let's prepare two small datasets for training and evaluation:
+```bash
+python recipe/langgraph_agent/example/create_dataset.py
+```
+
+- Parameters: `--train_size` (default: 5000), `--test_size` (default: 500), `--output_dir` (default: `data/math_expression_tool`).
+- Example with custom sizes/output:
+```bash
+python recipe/langgraph_agent/example/create_dataset.py \
+  --train_size 10000 \
+  --test_size 1000 \
+  --output_dir data/math_expression_tool
+```
+
+Note that dataset should contain a column `agent_name` with `math_expression`, which is used by `AgentLoopWorker` to select the
+agent loop class.
+| prompt | reward_model | agent_name |
+|--------------------------------------|------------------------------|-----------------|
+| [{'role': 'user', 'content': '...'}] | {'ground_truth': '-10', ...} | math_expression |
+| [{'role': 'user', 'content': '...'}] | {'ground_truth': '-10', ...} | math_expression |
+
+Generated math expressions are like below, requiring model to call `calculate` multiple times to solve sub expressions.
+```
+(2 @ (8 @ 8 @ 5 @ 5 @ 3) @ 6 @ (1 @ 4 @ 4 @ 4) @ 2) @ 6
+(4.6 @ (9.05 @ 4.0) @ 8.3 @ 1.21) @ 8.6
+9 @ 4
+((2 @ 2) @ (3 @ 3)) @ 4
+```
+
+### Training
+Hook all these up and start training:
+```bash
+bash recipe/langgraph_agent/example/run_qwen2.5_3b.sh 2>&1 | tee train.log
+```
+
+To submit on a SLURM cluster (the script contains SBATCH headers):
+```bash
+sbatch recipe/langgraph_agent/example/run_qwen2.5_3b.sh
+```
+
+**Note on `GPUS_PER_NODE` and `NNODES`:**
+
+- `GPUS_PER_NODE`: GPUs per node.  
+  Detection order: `SLURM_GPUS_ON_NODE` (if set) → `GPUS_PER_NODE` → `2`.
+- `NNODES`: number of nodes.  
+  Detection order: `SLURM_JOB_NUM_NODES` (if set) → `NNODES` → `1`.
+- Total GPUs = `GPUS_PER_NODE × NNODES` (must be ≥ 2).
+
+Local override (no `SLURM_*` set):
+```bash
+GPUS_PER_NODE=4 NNODES=2 bash recipe/langgraph_agent/example/run_qwen2.5_3b.sh
+```
+
+After total 39 steps, model should achieve 100% accuray on test dataset:
+- val-aux/lighteval/MATH/reward: 1.0
+- val-aux/num_turns/mean: 9.0, average number of messages include assistant and tool turns.
+
+We can see model can solve math expression by calling `calculate` tool:
+```
+system
+You are Qwen, created by Alibaba Cloud. You are a helpful assistant.
+user
+We define a new math operator @, where you can only call an external tool to compute. Please put your final answer inside \boxed{} only in the last turn. Now answer the following questions:
+Compute 5 @ (3 @ 6 @ 8)
+assistant
+Sure, let's break this down step by step. We need to compute the expression \(5 @ (3 @ 6 @ 8)\). First, we need to compute the inner expression \(3 @ 6 @ 8\).
+
+Let's compute \(3 @ 6\) first using the external tool.
+<tool_call>
+{"name": "calculate", "arguments": {"a": 3, "b": 6, "operand": "@"}}
+</tool_call>user
+<tool_response>
+-3
+</tool_response>
+assistant
+We have computed that \(3 @ 6 = -3\). Now we need to compute \(-3 @ 8\).
+
+Let's use the external tool to compute this.
+<tool_call>
+{"name": "calculate", "arguments": {"a": -3, "b": 8, "operand": "@"}}
+</tool_call>user
+<tool_response>
+-25
+</tool_response>
+assistant
+We have computed that \(-3 @ 8 = -25\). Now we can put this result into the original expression to get the final result of \(5 @ (3 @ 6 @ 8)\), which is \(5 @ (-25)\).
+
+Let's compute \(5 @ (-25)\) using the external tool.
+<tool_call>
+{"name": "calculate", "arguments": {"a": 5, "b": -25, "operand": "@"}}
+</tool_call>user
+<tool_response>
+65
+</tool_response>
+assistant
+The final result of \(5 @ (3 @ 6 @ 8)\) is \(\boxed{65}\).
+```
diff --git a/verl/recipe/langgraph_agent/example/agent.yaml b/verl/recipe/langgraph_agent/example/agent.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..cbd8fb9ebb9023c2368cd5bce94b3a589262cbe7
--- /dev/null
+++ b/verl/recipe/langgraph_agent/example/agent.yaml
@@ -0,0 +1,2 @@
+- name: math_expression
+  _target_: recipe.langgraph_agent.example.math_expression.MathExpressionReactAgentLoop
diff --git a/verl/recipe/langgraph_agent/example/create_dataset.py b/verl/recipe/langgraph_agent/example/create_dataset.py
new file mode 100644
index 0000000000000000000000000000000000000000..07cf19e8b8718683c9049edd1b6f1f21d3fed76b
--- /dev/null
+++ b/verl/recipe/langgraph_agent/example/create_dataset.py
@@ -0,0 +1,289 @@
+# Copyright 2024 Bytedance Ltd. and/or its affiliates
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+"""
+Create dataset for calculator
+"""
+
+import argparse
+import os
+import random
+
+import pandas as pd
+
+
+def generate_math_expression(min_terms=2, max_terms=5, min_number=1, max_number=10, allow_decimals=False, max_depth=2):
+    """
+    Generate a random mathematical expression with operators +, -, *, /, and parentheses.
+
+    Args:
+        min_terms (int): Minimum number of terms in the expression.
+        max_terms (int): Maximum number of terms in the expression.
+        max_number (int): Maximum value for numbers in the expression.
+        allow_decimals (bool): Whether to allow decimal numbers.
+        max_depth (int): Maximum nesting depth for parentheses.
+
+    Returns:
+        str: A valid mathematical expression as a string.
+    """
+
+    def generate_number():
+        """Generate a random number (integer or float)."""
+        assert min_number < max_number
+        num = random.uniform(min_number, max_number)
+        if not allow_decimals:
+            num = int(num)
+        else:
+            num = round(num, random.randint(0, 2))  # Round to 0-2 decimal places
+        return str(num)
+
+    def generate_term(depth=0):
+        """Generate a term (number or parenthesized expression)."""
+        if depth < max_depth and random.random() < 0.5:  # 50% chance to add parentheses
+            expr = generate_expression(depth + 1)
+            return f"({expr})"
+        else:
+            return generate_number()
+
+    def generate_expression(depth=0):
+        """Generate a full expression with multiple terms and operators."""
+        num_terms = random.randint(min_terms, max_terms)
+        terms = [generate_term(depth) for _ in range(num_terms)]
+
+        # Randomly select operators
+        operators = ["+", "-", "*", "/", "@"]
+        expr = terms[0]
+
+        for i in range(1, num_terms):
+            # Bias towards + and - for readability
+            op = random.choices(
+                operators,
+                weights=[0, 0, 0, 0, 1],  # + and - are 1.5x more likely than * and /
+            )[0]
+            expr += f" {op} " + terms[i]
+
+        return expr
+
+    return generate_expression()
+
+
+def test():
+    # Example 1: Basic integer expression
+    print(generate_math_expression())
+    # Output: (3 + 7) * 2 - 5
+
+    # Example 2: Expression with decimals
+    print(generate_math_expression(allow_decimals=True))
+    # Output: 4.5 / (2.1 + 3.7) - 1.2
+
+    # Example 3: More complex expression with higher depth
+    print(generate_math_expression(max_terms=6, max_depth=3))
+    # Output: ((5 * 2) - (3 + 1)) / (7 - 2) + 4
+
+    # Example 4: Simplified expression
+    print(generate_math_expression(min_terms=2, max_terms=3, max_number=5))
+    # Output: 4 - 2 * 3
+
+
+def calculate(expression: str) -> float:
+    """
+    Evaluate a mathematical expression with +, -, *, /, @, and parentheses.
+    The @ operator is defined as: a @ b = 3a - 2b.
+
+    Args:
+        expression (str): Input mathematical expression (e.g., "3@2+4").
+
+    Returns:
+        float: Result of the evaluated expression.
+
+    Raises:
+        ValueError: For invalid expressions (e.g., mismatched parentheses, division by zero).
+    """
+
+    def tokenize(s: str) -> list:
+        """Convert the input string into tokens (numbers, operators, parentheses)."""
+        tokens = []
+        i = 0
+        while i < len(s):
+            if s[i].isdigit() or s[i] == ".":
+                # Parse number (integer or float)
+                j = i
+                while j < len(s) and (s[j].isdigit() or s[j] == "."):
+                    j += 1
+                tokens.append(s[i:j])
+                i = j
+            elif s[i] in "+-*/@()":
+                # Operator or parenthesis
+                tokens.append(s[i])
+                i += 1
+            elif s[i].isspace():
+                # Skip whitespace
+                i += 1
+            else:
+                raise ValueError(f"Invalid character: {s[i]}")
+        return tokens
+
+    def infix_to_postfix(tokens: list) -> list:
+        """Convert infix notation to postfix notation (Reverse Polish Notation)."""
+        output = []
+        stack = []
+        # Higher precedence for @ (between * and +)
+        precedence = {"@": 3, "*": 2, "/": 2, "+": 1, "-": 1}
+
+        for token in tokens:
+            if token.isdigit() or "." in token:
+                output.append(token)
+            elif token == "(":
+                stack.append(token)
+            elif token == ")":
+                while stack and stack[-1] != "(":
+                    output.append(stack.pop())
+                if not stack or stack[-1] != "(":
+                    raise ValueError("Mismatched parentheses")
+                stack.pop()  # Discard '('
+            else:  # Operator
+                while stack and stack[-1] != "(" and precedence.get(stack[-1], 0) >= precedence.get(token, 0):
+                    output.append(stack.pop())
+                stack.append(token)
+
+        # Pop remaining operators
+        while stack:
+            if stack[-1] in "()":
+                raise ValueError("Mismatched parentheses")
+            output.append(stack.pop())
+
+        return output
+
+    def evaluate_postfix(postfix: list) -> float:
+        """Evaluate postfix expression using a stack."""
+        stack = []
+        for token in postfix:
+            if token.isdigit() or "." in token:
+                stack.append(float(token))
+            else:
+                if len(stack) < 2:
+                    raise ValueError("Invalid expression")
+                b = stack.pop()
+                a = stack.pop()
+                if token == "+":
+                    res = a + b
+                elif token == "-":
+                    res = a - b
+                elif token == "*":
+                    res = a * b
+                elif token == "/":
+                    if b == 0:
+                        raise ValueError("Division by zero")
+                    res = a / b
+                elif token == "@":
+                    res = 3 * a - 2 * b  # Custom @ operator implementation
+                else:
+                    raise ValueError(f"Invalid operator: {token}")
+                stack.append(res)
+
+        if len(stack) != 1:
+            raise ValueError("Invalid expression")
+        return stack[0]
+
+    # Remove spaces and validate parentheses
+    expression = expression.replace(" ", "")
+    if expression.count("(") != expression.count(")"):
+        raise ValueError("Mismatched parentheses")
+
+    tokens = tokenize(expression)
+    postfix = infix_to_postfix(tokens)
+    result = evaluate_postfix(postfix)
+
+    # Convert integers to integer representation
+    if result.is_integer():
+        return int(result)
+    return result
+
+
+def generate_data(total_num_dataset, split):
+    rl_dataset = {
+        "prompt": [],
+        "data_source": [],
+        "ability": [],
+        "reward_model": [],
+        "extra_info": [],
+        "agent_name": [],
+    }
+
+    for idx in range(total_num_dataset):
+        while True:
+            try:
+                expression: str = generate_math_expression(
+                    min_terms=2, max_terms=3, min_number=1, max_number=10, allow_decimals=False, max_depth=1
+                )
+
+                num_plus = expression.count("+")
+                num_minus = expression.count("-")
+                num_mul = expression.count("*")
+                num_star = expression.count("@")
+
+                answer = str(calculate(expression))
+                # answer = str(eval(expression))
+                break
+            except Exception as e:
+                print(e)
+                continue
+
+        num_tool_calls = num_plus + num_minus + num_mul + num_star
+
+        prompt = (
+            f"We define a new math operator @, where you can only call an external tool to compute. "
+            f"Please put your final answer inside \\boxed{{}} only in the last turn. Now answer the "
+            f"following questions:\nCompute {expression}"
+        )
+        prompt_with_template = [
+            {
+                "role": "user",
+                "content": prompt,
+            }
+        ]
+
+        rl_dataset["prompt"].append(prompt_with_template)
+        rl_dataset["data_source"].append("lighteval/MATH")
+        rl_dataset["ability"].append("math")
+        rl_dataset["reward_model"].append({"style": "lighteval/MATH", "ground_truth": answer})
+        rl_dataset["extra_info"].append(
+            {"index": idx, "expression": expression, "split": split, "expected_tool_calls": num_tool_calls}
+        )
+        rl_dataset["agent_name"].append("math_expression")
+
+    rl_dataset = pd.DataFrame(data=rl_dataset)
+    return rl_dataset
+
+
+if __name__ == "__main__":
+    parser = argparse.ArgumentParser(description="Math Expression Dataset Generator")
+    parser.add_argument("--train_size", type=int, default=5000, help="Number of training samples")
+    parser.add_argument("--test_size", type=int, default=500, help="Number of testing samples")
+    parser.add_argument("--output_dir", default="data/math_expression_tool", help="Directory to save the dataset")
+    args = parser.parse_args()
+
+    # print(calculate("3@2"))          # Output: 5 (3*3 - 2*2)
+    # print(calculate("3@2+4"))        # Output: 9 (5 + 4)
+    # print(calculate("3*(4@2)"))      # Output: 24 (3 * 8)
+    # print(calculate("(5@3)*2"))      # Output: 18 (9 * 2)
+
+    train_dataset = generate_data(total_num_dataset=args.train_size, split="train")
+    test_dataset = generate_data(total_num_dataset=args.test_size, split="test")
+
+    # Make sure the dataset directory exists
+    os.makedirs(args.output_dir, exist_ok=True)
+
+    # Save the datasets to parquet files
+    train_dataset.to_parquet(os.path.join(args.output_dir, "train.parquet"))
+    test_dataset.to_parquet(os.path.join(args.output_dir, "test.parquet"))
diff --git a/verl/recipe/langgraph_agent/example/math_expression.py b/verl/recipe/langgraph_agent/example/math_expression.py
new file mode 100644
index 0000000000000000000000000000000000000000..4532c8af3c42087c98d5ae3ee0a63690cd715691
--- /dev/null
+++ b/verl/recipe/langgraph_agent/example/math_expression.py
@@ -0,0 +1,39 @@
+# Copyright 2024 Bytedance Ltd. and/or its affiliates
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+from langchain_core.tools import tool
+
+from recipe.langgraph_agent.react_agent_loop import ReactAgentLoop
+
+
+@tool(parse_docstring=True)
+def calculate(a: int, b: int, operand: str) -> int:
+    """
+    Compute the results using operand with two integers
+
+    Args:
+        a: the first operand
+        b: the second operand
+        operand: '+' or '-' or '*' or '@'
+    """
+    assert operand in ["+", "-", "*", "@"], f"unknown operand {operand}"
+    if operand == "@":
+        return 3 * a - 2 * b
+    return eval(f"{a} {operand} {b}")
+
+
+class MathExpressionReactAgentLoop(ReactAgentLoop):
+    @classmethod
+    def init_class(cls, config, tokenizer, **kwargs):
+        cls.tools = [calculate]
+        super().init_class(config, tokenizer)
diff --git a/verl/recipe/langgraph_agent/example/run_qwen2.5_3b.sh b/verl/recipe/langgraph_agent/example/run_qwen2.5_3b.sh
new file mode 100644
index 0000000000000000000000000000000000000000..4e4cc020ae05db344ea995a4f8310068b84a8670
--- /dev/null
+++ b/verl/recipe/langgraph_agent/example/run_qwen2.5_3b.sh
@@ -0,0 +1,145 @@
+#!/usr/bin/env bash
+#SBATCH --job-name=rl-langgraph-3B
+#SBATCH --partition=main
+#SBATCH --nodes=1
+#SBATCH --ntasks-per-node=1
+#SBATCH --cpus-per-task=64
+#SBATCH --gres=gpu:4
+#SBATCH --mem=0
+#SBATCH --time=10:00:00
+#SBATCH --output=%x_%j.out
+#SBATCH --error=%x_%j.err
+
+set -xeuo pipefail
+
+# ================= cluster topology =================
+export GPUS_PER_NODE=${SLURM_GPUS_ON_NODE:-${GPUS_PER_NODE:-2}}  # GPUs on this node
+NNODES=${SLURM_JOB_NUM_NODES:-${NNODES:-1}}
+export NNODES
+export RAY_NUM_NODES=$NNODES
+
+# Require at least 2 GPUs
+TOTAL_GPUS=$((GPUS_PER_NODE * NNODES))
+if [ "$TOTAL_GPUS" -lt 2 ]; then
+  echo "Error: at least 2 GPUs are required, detected $TOTAL_GPUS." >&2
+  exit 1
+fi
+
+echo "Using $NNODES nodes and $GPUS_PER_NODE GPUs per node..."
+
+# ================= data/model/tool =================
+HDFS_ROOT=${HDFS_ROOT:-$PWD}
+DATA_ROOT=${DATA_ROOT:-$PWD}
+
+# Prefer local model if present, otherwise fall back to HF hub path
+model_path=${model_path:-$DATA_ROOT/model/Qwen2.5-3B-Instruct}
+if [ ! -d "$model_path" ]; then
+  model_path=Qwen/Qwen2.5-3B-Instruct
+fi
+
+# Use the default output directory produced by create_dataset.py
+train_files=$DATA_ROOT/data/math_expression_tool/train.parquet
+test_files=$DATA_ROOT/data/math_expression_tool/test.parquet
+
+# Agent config
+agent_loop_config_path=recipe/langgraph_agent/example/agent.yaml
+
+# =================== wandb ===================
+project_name=math_expression_tool
+experiment_name=qwen2.5-3b
+default_local_dir=$DATA_ROOT/checkpoint/$experiment_name
+
+# ================= algorithm =================
+adv_estimator=grpo
+
+use_kl_in_reward=false
+kl_coef=0.0
+use_kl_loss=false
+kl_loss_coef=0.0
+
+clip_ratio_low=0.2
+clip_ratio_high=0.28
+
+max_turns=8
+max_prompt_length=1024
+max_response_length=2048
+actor_lr=1e-6
+
+train_batch_size=128
+ppo_mini_batch_size=16
+n_resp_per_prompt=8
+n_resp_per_prompt_val=1
+
+# =================== logging ===================
+export RAY_LOGGING_LEVEL=DEBUG
+export HYDRA_FULL_ERROR=1
+
+# ================= performance =================
+export NCCL_IBEXT_DISABLE=1
+export NCCL_NVLS_ENABLE=1
+export NCCL_IB_HCA=mlx5
+export UCX_NET_DEVICES=mlx5_0:1,mlx5_1:1,mlx5_2:1,mlx5_3:1,mlx5_4:1,mlx5_5:1,mlx5_6:1,mlx5_7:1
+export VLLM_USE_V1=1
+export VLLM_ATTENTION_BACKEND=FLASH_ATTN
+
+infer_tp=2  # vLLM tensor parallel size
+train_sp=4  # Ulysses sequence parallel size for actor
+offload=true
+
+actor_max_token_len_per_gpu=$(( (max_prompt_length + max_response_length) * 4 ))
+log_prob_max_token_len_per_gpu=$(( actor_max_token_len_per_gpu * 2 ))
+
+train_files="['$train_files']"
+test_files="['$test_files']"
+
+python3 -m verl.trainer.main_ppo \
+    algorithm.adv_estimator=$adv_estimator \
+    algorithm.use_kl_in_reward=$use_kl_in_reward \
+    algorithm.kl_ctrl.kl_coef=$kl_coef \
+    data.train_files="$train_files" \
+    data.val_files="$test_files" \
+    data.return_raw_chat=true \
+    data.train_batch_size=$train_batch_size \
+    data.max_prompt_length=$max_prompt_length \
+    data.max_response_length=$max_response_length \
+    data.filter_overlong_prompts=true \
+    data.truncation='error' \
+    actor_rollout_ref.model.path="$model_path" \
+    actor_rollout_ref.model.use_remove_padding=true \
+    actor_rollout_ref.model.enable_gradient_checkpointing=true \
+    actor_rollout_ref.actor.use_kl_loss=$use_kl_loss \
+    actor_rollout_ref.actor.kl_loss_coef=$kl_loss_coef \
+    actor_rollout_ref.actor.clip_ratio_low=$clip_ratio_low \
+    actor_rollout_ref.actor.clip_ratio_high=$clip_ratio_high \
+    actor_rollout_ref.actor.clip_ratio_c=10.0 \
+    actor_rollout_ref.actor.optim.lr=$actor_lr \
+    actor_rollout_ref.actor.use_dynamic_bsz=true \
+    actor_rollout_ref.actor.ppo_mini_batch_size=$ppo_mini_batch_size \
+    actor_rollout_ref.actor.ppo_max_token_len_per_gpu=$actor_max_token_len_per_gpu \
+    actor_rollout_ref.actor.ulysses_sequence_parallel_size=$train_sp \
+    actor_rollout_ref.actor.fsdp_config.param_offload=$offload \
+    actor_rollout_ref.actor.fsdp_config.optimizer_offload=$offload \
+    actor_rollout_ref.ref.log_prob_max_token_len_per_gpu=$log_prob_max_token_len_per_gpu \
+    actor_rollout_ref.rollout.name=vllm \
+    actor_rollout_ref.rollout.mode=async \
+    actor_rollout_ref.rollout.tensor_model_parallel_size=$infer_tp \
+    actor_rollout_ref.rollout.multi_turn.max_user_turns=$max_turns \
+    actor_rollout_ref.rollout.multi_turn.max_assistant_turns=$max_turns \
+    actor_rollout_ref.rollout.multi_turn.format=hermes \
+    actor_rollout_ref.rollout.agent.agent_loop_config_path=$agent_loop_config_path \
+    actor_rollout_ref.rollout.gpu_memory_utilization=0.9 \
+    actor_rollout_ref.rollout.n=$n_resp_per_prompt \
+    actor_rollout_ref.rollout.val_kwargs.top_p=0.6 \
+    actor_rollout_ref.rollout.val_kwargs.temperature=1.0 \
+    actor_rollout_ref.rollout.val_kwargs.n=$n_resp_per_prompt_val \
+    trainer.logger='["console","wandb"]' \
+    trainer.project_name=$project_name \
+    trainer.experiment_name=$experiment_name \
+    trainer.n_gpus_per_node="$GPUS_PER_NODE" \
+    trainer.val_before_train=true \
+    trainer.log_val_generations=50 \
+    trainer.nnodes="$NNODES" \
+    trainer.save_freq=-1 \
+    trainer.default_local_dir="$default_local_dir" \
+    trainer.test_freq=5 \
+    trainer.total_epochs=1 "$@"
\ No newline at end of file
diff --git a/verl/recipe/langgraph_agent/react_agent_loop.py b/verl/recipe/langgraph_agent/react_agent_loop.py
new file mode 100644
index 0000000000000000000000000000000000000000..fcb6aa00a8c1f70e0014697b44f37060cd69aa83
--- /dev/null
+++ b/verl/recipe/langgraph_agent/react_agent_loop.py
@@ -0,0 +1,135 @@
+# Copyright 2024 Bytedance Ltd. and/or its affiliates
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+"""
+LangGraph React Agent Loop.
+
+This implementation is exact same as `ToolAgentLoop`.
+
+Ref: https://langchain-ai.github.io/langgraph/tutorials/workflows/
+"""
+
+from typing import Any, Literal
+
+from langchain_core.runnables import RunnableConfig
+from langgraph.graph import END, MessagesState, StateGraph
+from langgraph.prebuilt import ToolNode
+
+from recipe.langgraph_agent.chat_model import (
+    ChatModel,
+    MaxTokenExceededError,
+    convert_to_agent_output,
+)
+from verl.experimental.agent_loop.agent_loop import AgentLoopBase, AgentLoopOutput
+
+
+async def call_model(state: MessagesState, config: RunnableConfig):
+    model = config["configurable"]["model"]
+    sampling_params = config["configurable"]["sampling_params"]
+    try:
+        message = await model.ainvoke(state["messages"], sampling_params=sampling_params)
+        return {"messages": [message]}
+    except MaxTokenExceededError:
+        # last message is ToolMessage
+        return {"messages": []}
+
+
+def should_continue(state: MessagesState, config: RunnableConfig) -> Literal["tools", END]:
+    max_assistant_turns = config["configurable"]["max_assistant_turns"]
+    num_assistant_turns = 0
+    for message in state["messages"]:
+        if message.type == "ai":
+            num_assistant_turns += 1
+
+    last_message = state["messages"][-1]
+
+    # LLM call failed, e.g: max response length exceeded
+    if last_message.type == "tool":
+        return END
+
+    # max assistant turns exceeded
+    if max_assistant_turns and num_assistant_turns >= max_assistant_turns:
+        return END
+
+    # no tool calls
+    if not last_message.tool_calls:
+        return END
+
+    return "tools"
+
+
+class ReactAgentLoop(AgentLoopBase):
+    @classmethod
+    def init_class(cls, config, tokenizer, **kwargs):
+        if cls._class_initialized:
+            return
+        cls._class_initialized = True
+        print("Performing class-level ReactAgentLoop initialization")
+
+        # build graph
+        cls.graph = cls.build_graph()
+
+    @classmethod
+    def build_graph(cls) -> StateGraph:
+        workflow = StateGraph(MessagesState)
+
+        workflow.add_node("agent", call_model)
+        workflow.add_node("tools", ToolNode(cls.tools))
+        workflow.set_entry_point("agent")
+        workflow.add_conditional_edges(
+            "agent",
+            should_continue,
+            {
+                "tools": "tools",
+                END: END,
+            },
+        )
+
+        workflow.add_edge("tools", "agent")
+        graph = workflow.compile()
+        return graph
+
+    async def run(self, sampling_params: dict[str, Any], **kwargs) -> AgentLoopOutput:
+        messages = list(kwargs["raw_prompt"])
+
+        model_path = self.config.actor_rollout_ref.model.path
+        model_name = "/".join(model_path.split("/")[-2:])
+
+        rollout = self.config.actor_rollout_ref.rollout
+        model = ChatModel(
+            model=model_name,
+            client=self.server_manager,
+            tokenizer=self.tokenizer,
+            max_tokens=rollout.response_length,
+            max_parallel_calls=rollout.multi_turn.max_parallel_calls,
+            tool_parser=rollout.multi_turn.format,
+        )
+
+        model = model.bind_tools(self.tools, tool_choice="any")
+
+        config = {
+            "configurable": {
+                "model": model,
+                "sampling_params": sampling_params,
+                "max_user_turns": rollout.multi_turn.max_user_turns,
+                "max_assistant_turns": rollout.multi_turn.max_assistant_turns,
+            }
+        }
+
+        # TODO: how to handle multiple trajectories in an graph invocation?
+        # Each graph node may has its own LLM calls and state, e.g:
+        # https://github.com/google-gemini/gemini-fullstack-langgraph-quickstart
+        state = await self.graph.ainvoke(input={"messages": messages}, config=config)
+
+        output = convert_to_agent_output(state["messages"], rollout.response_length)
+        return output
diff --git a/verl/recipe/langgraph_agent/test_react_agent_loop.py b/verl/recipe/langgraph_agent/test_react_agent_loop.py
new file mode 100644
index 0000000000000000000000000000000000000000..88509cc4819706a116e38e340939307bc94a3c62
--- /dev/null
+++ b/verl/recipe/langgraph_agent/test_react_agent_loop.py
@@ -0,0 +1,202 @@
+# Copyright 2024 Bytedance Ltd. and/or its affiliates
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+import json
+import os
+
+import numpy as np
+import pytest
+import ray
+from langchain_core.tools import tool
+from omegaconf import DictConfig
+
+from recipe.langgraph_agent.react_agent_loop import ReactAgentLoop
+from tests.experimental.agent_loop.agent_utils import init_agent_loop_manager
+from verl.protocol import DataProto
+from verl.utils import hf_tokenizer
+
+
+@pytest.fixture
+def init_config() -> DictConfig:
+    from hydra import compose, initialize_config_dir
+
+    with initialize_config_dir(config_dir=os.path.abspath("verl/trainer/config")):
+        config = compose(config_name="ppo_trainer")
+    model_path = "Qwen/Qwen2.5-1.5B-Instruct"
+    config.actor_rollout_ref.model.path = model_path
+    config.actor_rollout_ref.rollout.name = os.getenv("ROLLOUT_NAME", "vllm")
+    config.actor_rollout_ref.rollout.mode = "async"
+    config.actor_rollout_ref.rollout.prompt_length = 4096
+    config.actor_rollout_ref.rollout.response_length = 4096
+    config.actor_rollout_ref.rollout.n = 4
+    config.actor_rollout_ref.rollout.agent.num_workers = 2
+
+    config.actor_rollout_ref.actor.use_dynamic_bsz = True
+    # test sleep/wake_up with fsdp offload
+    config.actor_rollout_ref.actor.fsdp_config.param_offload = True
+    config.actor_rollout_ref.actor.fsdp_config.optimizer_offload = True
+
+    return config
+
+
+@tool(parse_docstring=True)
+def get_current_temperature(location: str, unit: str = "celsius"):
+    """Get current temperature at a location.
+
+    Args:
+        location: The location to get the temperature for, in the format "City, State, Country".
+        unit: The unit to return the temperature in. Defaults to "celsius". (choices: ["celsius", "fahrenheit"])
+
+    Returns:
+        the temperature, the location, and the unit in a dict
+    """
+    print(f"[DEBUG] get_current_temperature: {location}, {unit}")
+    return {
+        "temperature": 26.1,
+        "location": location,
+        "unit": unit,
+    }
+
+
+@tool(parse_docstring=True)
+def get_temperature_date(location: str, date: str, unit: str = "celsius"):
+    """Get temperature at a location and date.
+
+    Args:
+        location: The location to get the temperature for, in the format "City, State, Country".
+        date: The date to get the temperature for, in the format "Year-Month-Day".
+        unit: The unit to return the temperature in. Defaults to "celsius". (choices: ["celsius", "fahrenheit"])
+
+    Returns:
+        the temperature, the location, the date and the unit in a dict
+    """
+    print(f"[DEBUG] get_temperature_date: {location}, {date}, {unit}")
+    return {
+        "temperature": 25.9,
+        "location": location,
+        "date": date,
+        "unit": unit,
+    }
+
+
+class TestReactAgentLoop(ReactAgentLoop):
+    @classmethod
+    def init_class(cls, config, tokenizer, **kwargs):
+        # TODO: find better way to configure tools
+        cls.tools = [get_current_temperature, get_temperature_date]
+        super().init_class(config, tokenizer, **kwargs)
+
+
+def test_react_agent(init_config):
+    ray.init(
+        runtime_env={
+            "env_vars": {
+                "TOKENIZERS_PARALLELISM": "true",
+                "NCCL_DEBUG": "WARN",
+                "VLLM_LOGGING_LEVEL": "INFO",
+                "VLLM_USE_V1": "1",
+            }
+        }
+    )
+
+    # =========================== 1. Init rollout manager ===========================
+    agent_loop_config = [
+        {
+            "_target_": "recipe.langgraph_agent.test_react_agent_loop.TestReactAgentLoop",
+            "name": "react_agent",
+        },
+    ]
+    agent_loop_config_path = "/tmp/agent_loop_config.json"
+    with open(agent_loop_config_path, "w") as f:
+        json.dump(agent_loop_config, f)
+
+    n = 2
+    init_config.actor_rollout_ref.rollout.n = n
+    # init_config.actor_rollout_ref.rollout.multi_turn.tool_config_path = tool_config_path
+    init_config.actor_rollout_ref.rollout.multi_turn.max_parallel_calls = 2
+    init_config.actor_rollout_ref.rollout.agent.agent_loop_config_path = agent_loop_config_path
+    agent_loop_manager = init_agent_loop_manager(init_config)
+
+    # =========================== 2. Generate sequences  ===========================
+    raw_prompts = [
+        [
+            {"role": "user", "content": "How are you?"},
+        ],
+        [
+            {"role": "user", "content": "What's the temperature in Los Angeles now?"},
+        ],
+        [
+            {"role": "user", "content": "What's the temperature in New York now?"},
+        ],
+        [
+            {
+                "role": "system",
+                "content": "You are Qwen, created by Alibaba Cloud. You are a helpful assistant.\n\n"
+                "Current Date: 2024-09-30",
+            },
+            {"role": "user", "content": "What's the temperature in San Francisco now? How about tomorrow?"},
+        ],
+    ]
+    batch = DataProto(
+        non_tensor_batch={
+            "raw_prompt": np.array([np.array(prompt) for prompt in raw_prompts], dtype=object),
+            "agent_name": np.array(["react_agent"] * len(raw_prompts)),
+            "data_source": np.array(["openai/gsm8k"] * len(raw_prompts)),
+            "reward_model": np.array([{"style": "rule", "ground_truth": "1.0"}] * len(raw_prompts)),
+        },
+    )
+    batch = batch.repeat(n)
+    result = agent_loop_manager.generate_sequences(prompts=batch)
+    assert len(result) == len(raw_prompts) * n
+
+    # Check turns
+    num_turns = result.non_tensor_batch["__num_turns__"]
+    print(f"num_turns: {num_turns}")
+    for i in range(len(num_turns)):
+        if i // n == 0:
+            # [user, assistant]
+            assert num_turns[i] == 2
+        else:
+            # [user, assistant, tool, assistant]
+            assert num_turns[i] == 4
+
+    # Check response_mask
+    tokenizer = hf_tokenizer(init_config.actor_rollout_ref.model.path)
+    responses = result.batch["responses"]
+    response_mask = result.batch["response_mask"]
+    attention_mask = result.batch["attention_mask"]
+    assert responses.size() == response_mask.size(), f"{responses.size()} != {response_mask.size()}"
+    response_length = response_mask.size(1)
+
+    for i in range(len(responses)):
+        # response with tool response
+        valid_tokens = responses[i][attention_mask[i][-response_length:].bool()]
+        response_with_obs = tokenizer.decode(valid_tokens)
+
+        # response without tool response
+        valid_tokens = responses[i][response_mask[i].bool()]
+        response_without_obs = tokenizer.decode(valid_tokens)
+
+        assert "<tool_response>" not in response_without_obs, (
+            f"found <tool_response> in response: {response_without_obs}"
+        )
+        assert "</tool_response>" not in response_without_obs, (
+            f"found </tool_response> in response: {response_without_obs}"
+        )
+        print("=========================")
+        print(response_with_obs)
+        print("---")
+        print(response_without_obs)
+
+    print("Test passed!")
+    ray.shutdown()
diff --git a/verl/recipe/minicpmo/rl_dataset.py b/verl/recipe/minicpmo/rl_dataset.py
new file mode 100644
index 0000000000000000000000000000000000000000..5f6eb1b3f0cb893ca173902f76fb8aa51c1b7714
--- /dev/null
+++ b/verl/recipe/minicpmo/rl_dataset.py
@@ -0,0 +1,571 @@
+# Copyright 2024 Bytedance Ltd. and/or its affiliates
+# Copyright 2023-2024 SGLang Team
+# Copyright 2025 ModelBest Inc. and/or its affiliates
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import copy
+import logging
+import math
+import os
+import re
+from typing import Optional
+
+import datasets
+import torch
+from omegaconf import DictConfig, ListConfig
+from PIL import Image
+from torch.utils.data import Dataset
+from torchvision import transforms
+from transformers import PreTrainedTokenizer, ProcessorMixin
+
+import verl.utils.torch_functional as verl_F
+from verl.utils.dataset.vision_utils import process_image
+from verl.utils.model import compute_position_id_with_mask
+
+logger = logging.getLogger(__name__)
+
+
+def build_transform():
+    IMAGENET_INCEPTION_MEAN = (0.5, 0.5, 0.5)  # timm.data.IMAGENET_INCEPTION_MEAN
+    IMAGENET_INCEPTION_STD = (0.5, 0.5, 0.5)  # timm.data.IMAGENET_INCEPTION_STD
+    return transforms.Compose(
+        [
+            transforms.ToTensor(),
+            transforms.Normalize(mean=IMAGENET_INCEPTION_MEAN, std=IMAGENET_INCEPTION_STD),
+        ]
+    )
+
+
+def build_image_bound(input_ids, tokenizer, new_schema=True, logger=None):
+    if new_schema:
+        start_cond = (input_ids == tokenizer.im_start_id) | (input_ids == tokenizer.slice_start_id)
+        end_cond = (input_ids == tokenizer.im_end_id) | (input_ids == tokenizer.slice_end_id)
+    else:
+        start_cond = input_ids == tokenizer.im_start_id
+        end_cond = input_ids == tokenizer.im_end_id
+    image_start_tokens = torch.where(start_cond)[0]
+    image_start_tokens += 1
+    image_end_tokens = torch.where(end_cond)[0]
+    if len(image_start_tokens) != len(image_end_tokens):
+        logger.error("image start token != image end tokens")
+        raise Exception("image start token != image end tokens")
+    if len(image_start_tokens) > 0:
+        image_bound = torch.hstack([image_start_tokens.unsqueeze(-1), image_end_tokens.unsqueeze(-1)])
+    else:
+        image_bound = []
+    return image_bound
+
+
+def preprocess(
+    images_dict,
+    conversations,
+    tokenizer,
+    transform,
+    query_nums=64,
+    slice_config=None,
+    llm_type=None,
+    patch_size=14,
+    batch_vision=False,
+    max_length=2048,
+    truncation="error",
+    apply_chat_template_kwargs=None,
+    logger=None,
+):
+    """
+    single(multi) image(s) preprocess, the image(s) will be placed at the top of the conversation
+    """
+    conversations = copy.deepcopy(conversations)
+    assert conversations[0]["role"] == "user", "the first role must be user"
+
+    if slice_config is not None:
+        assert isinstance(slice_config, dict)
+        assert "patch_size" in slice_config
+        assert "max_slice_nums" in slice_config
+        assert "scale_resolution" in slice_config
+    default_image_placeholder = tokenizer.im_start + tokenizer.unk_token * query_nums + tokenizer.im_end
+    new_schema = False
+    use_image_id = False
+    if llm_type == "qwen":
+        new_schema = True
+        use_image_id = True
+    image_placeholder_dict = {}
+    images = []
+    image_id_cnt = 0
+    for img_name, image in images_dict.items():
+        if slice_config:
+            source_image, patches, best_grid = slice_image(
+                image,
+                slice_config["max_slice_nums"],
+                slice_config["scale_resolution"],
+                slice_config["patch_size"],
+            )
+            images.append(source_image)
+            image_placeholder = default_image_placeholder
+            if len(patches) > 0:
+                for i in range(len(patches)):
+                    for j in range(len(patches[0])):
+                        images.append(patches[i][j])
+                if use_image_id:
+                    image_placeholder = (
+                        f"{tokenizer.im_id_start}{image_id_cnt}{tokenizer.im_id_end}" + image_placeholder
+                    )
+                    image_id_cnt += 1
+                image_placeholder += get_grid_placeholder(tokenizer, best_grid, query_nums, new_schema=new_schema)
+            image_placeholder_dict[img_name] = image_placeholder
+        else:
+            images.append(image)
+            if use_image_id:
+                image_placeholder = f"{tokenizer.im_id_start}{image_id_cnt}{tokenizer.im_id_end}" + image_placeholder
+                image_id_cnt += 1
+            else:
+                image_placeholder = default_image_placeholder
+            image_placeholder_dict[img_name] = image_placeholder
+
+    images = [transform(i) for i in images]
+
+    if len(images_dict) == 1 and "<image>" in images_dict:
+        if "<image>" in conversations[0]["content"]:
+            conversations[0]["content"] = conversations[0]["content"].replace("<image>", image_placeholder)
+        else:
+            conversations[0]["content"] = image_placeholder + "\n" + conversations[0]["content"]
+    else:
+        pattern = r"<image_\d+>"
+        new_conversations = []
+        for conversation in conversations:
+            content = conversation["content"]
+            parts = re.split(f"({pattern})", content)
+            for i, part in enumerate(parts):
+                if not part.strip():
+                    continue
+                if re.match(pattern, part):
+                    if part in image_placeholder_dict:
+                        parts[i] = image_placeholder_dict[part]
+                    else:
+                        raise Exception(f"not found {part} in image dict")
+            conversation["content"] = "\n".join(parts)
+            new_conversations.append(conversation)
+        conversations = new_conversations
+
+    # TODO change role in conversation for different llm
+    prompt_with_chat_template = tokenizer.apply_chat_template(
+        conversations, add_generation_prompt=True, tokenize=False, **(apply_chat_template_kwargs or {})
+    )
+
+    input_ids, attention_mask = verl_F.tokenize_and_postprocess_data(
+        prompt=prompt_with_chat_template,
+        tokenizer=tokenizer,
+        max_length=max_length,
+        pad_token_id=tokenizer.pad_token_id,
+        left_pad=True,
+        truncation=truncation,
+    )
+    position_ids = compute_position_id_with_mask(attention_mask)
+    image_bound = build_image_bound(input_ids[0], tokenizer, new_schema, logger)
+
+    input_dict = {
+        "input_ids": input_ids[0],
+        "attention_mask": attention_mask[0],
+        "position_ids": position_ids[0],
+        "image_bound": image_bound,
+    }
+
+    if batch_vision:
+        tgt_sizes = []
+        reshape_images = []
+        for image in images:
+            H, W = image.shape[1:]
+            reshape_image = reshape_by_patch(image, patch_size)
+            reshape_images.append(reshape_image)
+            tgt_sizes.append([H // patch_size, W // patch_size])
+        if tgt_sizes:
+            tgt_sizes = torch.Tensor(tgt_sizes).type(torch.int32)
+
+        input_dict["pixel_values"] = reshape_images
+        input_dict["tgt_sizes"] = tgt_sizes
+
+    else:
+        input_dict["pixel_values"] = images
+        input_dict["tgt_sizes"] = []
+
+    return input_dict
+
+
+def slice_image(image, max_slice_nums=9, scale_resolution=448, patch_size=14, never_split=False):
+    original_size = image.size
+    original_width, original_height = original_size
+    log_ratio = math.log(original_width / original_height)
+    ratio = original_width * original_height / (scale_resolution * scale_resolution)
+    multiple = min(math.ceil(ratio), max_slice_nums)
+
+    source_image = None
+    best_grid = None
+    patches = []
+
+    if multiple <= 1 or never_split:
+        # dont need to slice, upsample
+        best_size = find_best_resize(original_size, scale_resolution, patch_size, allow_upscale=True)
+        source_image = image.resize(best_size, Image.Resampling.BICUBIC)
+    else:
+        candidate_split_grids_nums = []
+        for i in [multiple - 1, multiple, multiple + 1]:
+            if i == 1 or i > max_slice_nums:
+                continue
+            candidate_split_grids_nums.append(i)
+
+        # source image, down-sampling and ensure divided by patch_size
+        best_resize = find_best_resize(original_size, scale_resolution, patch_size)
+        source_image = image.copy().resize(best_resize, Image.Resampling.BICUBIC)
+        candidate_grids = []
+
+        # find best grid
+        for split_grids_nums in candidate_split_grids_nums:
+            m = 1
+            while m <= split_grids_nums:
+                if split_grids_nums % m == 0:
+                    candidate_grids.append([m, split_grids_nums // m])
+                m += 1
+
+        best_grid = [1, 1]
+        min_error = float("inf")
+        for grid in candidate_grids:
+            error = abs(log_ratio - math.log(grid[0] / grid[1]))
+            if error < min_error:
+                best_grid = grid
+                min_error = error
+
+        refine_size = get_refine_size(original_size, best_grid, scale_resolution, patch_size, allow_upscale=True)
+
+        refine_image = image.resize(refine_size, Image.Resampling.BICUBIC)
+        patches = split_to_patches(refine_image, best_grid)
+
+    return source_image, patches, best_grid
+
+
+def ensure_divide(length, patch_size):
+    return max(round(length / patch_size) * patch_size, patch_size)
+
+
+def find_best_resize(original_size, scale_resolution, patch_size, allow_upscale=False):
+    width, height = original_size
+    if (width * height > scale_resolution * scale_resolution) or allow_upscale:
+        r = width / height
+        height = int(scale_resolution / math.sqrt(r))
+        width = int(height * r)
+    best_width = ensure_divide(width, patch_size)
+    best_height = ensure_divide(height, patch_size)
+    return (best_width, best_height)
+
+
+def get_refine_size(original_size, grid, scale_resolution, patch_size, allow_upscale=False):
+    width, height = original_size
+    grid_x, grid_y = grid
+
+    refine_width = ensure_divide(width, grid_x)
+    refine_height = ensure_divide(height, grid_y)
+
+    grid_width = refine_width / grid_x
+    grid_height = refine_height / grid_y
+
+    best_grid_size = find_best_resize(
+        (grid_width, grid_height),
+        scale_resolution,
+        patch_size,
+        allow_upscale=allow_upscale,
+    )
+
+    refine_size = (best_grid_size[0] * grid_x, best_grid_size[1] * grid_y)
+
+    return refine_size
+
+
+def split_to_patches(image, grid):
+    patches = []
+    width, height = image.size
+    grid_x = int(width / grid[0])
+    grid_y = int(height / grid[1])
+
+    for i in range(0, height, grid_y):
+        images = []
+        for j in range(0, width, grid_x):
+            box = (j, i, j + grid_x, i + grid_y)
+            patch = image.crop(box)
+            images.append(patch)
+        patches.append(images)
+
+    return patches
+
+
+def get_grid_placeholder(tokenizer, grid, query_num, new_schema=False):
+    if new_schema:
+        image_placeholder = tokenizer.slice_start + tokenizer.unk_token * query_num + tokenizer.slice_end
+    else:
+        image_placeholder = tokenizer.im_start + tokenizer.unk_token * query_num + tokenizer.im_end
+
+    cols = grid[0]
+    rows = grid[1]
+    slices = []
+    for i in range(rows):
+        lines = []
+        for j in range(cols):
+            lines.append(image_placeholder)
+        slices.append("".join(lines))
+    if new_schema:
+        slice_placeholder = "\n".join(slices)
+    else:
+        slice_placeholder = tokenizer.slice_start + "\n".join(slices) + tokenizer.slice_end
+    return slice_placeholder
+
+
+def reshape_by_patch(image_tensor, patch_size):
+    """
+    :param image_tensor: shape [3, H, W]
+    :param patch_size:
+    :return: [3, patch_size, HW/patch_size]
+    """
+    patches = torch.nn.functional.unfold(image_tensor, (patch_size, patch_size), stride=(patch_size, patch_size))
+
+    patches = patches.reshape(image_tensor.size(0), patch_size, patch_size, -1)
+    patches = patches.permute(0, 1, 3, 2).reshape(image_tensor.size(0), patch_size, -1)
+    return patches
+
+
+def init_minicpmo_config(processor, config):
+    """Initialize MiniCPM-o specific configuration"""
+    minicpmo_config = {
+        "transform": build_transform(),
+        "patch_size": config.get("patch_size", 14),
+        "query_nums": config.get("query_nums", 64),
+        "slice_config": config.get(
+            "slice_config", {"max_slice_nums": 9, "patch_size": config.get("patch_size", 14), "scale_resolution": 448}
+        ),
+        "llm_type": config.get("llm_type", "qwen"),
+        "batch_vision": config.get("batch_vision", True),
+    }
+    return minicpmo_config
+
+
+def process_minicpmo_data(
+    row_dict,
+    messages,
+    tokenizer,
+    minicpmo_config,
+    image_key,
+    max_prompt_length,
+    truncation,
+    apply_chat_template_kwargs,
+    logger,
+):
+    """Process data for MiniCPM-o model"""
+    if len(row_dict[image_key]) == 1:
+        multi_modal_data = {}
+        image = process_image(row_dict.pop(image_key)[0])
+        multi_modal_data["image"] = [image]
+        images_dict = {"<image>": image}
+    else:
+        raise NotImplementedError
+
+    model_inputs = preprocess(
+        images_dict,
+        messages,
+        tokenizer,
+        minicpmo_config["transform"],
+        query_nums=minicpmo_config["query_nums"],
+        slice_config=minicpmo_config["slice_config"],
+        llm_type=minicpmo_config["llm_type"],
+        patch_size=minicpmo_config["patch_size"],
+        batch_vision=minicpmo_config["batch_vision"],
+        max_length=max_prompt_length,
+        truncation=truncation,
+        apply_chat_template_kwargs=apply_chat_template_kwargs,
+        logger=logger,
+    )
+
+    raw_prompt = tokenizer.apply_chat_template(
+        messages, add_generation_prompt=True, tokenize=False, **(apply_chat_template_kwargs or {})
+    )
+    raw_prompt = raw_prompt.replace("<image>", "(<image>./</image>)")
+
+    return model_inputs, multi_modal_data, raw_prompt
+
+
+class RLHFDataset(Dataset):
+    """
+    Load and preprocess RLHF data from Parquet files.
+
+    - Caches files locally.
+    - Reads into a HuggingFace Dataset and tokenizes prompts.
+    - Optionally handles images/videos via a ProcessorMixin.
+    - Filters prompts over a max length.
+    - Supports resuming from checkpoints.
+
+    Args:
+        data_files (str or list): Path(s) to Parquet file(s).
+        tokenizer (PreTrainedTokenizer): For the tokenization of text to token IDs.
+        config (DictConfig): Options like cache_dir, prompt_key, max_prompt_length, truncation, etc.
+        processor (ProcessorMixin, optional): Multimodal preprocessor for images/videos.
+    """
+
+    def __init__(
+        self,
+        data_files: str | list[str],
+        tokenizer: PreTrainedTokenizer,
+        config: DictConfig,
+        processor: Optional[ProcessorMixin] = None,
+    ):
+        if not isinstance(data_files, list | ListConfig):
+            data_files = [data_files]
+
+        self.data_files = copy.deepcopy(data_files)
+        self.original_data_files = copy.deepcopy(data_files)  # use for resume
+        self.tokenizer = tokenizer
+        self.processor = processor
+        self.config = config
+
+        self.cache_dir = os.path.expanduser(config.get("cache_dir", "~/.cache/verl/rlhf"))
+        self.prompt_key = config.get("prompt_key", "prompt")
+        self.image_key = config.get("image_key", "images")
+        self.video_key = config.get("video_key", "videos")
+        self.max_prompt_length = config.get("max_prompt_length", 1024)
+        self.return_raw_chat = config.get("return_raw_chat", False)
+        self.return_full_prompt = config.get("return_full_prompt", False)
+        self.truncation = config.get("truncation", "error")
+        self.filter_overlong_prompts = config.get("filter_overlong_prompts", True)
+        self.apply_chat_template_kwargs = config.get("apply_chat_template_kwargs", {})
+
+        self.num_workers = config.get("filter_overlong_prompts_workers", max(1, os.cpu_count() // 4))
+        self.num_workers = min(self.num_workers, os.cpu_count())
+        self.use_shm = config.get("use_shm", False)
+        self.chat_template_func = config.get("chat_template_func", None)
+        self.need_tools_kwargs = config.get("need_tools_kwargs", False)
+        self.filter_prompts = config.get("filter_prompts", True)
+        self.serialize_dataset = False
+        self.minicpmo_config = init_minicpmo_config(self.processor, config)
+        self._download()
+        self._read_files_and_tokenize()
+
+    def _download(self, use_origin_parquet=False):
+        from verl.utils.fs import copy_to_local
+
+        data_files = self.data_files if not use_origin_parquet else self.original_data_files
+        for i, parquet_file in enumerate(data_files):
+            self.data_files[i] = copy_to_local(src=parquet_file, cache_dir=self.cache_dir, use_shm=self.use_shm)
+
+    def _read_files_and_tokenize(self):
+        dataframes = []
+        for parquet_file in self.data_files:
+            # read parquet files and cache
+            dataframe = datasets.load_dataset("parquet", data_files=parquet_file)["train"]
+            dataframes.append(dataframe)
+        self.dataframe: datasets.Dataset = datasets.concatenate_datasets(dataframes)
+
+        print(f"dataset len: {len(self.dataframe)}")
+
+    def resume_dataset_state(self):
+        self.serialize_dataset = not hasattr(self, "original_data_files")
+        # resume dataframe if not it's serialized in data.pt
+        if not self.serialize_dataset:
+            self._download(use_origin_parquet=True)  # download and resume from original parquet files
+            self._read_files_and_tokenize()
+        else:
+            print(r"old dataloader ckpt file is used, please train from scratch for better ckpt performance")
+
+    def __len__(self):
+        return len(self.dataframe)
+
+    def _build_messages(self, example: dict):
+        return example.pop(self.prompt_key)
+
+    def __getitem__(self, item):
+        """
+        Note that we also return the raw_input_ids so that it can be combined with other chat template
+        """
+        row_dict: dict = self.dataframe[item]
+        messages = self._build_messages(row_dict)
+        model_inputs = {}
+
+        if self.processor is not None:
+            model_inputs, multi_modal_data, raw_prompt = process_minicpmo_data(
+                row_dict,
+                messages,
+                self.tokenizer,
+                self.minicpmo_config,
+                self.image_key,
+                self.max_prompt_length,
+                self.truncation,
+                self.apply_chat_template_kwargs,
+                logger,
+            )
+            input_ids = model_inputs.pop("input_ids")
+            attention_mask = model_inputs.pop("attention_mask")
+            position_ids = model_inputs.pop("position_ids")
+
+            # There's a trap here, multi_modal_inputs has to be a dict, not BatchFeature
+            row_dict["multi_modal_data"] = multi_modal_data
+            row_dict["multi_modal_inputs"] = dict(model_inputs)
+        else:
+            raw_prompt = self.tokenizer.apply_chat_template(
+                messages, add_generation_prompt=True, tokenize=False, **self.apply_chat_template_kwargs
+            )
+            model_inputs = self.tokenizer(raw_prompt, return_tensors="pt", add_special_tokens=False)
+            input_ids = model_inputs.pop("input_ids")
+            attention_mask = model_inputs.pop("attention_mask")
+            position_ids = compute_position_id_with_mask(attention_mask)
+
+        row_dict["input_ids"] = input_ids
+        row_dict["attention_mask"] = attention_mask
+        row_dict["position_ids"] = position_ids
+
+        raw_prompt_ids = self.tokenizer.encode(raw_prompt, add_special_tokens=False)
+        if len(raw_prompt_ids) > self.max_prompt_length:
+            if self.truncation == "left":
+                raw_prompt_ids = raw_prompt_ids[-self.max_prompt_length :]
+            elif self.truncation == "right":
+                raw_prompt_ids = raw_prompt_ids[: self.max_prompt_length]
+            elif self.truncation == "middle":
+                left_half = self.max_prompt_length // 2
+                right_half = self.max_prompt_length - left_half
+                raw_prompt_ids = raw_prompt_ids[:left_half] + raw_prompt_ids[-right_half:]
+            elif self.truncation == "error":
+                raise RuntimeError(f"Prompt length {len(raw_prompt_ids)} is longer than {self.max_prompt_length}.")
+
+        row_dict["raw_prompt_ids"] = raw_prompt_ids
+        # encode prompts without chat template
+        if self.return_raw_chat:
+            row_dict["raw_prompt"] = messages
+
+        # get prompts with chat template
+        if self.return_full_prompt:
+            row_dict["full_prompts"] = raw_prompt  # array of strings
+
+        # add index for each prompt
+        index = row_dict.get("extra_info", {}).get("index", 0)
+        tools_kwargs = row_dict.get("extra_info", {}).get("tools_kwargs", {})
+        interaction_kwargs = row_dict.get("extra_info", {}).get("interaction_kwargs", {})
+        need_tools_kwargs = row_dict.get("extra_info", {}).get("need_tools_kwargs", self.need_tools_kwargs)
+        if need_tools_kwargs and not tools_kwargs:
+            logger.warning("tools_kwargs is empty for index {}, data source: {}", index, row_dict["data_source"])
+        row_dict["index"] = index
+        row_dict["tools_kwargs"] = tools_kwargs
+        row_dict["interaction_kwargs"] = interaction_kwargs
+        return row_dict
+
+    def __getstate__(self):
+        if not self.serialize_dataset:
+            state = self.__dict__.copy()
+
+            if "dataframe" in state:
+                del state["dataframe"]
+            return state
+
+        return self.__dict__.copy()
diff --git a/verl/recipe/one_step_off_policy/README.md b/verl/recipe/one_step_off_policy/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..e9ac98deaeb63abc3b7601102246b3dae2c991d7
--- /dev/null
+++ b/verl/recipe/one_step_off_policy/README.md
@@ -0,0 +1,298 @@
+# Recipe: One Step Off Policy Async Trainer
+
+**Author:**  `https://github.com/meituan-search`
+
+Last updated: 07/17/2025.
+
+## Introduction
+
+### Background
+
+The current reinforcement learning training process implemented by verl is synchronous, adhering to the algorithmic
+workflows of established methods like PPO, GRPO, and DAPO. In each step, training samples are generated by the latest
+model, and the model is updated after training completes. While this approach aligns with off-policy reinforcement
+learning and stabilizes RL training, but it suffers from severe efficiency issues.
+Model updates must wait for the longest output in the generation phase to complete.
+During the generation of long-tail samples, GPUs remain idle, resulting in significant underutilization.
+The more severe the long-tail problem in sample generation, the lower the overall training efficiency.
+For example, in DAPO 32B training, the Rollout phase accounts for approximately 70% of the total time,
+and increasing resources does not reduce the Rollout duration.
+
+![DAPO 32B Math Performance](
+https://raw.githubusercontent.com/eric-haibin-lin/verl-community/refs/heads/main/docs/dapo_32b_math.png)
+> source data: https://wandb.ai/verl-org/DAPO%20Reproduction%20on%20verl/workspace?nw=nwusertongyuxuan361
+
+### Solution
+
+We have implemented the **One Step Off Async Trainer** to help alleviate this issue. This approach parallelizes the
+generation and training processes, utilizing samples generated in the previous step for current training.
+It also involves appropriately partitioning resources, allocating dedicated resources for generation while automatically
+assigning the remainder to training. By reducing resources allocated to the generation phase, we mitigate GPU idle time
+during long-tail sample generation. Throughout this process, generation and training parameters maintain a one-step off
+policy.
+
+![One Step Off Policy Diagram](
+https://raw.githubusercontent.com/eric-haibin-lin/verl-community/refs/heads/main/docs/one_step_off_policy.png)
+> reference: [AReaL: A Large-Scale Asynchronous Reinforcement Learning System for Language Reasoning](
+> https://arxiv.org/abs/2505.24298)
+> original work: [Asynchronous RLHF: Faster and More Efficient Off-Policy RL for Language Models](https://arxiv.org/abs/2410.18252)
+
+Our core contributions include:
+
+1. **Parallel Generation and Training**:  
+   Samples for the next batch are asynchronously generated while the current batch is being trained.
+
+2. **Resource Isolation**:  
+   Unlike `hybrid_engine`, this method requires explicit resource allocation for rollout, with remaining resources
+   automatically assigned to training.
+
+3. **NCCL Parameter Synchronization**:  
+   Employs NCCL communication primitives for seamless parameter transfer between generation and training modules.
+
+### Experimental Results
+
+- **Machine Configuration**: 2 nodes with 16 H20 GPUs each
+    - Generation: 4 GPUs
+    - Training: 12 GPUs
+- **Model**: Qwen2.5-Math-7B
+- **Rollout Configuration**:
+- **Max Response Length**: FSDP2: 20,480 tokens; Megatron: 8,192 tokens
+- **Algorithm**: DAPO
+- **Rollout Engine**: vLLM
+
+| training mode          | engine        | step | gen | wait_prev_gen | generate_sequences | old_log_prob | update_actor | total time    | acc/best@32/mean | acc/maj@32/mean |
+|------------------------|---------------|------|-----|---------------|--------------------|--------------|--------------|---------------|------------------|-----------------|
+| colocate sync          | VLLM+FSDP2    | 749  | 321 | -             | 247                | 88           | 286          | 19h18m        | 0.5948           | 0.417           |
+| one-step-overlap async | VLLM+FSDP2    | 520  | -   | 45            | 458                | 108          | 337          | 15h34m（+23%）  | 0.6165           | 0.494           |
+| colocate sync          | VLLM+Megatron | 699  | 207 | -             | 162                | 119          | 344          | 18h21m        | 0.605            | 0.4217          |
+| one-step-overlap async | VLLM+Megatron | 566  | -   | 59            | 501                | 120          | 347          | 13h06m (+40%) | 0.6569           | 0.4038          |
+
+* colocate sync: step ≈ gen + old_log_prob + update_actor
+* one-step-overlap async: step ≈ wait_prev_gen + old_log_prob + update_actor
+
+![One Step Off Megatron Performance](
+https://raw.githubusercontent.com/eric-haibin-lin/verl-community/refs/heads/main/docs/one_step_off_megatron.png)
+
+> source data: https://wandb.ai/hou-zg-meituan/one-step-off-policy?nw=nwuserhouzg
+
+## Implementation
+
+### One Step Off Policy Async Pipline
+
+Our implemented **One Step Off Policy Async Pipeline** integrates seamlessly into existing training logic at minimal
+cost,
+eliminating the need for additional sample storage management. The core mechanism uses `async_gen_next_batch`
+for asynchronous rollout generation while maintaining continuous operation during epoch transitions
+via `create_continuous_iterator`.
+
+```python
+# iterator generator, simplify one-step integration of the training process
+def _create_continuous_iterator(self):
+    for epoch in range(self.config.trainer.total_epochs):
+        iterator = iter(self.train_dataloader)
+        for batch_dict in iterator:
+            yield epoch, batch_dict
+
+
+# read next batch samples, parameters sync and launch asyn gen_seq
+def _async_gen_next_batch(self, continuous_iterator):
+    # read train_data
+    try:
+        epoch, batch_dict = next(continuous_iterator)
+    except StopIteration:
+        return None
+    batch = DataProto.from_single_dict(batch_dict)
+    gen_batch = batch_pocess(batch)
+    # sync weights from actor to rollout
+    self.sync_rollout_weights()
+    # async generation
+    gen_batch_output = self.rollout_wg.async_generate_sequences(gen_batch)
+    # future encapsulated
+    return GenerationBatchFuture(epoch, batch, gen_batch_output)
+
+
+continuous_iterator = self._create_continuous_iterator()
+# run rollout first to achieve one-step-off
+batch_data_future = self._async_gen_next_batch(continuous_iterator)
+
+while batch_data_future is not None:
+    # wait for the gen_seq result from the previous step
+    batch = batch_data_future.get()
+    # launch the next async call to generate sequences
+    batch_data_future = self._async_gen_next_batch(continuous_iterator)
+
+    # compute advantages 
+    batch = critic.compute_values(batch)
+    batch = reference.compute_log_prob(batch)
+    batch = reward.compute_reward(batch)
+    batch = compute_advantages(batch)
+
+    # model update
+    critic_metrics = critic.update_critic(batch)
+    actor_metrics = actor.update_actor(batch)
+```
+
+### Parameter Synchronization
+
+The exciting point is that our nccl based weights updating for rollout model has great performance.
+At most of time, the latency is under 300ms, which is negligible for RLHF.
+
+> **sync_rollout_weights**：The time for synchronizing parameters from actor to rollout is extremely fast and can almost
+> be ignored because it is implemented with nccl.
+
+```python
+class ActorRolloutRefWorker:
+    # actor acquires the meta-info of model parameters for parameter sync
+    @register(dispatch_mode=Dispatch.ONE_TO_ALL)
+    def get_actor_weights_info(self):
+        params = self._get_actor_params()
+        ret = []
+        for key, tensor in params.items():
+            ret.append((key, tensor.size(), tensor.dtype))
+        self._weights_info = ret
+        return ret
+
+    # rollout sets the meta-info of model parameters for parameter sync
+    @register(dispatch_mode=Dispatch.ONE_TO_ALL)
+    def set_actor_weights_info(self, weights_info):
+        self._weights_info = weights_info
+
+
+class AsyncRayPPOTrainer(RayPPOTrainer):
+    def init_workers(self):
+
+
+...
+# rollout obtains the meta-info of model parameters from the actor for parameter sync
+weights_info = self.actor_wg.get_actor_weights_info()[0]
+self.rollout_wg.set_actor_weights_info(weights_info)
+
+# Create an actor-rollout communication group for parameter sync
+actor_rollout_workers = self.actor_wg.workers + self.rollout_wg.workers
+collective.create_collective_group(
+    actor_rollout_workers,
+    len(actor_rollout_workers),
+    list(range(0, len(actor_rollout_workers))),
+    backend="nccl",
+    group_name="actor_rollout"
+)
+```
+
+```python
+# drive process call the actor and rollout respectively to sync parameters by nccl 
+def sync_rollout_weights(self):
+    self.actor_wg.sync_rollout_weights()
+    ray.get(self.rollout_wg.sync_rollout_weights())
+
+
+# fsdp model parameter sync
+@register(dispatch_mode=Dispatch.ONE_TO_ALL, blocking=False)
+def sync_rollout_weights(self):
+    params = self._get_actor_params() if self._is_actor else None
+    if self._is_rollout:
+        inference_model = (
+            self.rollout.inference_engine.llm_engine.model_executor.driver_worker.worker.model_runner.model
+        )
+        from verl.utils.vllm.patch import patch_vllm_moe_model_weight_loader
+        patch_vllm_moe_model_weight_loader(inference_model)
+    # Model parameters are broadcast tensor-by-tensor from actor to rollout
+    for key, shape, dtype in self._weights_info:
+        tensor = torch.empty(shape, dtype=dtype, device=get_torch_device().current_device())
+        if self._is_actor:
+            assert key in params
+            origin_data = params[key]
+            if hasattr(origin_data, "full_tensor"):
+                origin_data = origin_data.full_tensor()
+            if torch.distributed.get_rank() == 0:
+                tensor.copy_(origin_data)
+        from ray.util.collective import collective
+
+        collective.broadcast(tensor, src_rank=0, group_name="actor_rollout")
+        if self._is_rollout:
+            inference_model.load_weights([(key, tensor)])
+```
+
+## Usage
+
+### FSDP2 Configuration Example
+
+```shell
+python3 -m recipe.one_step_off_policy.async_main_ppo \
+    --config-path=config \
+    --config-name='one_step_off_ppo_trainer.yaml' \
+    actor_rollout_ref.actor.strategy=fsdp2 \
+    # actor and rollout are placed separately
+    actor_rollout_ref.hybrid_engine=False \
+    # actor and rollout resource
+    trainer.nnodes=1 \
+    trainer.n_gpus_per_node=6 \
+    rollout.nnodes=1 \
+    rollout.n_gpus_per_node=2
+```
+
+### Megatron Configuration Example
+
+```shell
+python3 -m recipe.one_step_off_policy.async_main_ppo \
+    --config-path=config \
+    --config-name='one_step_off_ppo_megatron_trainer.yaml' \
+    actor_rollout_ref.actor.strategy=megatron \
+    # actor and rollout are placed separately
+    actor_rollout_ref.hybrid_engine=False \
+    # actor and rollout resource
+    trainer.nnodes=1 \
+    trainer.n_gpus_per_node=6 \
+    rollout.nnodes=1 \
+    rollout.n_gpus_per_node=2
+```
+
+### Configuration Guidelines
+
+1. **Card Number Relationships**  
+   Maintain either of these relationships for optimal batch distribution:
+    - `actor_rollout_ref.rollout.n` should be an integer divisor of:  
+      `trainer.n_gpus_per_node * trainer.nnodes`
+    - `actor_rollout_ref.rollout.n * data.train_batch_size` should be evenly divisible by:  
+      `trainer.n_gpus_per_node * trainer.nnodes`
+
+   > Rationale: Ensures training samples can be evenly distributed across training GPUs when using partial resources for
+   generation.
+
+2. **Dynamic Resource Tuning**  
+   Adjust `trainer.nnodes` `trainer.n_gpus_per_node` `rollout.nnodes` `rollout.n_gpus_per_node` based on phase
+   durations:
+    - **Ideal state**: Rollout and training phases have comparable durations
+    - **Diagnostic metrics**:
+        - Monitor `wait_prev_gen` duration
+        - Analyze `sequence_length` distribution
+    - **Adjustment strategy**:
+        - High `wait_prev_gen` + uniform sequence lengths → Increase rollout resources
+        - High `wait_prev_gen` + long-tail sequences → Optimize stopping criteria (resource increase won't help)
+   > **wait_prev_gen**：The time consumed waiting for the previous rollout to end (the part that is not fully
+   overlapped).
+   **Resource Configuration Strategies:**
+    - **Resource-constrained scenario**: Optimize resource utilization by adjusting GPU allocation ratios,
+      keeping the number of nodes equal to allow training and rollout to share nodes;
+        - Configure `trainer.nnodes = rollout.nnodes` with
+          `trainer.n_gpus_per_node + rollout.n_gpus_per_node = physical_gpus_per_node`. Control rollout resource
+          allocation by adjusting `n_gpus_per_node`.
+    - **Resource-abundant scenario**: Optimize performance by adjusting the number of nodes,
+      keeping the number of GPUs per node equal to enable independent scaling of training and rollout
+      parallelism.
+        - Configure `trainer.n_gpus_per_node = rollout.n_gpus_per_node` and control rollout resource allocation by
+          adjusting `trainer.nnodes` and `rollout.nnodes`to achieve optimal performance.
+   > **Note**: The total number of nodes required by the system is not simply `trainer.nnodes + rollout.nnodes`. The
+   > actual calculation depends on GPU capacity:
+   > - When `trainer.n_gpus_per_node + rollout.n_gpus_per_node <= physical_gpus_per_node`,
+       > the required node count is `max(trainer.nnodes, rollout.nnodes)`
+   > - When `trainer.n_gpus_per_node + rollout.n_gpus_per_node > physical_gpus_per_node`,
+       > the required node count is `trainer.nnodes + rollout.nnodes`
+
+## Functional Support
+
+| Category           | Support Situation                                                                                               |
+|--------------------|-----------------------------------------------------------------------------------------------------------------|
+| train engine       | FSDP2  <br/> Megatron                                                                                           |
+| rollout engine     | vLLM                                                                                                            |
+| AdvantageEstimator | GRPO <br/> GRPO_PASSK <br/> REINFORCE_PLUS_PLUS <br/> RLOO <br/> OPO <br/> REINFORCE_PLUS_PLUS_BASELINE<br/>GPG |
+| Reward             | all                                                                                                             |
diff --git a/verl/recipe/one_step_off_policy/config/one_step_off_ppo_megatron_trainer.yaml b/verl/recipe/one_step_off_policy/config/one_step_off_ppo_megatron_trainer.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..b6ea846e200351ab20483e817fec96debccf3228
--- /dev/null
+++ b/verl/recipe/one_step_off_policy/config/one_step_off_ppo_megatron_trainer.yaml
@@ -0,0 +1,14 @@
+hydra:
+  searchpath:
+    - file://verl/trainer/config
+
+defaults:
+  - ppo_megatron_trainer
+  - _self_
+
+# config for the rollout (only for resource isolation)
+rollout:
+  # Number of nodes used in the rollout
+  nnodes: 1
+  # Number of GPUs per node
+  n_gpus_per_node: 8
diff --git a/verl/recipe/one_step_off_policy/config/one_step_off_ppo_trainer.yaml b/verl/recipe/one_step_off_policy/config/one_step_off_ppo_trainer.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..366d7b0fd72628f73ff5f901fe0b06fbff97f654
--- /dev/null
+++ b/verl/recipe/one_step_off_policy/config/one_step_off_ppo_trainer.yaml
@@ -0,0 +1,14 @@
+hydra:
+  searchpath:
+    - file://verl/trainer/config
+
+defaults:
+  - ppo_trainer
+  - _self_
+
+# config for the rollout (only for resource isolation)
+rollout:
+  # Number of nodes used in the rollout
+  nnodes: 1
+  # Number of GPUs per node
+  n_gpus_per_node: 8
diff --git a/verl/recipe/one_step_off_policy/dapo_7b_math_fsdp2_4_12.sh b/verl/recipe/one_step_off_policy/dapo_7b_math_fsdp2_4_12.sh
new file mode 100644
index 0000000000000000000000000000000000000000..aaa4b537a3691a5290fd9dbd48357dfce2344aae
--- /dev/null
+++ b/verl/recipe/one_step_off_policy/dapo_7b_math_fsdp2_4_12.sh
@@ -0,0 +1,139 @@
+#!/usr/bin/env bash
+set -xeuo pipefail
+
+project_name='DAPO'
+exp_name='DAPO-Qwen2.5-7b-MATH-0527a1-fsdp2-one-step-off-4-12'
+
+adv_estimator=grpo
+
+use_kl_in_reward=False
+kl_coef=0.0
+use_kl_loss=False
+kl_loss_coef=0.0
+
+clip_ratio_low=0.2
+clip_ratio_high=0.28
+
+max_prompt_length=$((1024 * 2))
+max_response_length=$((1024 * 8))
+enable_overlong_buffer=True
+overlong_buffer_len=$((1024 * 4))
+overlong_penalty_factor=1.0
+
+loss_agg_mode="token-mean"
+
+train_prompt_bsz=512
+n_resp_per_prompt=12
+train_prompt_mini_bsz=32
+
+# Ray
+# RAY_ADDRESS=${RAY_ADDRESS:-"http://localhost:8265"}
+# WORKING_DIR=${WORKING_DIR:-"${PWD}"}
+# RUNTIME_ENV=${RUNTIME_ENV:-"${WORKING_DIR}/verl/trainer/runtime_env.yaml"}
+NNODES=${NNODES:-2}
+NGPUS_PER_NODE=${NGPUS_PER_NODE:-8}
+
+n_gpus_rollout=2
+n_gpus_training=$((NGPUS_PER_NODE - n_gpus_rollout))
+
+# Paths
+RAY_DATA_HOME=${RAY_DATA_HOME:-"${HOME}/verl"}
+# very important! please modify the max_position_embeddings in config.json to 32768 after downloading from huggingface
+MODEL_PATH=${MODEL_PATH:-"${RAY_DATA_HOME}/models/Qwen2.5-Math-7B"}
+CKPTS_DIR=${CKPTS_DIR:-"${RAY_DATA_HOME}/ckpts/${project_name}/${exp_name}"}
+TRAIN_FILE=${TRAIN_FILE:-"${RAY_DATA_HOME}/data/dapo-math-17k.parquet"}
+TEST_FILE=${TEST_FILE:-"${RAY_DATA_HOME}/data/aime-2024.parquet"}
+
+
+# Algorithm
+temperature=1.0
+top_p=1.0
+top_k=-1 # 0 for HF rollout, -1 for vLLM rollout
+val_top_p=0.7
+
+# Performance Related Parameter
+use_dynamic_bsz=True
+actor_ppo_max_token_len=$(((max_prompt_length + max_response_length) * 2))
+infer_ppo_max_token_len=$(((max_prompt_length + max_response_length) * 3))
+ref_offload=True
+actor_offload=False
+gen_tp=2
+sp_size=4
+fsdp_size=2
+
+python3 -m recipe.one_step_off_policy.main_ppo \
+    data.train_files="${TRAIN_FILE}" \
+    data.val_files="${TEST_FILE}" \
+    data.prompt_key=prompt \
+    data.truncation='left' \
+    data.max_prompt_length=${max_prompt_length} \
+    data.max_response_length=${max_response_length} \
+    data.train_batch_size=${train_prompt_bsz} \
+    actor_rollout_ref.rollout.n=${n_resp_per_prompt} \
+    algorithm.adv_estimator=${adv_estimator} \
+    algorithm.use_kl_in_reward=${use_kl_in_reward} \
+    algorithm.kl_ctrl.kl_coef=${kl_coef} \
+    actor_rollout_ref.actor.strategy=fsdp2 \
+    critic.strategy=fsdp2 \
+    actor_rollout_ref.actor.use_kl_loss=${use_kl_loss} \
+    actor_rollout_ref.actor.kl_loss_coef=${kl_loss_coef} \
+    actor_rollout_ref.actor.clip_ratio_low=${clip_ratio_low} \
+    actor_rollout_ref.actor.clip_ratio_high=${clip_ratio_high} \
+    actor_rollout_ref.actor.clip_ratio_c=10.0 \
+    actor_rollout_ref.model.use_remove_padding=True \
+    actor_rollout_ref.hybrid_engine=False \
+    +actor_rollout_ref.model.override_config.max_position_embeddings=32768 \
+    actor_rollout_ref.actor.use_dynamic_bsz=${use_dynamic_bsz} \
+    actor_rollout_ref.ref.log_prob_use_dynamic_bsz=${use_dynamic_bsz} \
+    actor_rollout_ref.rollout.log_prob_use_dynamic_bsz=${use_dynamic_bsz} \
+    actor_rollout_ref.actor.ppo_max_token_len_per_gpu=${actor_ppo_max_token_len} \
+    actor_rollout_ref.ref.log_prob_max_token_len_per_gpu=${infer_ppo_max_token_len} \
+    actor_rollout_ref.rollout.log_prob_max_token_len_per_gpu=${infer_ppo_max_token_len} \
+    actor_rollout_ref.model.path="${MODEL_PATH}" \
+    actor_rollout_ref.actor.optim.lr=1e-6 \
+    actor_rollout_ref.actor.optim.lr_warmup_steps=10 \
+    actor_rollout_ref.actor.optim.weight_decay=0.1 \
+    actor_rollout_ref.actor.ppo_mini_batch_size=${train_prompt_mini_bsz} \
+    actor_rollout_ref.actor.fsdp_config.param_offload=${actor_offload} \
+    actor_rollout_ref.actor.fsdp_config.optimizer_offload=${actor_offload} \
+    actor_rollout_ref.actor.entropy_coeff=0 \
+    actor_rollout_ref.actor.grad_clip=1.0 \
+    actor_rollout_ref.actor.loss_agg_mode=${loss_agg_mode} \
+    actor_rollout_ref.actor.ulysses_sequence_parallel_size=${sp_size} \
+    actor_rollout_ref.rollout.gpu_memory_utilization=0.80 \
+    actor_rollout_ref.rollout.tensor_model_parallel_size=${gen_tp} \
+    actor_rollout_ref.rollout.enable_chunked_prefill=True \
+    actor_rollout_ref.rollout.max_num_batched_tokens=$((max_prompt_length + max_response_length)) \
+    actor_rollout_ref.rollout.temperature=${temperature} \
+    actor_rollout_ref.rollout.top_p=${top_p} \
+    actor_rollout_ref.rollout.top_k=${top_k} \
+    actor_rollout_ref.rollout.val_kwargs.temperature=${temperature} \
+    actor_rollout_ref.rollout.val_kwargs.top_p=${val_top_p} \
+    actor_rollout_ref.rollout.val_kwargs.top_k=${top_k} \
+    actor_rollout_ref.rollout.val_kwargs.do_sample=True \
+    actor_rollout_ref.rollout.val_kwargs.n=1 \
+    actor_rollout_ref.rollout.name=vllm \
+    actor_rollout_ref.ref.fsdp_config.param_offload=${ref_offload} \
+    actor_rollout_ref.ref.ulysses_sequence_parallel_size=${sp_size} \
+    actor_rollout_ref.actor.fsdp_config.fsdp_size=${fsdp_size} \
+    reward_model.reward_manager=dapo \
+    +reward_model.reward_kwargs.overlong_buffer_cfg.enable=${enable_overlong_buffer} \
+    +reward_model.reward_kwargs.overlong_buffer_cfg.len=${overlong_buffer_len} \
+    +reward_model.reward_kwargs.overlong_buffer_cfg.penalty_factor=${overlong_penalty_factor} \
+    +reward_model.reward_kwargs.overlong_buffer_cfg.log=False \
+    +reward_model.reward_kwargs.max_resp_len=${max_response_length} \
+    trainer.logger=['console','tensorboard'] \
+    trainer.project_name="${project_name}" \
+    trainer.experiment_name="${exp_name}" \
+    trainer.val_before_train=True \
+    trainer.test_freq=10 \
+    trainer.save_freq=-1 \
+    trainer.total_epochs=10 \
+    trainer.total_training_steps=100 \
+    trainer.default_local_dir="${CKPTS_DIR}" \
+    trainer.resume_mode=auto \
+    trainer.log_val_generations=10 \
+    trainer.nnodes="${NNODES}" \
+    trainer.n_gpus_per_node="${n_gpus_training}" \
+    rollout.nnodes="${NNODES}" \
+    rollout.n_gpus_per_node="${n_gpus_rollout}"
diff --git a/verl/recipe/one_step_off_policy/dapo_7b_math_megatron_4_12.sh b/verl/recipe/one_step_off_policy/dapo_7b_math_megatron_4_12.sh
new file mode 100644
index 0000000000000000000000000000000000000000..b438b686822b166ef4fc40c9c8d4cf5421e6c47c
--- /dev/null
+++ b/verl/recipe/one_step_off_policy/dapo_7b_math_megatron_4_12.sh
@@ -0,0 +1,146 @@
+#!/usr/bin/env bash
+set -xeuo pipefail
+
+project_name='DAPO'
+exp_name='DAPO-Qwen2.5-7b-MATH-0527a1-megatron-one-step-off-4-12'
+
+adv_estimator=grpo
+
+use_kl_in_reward=False
+kl_coef=0.0
+use_kl_loss=False
+kl_loss_coef=0.0
+
+clip_ratio_low=0.2
+clip_ratio_high=0.28
+
+max_prompt_length=$((1024 * 2))
+max_response_length=$((1024 * 8))
+enable_overlong_buffer=True
+overlong_buffer_len=$((1024 * 4))
+overlong_penalty_factor=1.0
+
+loss_agg_mode="token-mean"
+
+train_prompt_bsz=512
+n_resp_per_prompt=12
+train_prompt_mini_bsz=32
+
+
+# Ray
+# RAY_ADDRESS=${RAY_ADDRESS:-"http://localhost:8265"}
+# WORKING_DIR=${WORKING_DIR:-"${PWD}"}
+# RUNTIME_ENV=${RUNTIME_ENV:-"${WORKING_DIR}/verl/trainer/runtime_env.yaml"}
+NNODES=${NNODES:-2}
+NGPUS_PER_NODE=${NGPUS_PER_NODE:-8}
+
+n_gpus_rollout=2
+n_gpus_training=$((NGPUS_PER_NODE - n_gpus_rollout))
+
+# Paths
+RAY_DATA_HOME=${RAY_DATA_HOME:-"${HOME}/verl"}
+# very important! please modify the max_position_embeddings in config.json to 32768 after downloading from huggingface
+MODEL_PATH=${MODEL_PATH:-"${RAY_DATA_HOME}/models/Qwen2.5-Math-7B"}
+CKPTS_DIR=${CKPTS_DIR:-"${RAY_DATA_HOME}/ckpts/${project_name}/${exp_name}"}
+TRAIN_FILE=${TRAIN_FILE:-"${RAY_DATA_HOME}/data/dapo-math-17k.parquet"}
+TEST_FILE=${TEST_FILE:-"${RAY_DATA_HOME}/data/aime-2024.parquet"}
+# Algorithm
+temperature=1.0
+top_p=1.0
+top_k=-1 # 0 for HF rollout, -1 for vLLM rollout
+val_top_p=0.7
+
+# Performance Related Parameter
+use_dynamic_bsz=True
+actor_ppo_max_token_len=$(((max_prompt_length + max_response_length) * 2))
+infer_ppo_max_token_len=$(((max_prompt_length + max_response_length) * 3))
+ref_offload=True
+actor_offload=False
+gen_tp=2
+train_tp=2
+train_pp=2
+
+# TODO: support dynamic_bsz for megatron
+# actor_rollout_ref.actor.use_dynamic_bsz=${use_dynamic_bsz} \
+# actor_rollout_ref.ref.log_prob_use_dynamic_bsz=${use_dynamic_bsz} \
+# actor_rollout_ref.rollout.log_prob_use_dynamic_bsz=${use_dynamic_bsz} \
+# actor_rollout_ref.actor.ppo_max_token_len_per_gpu=${actor_ppo_max_token_len} \
+# actor_rollout_ref.ref.log_prob_max_token_len_per_gpu=${infer_ppo_max_token_len} \
+# actor_rollout_ref.rollout.log_prob_max_token_len_per_gpu=${infer_ppo_max_token_len} \
+
+python3 -m recipe.one_step_off_policy.main_ppo \
+    --config-path=config \
+    --config-name='one_step_off_ppo_megatron_trainer.yaml' \
+    data.train_files="${TRAIN_FILE}" \
+    data.val_files="${TEST_FILE}" \
+    data.prompt_key=prompt \
+    data.truncation='left' \
+    data.max_prompt_length=${max_prompt_length} \
+    data.max_response_length=${max_response_length} \
+    data.train_batch_size=${train_prompt_bsz} \
+    actor_rollout_ref.rollout.n=${n_resp_per_prompt} \
+    algorithm.adv_estimator=${adv_estimator} \
+    algorithm.use_kl_in_reward=${use_kl_in_reward} \
+    algorithm.kl_ctrl.kl_coef=${kl_coef} \
+    actor_rollout_ref.actor.strategy=megatron \
+    critic.strategy=megatron \
+    actor_rollout_ref.actor.use_kl_loss=${use_kl_loss} \
+    actor_rollout_ref.actor.kl_loss_coef=${kl_loss_coef} \
+    actor_rollout_ref.actor.clip_ratio_low=${clip_ratio_low} \
+    actor_rollout_ref.actor.clip_ratio_high=${clip_ratio_high} \
+    actor_rollout_ref.actor.clip_ratio_c=10.0 \
+    actor_rollout_ref.hybrid_engine=False \
+    +actor_rollout_ref.model.override_config.max_position_embeddings=32768 \
+    actor_rollout_ref.actor.ppo_micro_batch_size_per_gpu=2 \
+    actor_rollout_ref.ref.log_prob_micro_batch_size_per_gpu=4 \
+    actor_rollout_ref.rollout.log_prob_micro_batch_size_per_gpu=4 \
+    actor_rollout_ref.model.path="${MODEL_PATH}" \
+    actor_rollout_ref.actor.optim.lr=1e-6 \
+    actor_rollout_ref.actor.optim.lr_warmup_steps=10 \
+    actor_rollout_ref.actor.optim.weight_decay=0.1 \
+    actor_rollout_ref.actor.ppo_mini_batch_size=${train_prompt_mini_bsz} \
+    actor_rollout_ref.actor.megatron.param_offload=${actor_offload} \
+    actor_rollout_ref.actor.megatron.optimizer_offload=${actor_offload} \
+    actor_rollout_ref.actor.megatron.grad_offload=${actor_offload} \
+    actor_rollout_ref.actor.megatron.pipeline_model_parallel_size=${train_pp} \
+    actor_rollout_ref.actor.megatron.tensor_model_parallel_size=${train_tp} \
+    actor_rollout_ref.actor.entropy_coeff=0 \
+    actor_rollout_ref.actor.optim.clip_grad=1.0 \
+    actor_rollout_ref.actor.loss_agg_mode=${loss_agg_mode} \
+    actor_rollout_ref.rollout.gpu_memory_utilization=0.80 \
+    actor_rollout_ref.rollout.tensor_model_parallel_size=${gen_tp} \
+    actor_rollout_ref.rollout.enable_chunked_prefill=True \
+    actor_rollout_ref.rollout.max_num_batched_tokens=$((max_prompt_length + max_response_length)) \
+    actor_rollout_ref.rollout.temperature=${temperature} \
+    actor_rollout_ref.rollout.top_p=${top_p} \
+    actor_rollout_ref.rollout.top_k=${top_k} \
+    actor_rollout_ref.rollout.val_kwargs.temperature=${temperature} \
+    actor_rollout_ref.rollout.val_kwargs.top_p=${val_top_p} \
+    actor_rollout_ref.rollout.val_kwargs.top_k=${top_k} \
+    actor_rollout_ref.rollout.val_kwargs.do_sample=True \
+    actor_rollout_ref.rollout.val_kwargs.n=1 \
+    actor_rollout_ref.rollout.name=vllm \
+    actor_rollout_ref.ref.megatron.pipeline_model_parallel_size=${train_pp} \
+    actor_rollout_ref.ref.megatron.tensor_model_parallel_size=${train_tp} \
+    actor_rollout_ref.ref.megatron.param_offload=${ref_offload} \
+    reward_model.reward_manager=dapo \
+    +reward_model.reward_kwargs.overlong_buffer_cfg.enable=${enable_overlong_buffer} \
+    +reward_model.reward_kwargs.overlong_buffer_cfg.len=${overlong_buffer_len} \
+    +reward_model.reward_kwargs.overlong_buffer_cfg.penalty_factor=${overlong_penalty_factor} \
+    +reward_model.reward_kwargs.overlong_buffer_cfg.log=False \
+    +reward_model.reward_kwargs.max_resp_len=${max_response_length} \
+    trainer.logger=['console','tensorboard'] \
+    trainer.project_name="${project_name}" \
+    trainer.experiment_name="${exp_name}" \
+    trainer.val_before_train=True \
+    trainer.test_freq=10 \
+    trainer.save_freq=-1 \
+    trainer.total_epochs=10 \
+    trainer.total_training_steps=100 \
+    trainer.default_local_dir="${CKPTS_DIR}" \
+    trainer.resume_mode=auto \
+    trainer.log_val_generations=10 \
+    trainer.nnodes="${NNODES}" \
+    trainer.n_gpus_per_node="${n_gpus_training}" \
+    rollout.nnodes="${NNODES}" \
+    rollout.n_gpus_per_node="${n_gpus_rollout}"
diff --git a/verl/recipe/one_step_off_policy/distributed_util.py b/verl/recipe/one_step_off_policy/distributed_util.py
new file mode 100644
index 0000000000000000000000000000000000000000..75403ae1423bf42ce10d47daf39edb1928a2b455
--- /dev/null
+++ b/verl/recipe/one_step_off_policy/distributed_util.py
@@ -0,0 +1,40 @@
+# Copyright 2025 Bytedance Ltd. and/or its affiliates
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from verl.utils.device import is_npu_available
+
+
+def stateless_init_process_group(master_address, master_port, rank, world_size, device):
+    """
+    vLLM provides `StatelessProcessGroup` to create a process group
+    without considering the global process group in torch.distributed.
+    It is recommended to create `StatelessProcessGroup`, and then initialize
+    the data-plane communication (NCCL) between external (train processes)
+    and vLLM workers.
+    """
+    # NOTE: If it is necessary to support weight synchronization with the sglang backend in the future,
+    # the following can be used:
+    # from sglang.srt.distributed.device_communicators.pynccl import PyNcclCommunicator
+    # from sglang.srt.distributed.utils import statelessprocessgroup
+    if is_npu_available:
+        from vllm_ascend.distributed.device_communicators.pyhccl import (
+            PyHcclCommunicator as PyNcclCommunicator,
+        )
+    else:
+        from vllm.distributed.device_communicators.pynccl import PyNcclCommunicator
+    from vllm.distributed.utils import StatelessProcessGroup
+
+    pg = StatelessProcessGroup.create(host=master_address, port=master_port, rank=rank, world_size=world_size)
+    pynccl = PyNcclCommunicator(pg, device=device)
+    return pynccl
diff --git a/verl/recipe/one_step_off_policy/fsdp_workers.py b/verl/recipe/one_step_off_policy/fsdp_workers.py
new file mode 100644
index 0000000000000000000000000000000000000000..2c805a6aeb73c1f2be69bd78f9bcf5a5959f6c08
--- /dev/null
+++ b/verl/recipe/one_step_off_policy/fsdp_workers.py
@@ -0,0 +1,295 @@
+# Copyright 2025 Bytedance Ltd. and/or its affiliates
+# Copyright 2025 Meituan Ltd. and/or its affiliates
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import logging
+import os
+
+import torch
+import torch.distributed
+from omegaconf import DictConfig, OmegaConf
+from torch.distributed.device_mesh import init_device_mesh
+from torch.distributed.fsdp import FullyShardedDataParallel as FSDP
+from transformers import AutoConfig
+
+from verl.single_controller.base import Worker
+from verl.single_controller.base.decorator import Dispatch, make_nd_compute_dataproto_dispatch_fn, register
+from verl.utils import hf_processor, hf_tokenizer, omega_conf_to_dataclass
+from verl.utils.device import (
+    get_device_id,
+    get_device_name,
+    get_nccl_backend,
+    get_torch_device,
+)
+from verl.utils.fs import copy_to_local
+from verl.utils.fsdp_utils import (
+    fsdp_version,
+)
+from verl.utils.import_utils import import_external_libs
+from verl.utils.model import get_generation_config, update_model_config
+from verl.utils.profiler import DistProfiler, DistProfilerExtension, ProfilerConfig, log_gpu_memory_usage, simple_timer
+from verl.utils.profiler.performance import reduce_timing, topk_reduce_ratio_min_max
+from verl.workers.config import HFModelConfig, RolloutConfig
+from verl.workers.fsdp_workers import ActorRolloutRefWorker as ARRWorker
+from verl.workers.fsdp_workers import CriticWorker
+from verl.workers.rollout import get_rollout_class
+
+from .distributed_util import stateless_init_process_group
+
+logger = logging.getLogger(__file__)
+logger.setLevel(os.getenv("VERL_LOGGING_LEVEL", "WARN"))
+
+device_name = get_device_name()
+
+__all__ = ["ActorRolloutRefWorker", "AsyncActorRolloutRefWorker", "CriticWorker", "RolloutWorker"]
+
+
+class ActorRolloutRefWorker(ARRWorker):
+    @register(dispatch_mode=Dispatch.ONE_TO_ALL, blocking=False)
+    def create_weight_sync_group(self, master_address, master_port, rank_offset, world_size):
+        rank = torch.distributed.get_rank() + rank_offset
+        self._weight_sync_group = stateless_init_process_group(
+            master_address,
+            master_port,
+            rank,
+            world_size,
+            get_torch_device().current_device(),
+        )
+
+    def _get_actor_params(self):
+        assert self._is_actor
+        params = self.actor_module_fsdp.state_dict()
+        from verl.utils.model import convert_weight_keys
+
+        params = convert_weight_keys(
+            params, getattr(self.actor_module_fsdp, "_fsdp_wrapped_module", self.actor_module_fsdp)
+        )
+        return params
+
+    @register(dispatch_mode=Dispatch.ONE_TO_ALL, blocking=False)
+    def sync_rollout_weights(self):
+        assert (self._is_actor or self._is_rollout) and not self.config.hybrid_engine
+        assert hasattr(self, "_weights_info") and self._weights_info is not None
+
+        params = self._get_actor_params() if self._is_actor else None
+        if self._is_rollout:
+            inference_model = (
+                self.rollout.inference_engine.llm_engine.model_executor.driver_worker.worker.model_runner.model
+            )
+            from verl.utils.vllm.patch import patch_vllm_moe_model_weight_loader
+
+            patch_vllm_moe_model_weight_loader(inference_model)
+        for key, shape, dtype in self._weights_info:
+            tensor = torch.empty(shape, dtype=dtype, device=get_torch_device().current_device())
+            if self._is_actor:
+                assert key in params
+                origin_data = params[key]
+                if hasattr(origin_data, "full_tensor"):
+                    origin_data = origin_data.full_tensor()
+                if torch.distributed.get_rank() == 0:
+                    tensor.copy_(origin_data)
+
+            self._weight_sync_group.broadcast(tensor, src=0, stream=get_torch_device().current_stream())
+            if self._is_rollout:
+                inference_model.load_weights([(key, tensor)])
+
+    @register(dispatch_mode=Dispatch.ONE_TO_ALL)
+    def get_actor_weights_info(self):
+        assert self._is_actor
+        if hasattr(self, "_weights_info"):
+            return self._weights_info
+        if fsdp_version(self.actor_module_fsdp) == 1:
+            from torch.distributed.fsdp.api import ShardedStateDictConfig, StateDictType
+
+            FSDP.set_state_dict_type(
+                self.actor_module_fsdp,
+                state_dict_type=StateDictType.SHARDED_STATE_DICT,
+                state_dict_config=ShardedStateDictConfig(),
+            )
+        params = self._get_actor_params()
+        ret = []
+        for key, tensor in params.items():
+            ret.append((key, tensor.size(), tensor.dtype))
+        self._weights_info = ret
+        return ret
+
+
+class RolloutWorker(ActorRolloutRefWorker):
+    def __init__(self, config: DictConfig, role: str):
+        Worker.__init__(self)
+        assert role == "rollout"
+        self.config = config
+        import torch.distributed
+
+        if not torch.distributed.is_initialized():
+            rank = int(os.environ.get("RANK", 0))
+            world_size = int(os.environ.get("WORLD_SIZE", 1))
+            torch.distributed.init_process_group(
+                backend=f"cpu:gloo,{get_device_name()}:{get_nccl_backend()}",
+                rank=rank,
+                world_size=world_size,
+                init_method=os.environ.get("DIST_INIT_METHOD", None),
+            )
+        # TODO(haibin.lin):
+        # As of now the type of config is DictConfig, if we assign config.profiler with ProfilerConfig,
+        # it will actually convert the ProfilerConfig dataclass back to a DictConfig.
+        # We can still use ProfilerConfig for testing purpose (tests/utils/test_nvtx_profile.py)
+        # as they provides DictConfig-like interface
+        # The benefit of creating the dataclass config is to perform validation during __post_init__
+        omega_profiler_config = config.get("profiler", {})
+        profiler_config = omega_conf_to_dataclass(omega_profiler_config, dataclass_type=ProfilerConfig)
+        if omega_profiler_config.get("tool", None) in ["npu", "nsys", "torch", "torch_memory"]:
+            tool_config = omega_conf_to_dataclass(
+                omega_profiler_config.get("tool_config", {}).get(omega_profiler_config.get("tool"))
+            )
+        else:
+            tool_config = None
+        DistProfilerExtension.__init__(
+            self, DistProfiler(rank=self.rank, config=profiler_config, tool_config=tool_config)
+        )
+        self._is_rollout = True
+        self._is_actor = False
+
+    @register(dispatch_mode=Dispatch.ONE_TO_ALL)
+    def init_model(self):
+        # This is used to import external_lib into the huggingface systems
+        import_external_libs(self.config.model.get("external_lib", None))
+        override_model_config = OmegaConf.to_container(OmegaConf.create(self.config.model.get("override_config", {})))
+
+        use_shm = self.config.model.get("use_shm", False)
+        local_path = copy_to_local(self.config.model.path, use_shm=use_shm)
+        trust_remote_code = self.config.model.get("trust_remote_code", False)
+
+        self.tokenizer = hf_tokenizer(local_path, trust_remote_code=trust_remote_code)
+        self.processor = hf_processor(local_path, trust_remote_code=trust_remote_code)
+
+        if self.config.model.get("custom_chat_template", None) is not None:
+            if self.processor is not None:
+                self.processor.chat_template = self.config.model.custom_chat_template
+            else:
+                self.tokenizer.chat_template = self.config.model.custom_chat_template
+
+        # override model kwargs
+        actor_model_config = AutoConfig.from_pretrained(
+            local_path, trust_remote_code=trust_remote_code, attn_implementation="flash_attention_2"
+        )
+
+        # patch for kimi-vl
+        if getattr(actor_model_config, "model_type", None) == "kimi_vl":
+            actor_model_config.text_config.topk_method = "greedy"
+
+        self.generation_config = get_generation_config(local_path, trust_remote_code=trust_remote_code)
+
+        override_config_kwargs = {
+            "bos_token_id": self.tokenizer.bos_token_id,
+            "eos_token_id": self.tokenizer.eos_token_id,
+            "pad_token_id": self.tokenizer.pad_token_id,
+        }
+        override_config_kwargs.update(override_model_config)
+        update_model_config(actor_model_config, override_config_kwargs=override_config_kwargs)
+        if self.rank == 0:
+            print(f"Model config after override: {actor_model_config}")
+
+        infer_tp = self.config.rollout.tensor_model_parallel_size
+        dp = self.world_size // infer_tp
+        assert self.world_size % infer_tp == 0, (
+            f"rollout world_size: {self.world_size} is not divisible by infer_tp: {infer_tp}"
+        )
+        rollout_device_mesh = init_device_mesh(
+            device_name, mesh_shape=(dp, infer_tp), mesh_dim_names=["dp", "infer_tp"]
+        )
+
+        is_collect = rollout_device_mesh["infer_tp"].get_local_rank() == 0
+        self._register_dispatch_collect_info(
+            "rollout", dp_rank=rollout_device_mesh["dp"].get_local_rank(), is_collect=is_collect
+        )
+
+        rollout_name = self.config.rollout.name
+        assert rollout_name == "vllm"
+
+        rollout_config: RolloutConfig = omega_conf_to_dataclass(self.config.rollout)
+        model_config: HFModelConfig = omega_conf_to_dataclass(self.config.model, dataclass_type=HFModelConfig)
+        self.model_config = model_config
+
+        log_gpu_memory_usage(f"Before building {rollout_name} rollout", logger=logger)
+        rollout = get_rollout_class(rollout_config.name, rollout_config.mode)(
+            config=rollout_config, model_config=model_config, device_mesh=rollout_device_mesh
+        )
+        log_gpu_memory_usage(f"After building {rollout_name} rollout", logger=logger)
+        from .vllm_sharding_manager import VLLMShardingManager
+
+        rollout_sharding_manager = VLLMShardingManager(
+            inference_engine=rollout.inference_engine, device_mesh=rollout_device_mesh
+        )
+
+        log_gpu_memory_usage("After building sharding manager", logger=logger)
+
+        self.rollout = rollout
+        self.rollout_sharding_manager = rollout_sharding_manager
+
+    @register(dispatch_mode=make_nd_compute_dataproto_dispatch_fn(mesh_name="rollout"), blocking=False)
+    def async_generate_sequences(self, prompts):
+        # Support all hardwares
+        prompts = prompts.to(get_device_id())
+
+        assert self._is_rollout
+
+        meta_info = {
+            "eos_token_id": self.generation_config.eos_token_id
+            if self.generation_config is not None
+            else self.tokenizer.eos_token_id,
+            "pad_token_id": self.generation_config.pad_token_id
+            if self.generation_config is not None
+            else self.tokenizer.pad_token_id,
+        }
+        prompts.meta_info.update(meta_info)
+        timing_generate = {}
+        with self.rollout_sharding_manager:
+            log_gpu_memory_usage("After entering rollout sharding manager", logger=logger)
+
+            with simple_timer("generate_sequences", timing_generate):
+                output = self.rollout.generate_sequences(prompts=prompts)
+
+            log_gpu_memory_usage("After rollout generation", logger=logger)
+
+        timing_generate.update(self.rollout_sharding_manager.timing)
+        # We calculate the average timing across all ranks
+        # to make sure meta_info["timing"] is the same
+        timing_generate_topk_ratio, timing_generate_min, timing_generate_max = topk_reduce_ratio_min_max(
+            timing_generate["generate_sequences"]
+        )
+        timing_generate = reduce_timing(timing_generate)
+        timing_generate.update(
+            {
+                "generation_timing/max": timing_generate_max,
+                "generation_timing/min": timing_generate_min,
+                "generation_timing/topk_ratio": timing_generate_topk_ratio,
+            }
+        )
+        output.meta_info["timing"] = timing_generate
+        output = output.to("cpu")
+
+        # clear kv cache
+        get_torch_device().empty_cache()
+        return output
+
+    @register(dispatch_mode=Dispatch.ONE_TO_ALL)
+    def set_actor_weights_info(self, weights_info):
+        assert self._is_rollout
+        self._weights_info = weights_info
+
+
+class AsyncActorRolloutRefWorker(ActorRolloutRefWorker):
+    def __init__(self, *args, **kwargs):
+        raise NotImplementedError
diff --git a/verl/recipe/one_step_off_policy/grpo_0.6b_gsm8k_fsdp2_2_6.sh b/verl/recipe/one_step_off_policy/grpo_0.6b_gsm8k_fsdp2_2_6.sh
new file mode 100644
index 0000000000000000000000000000000000000000..09048fd0340d987a58958f7e35828cce711574a0
--- /dev/null
+++ b/verl/recipe/one_step_off_policy/grpo_0.6b_gsm8k_fsdp2_2_6.sh
@@ -0,0 +1,65 @@
+set -x
+
+project_name='GRPO'
+exp_name='GRPO-Qwen3-0.6b-gsm8k-fsdp2-one-step-off-2-6'
+
+# Paths
+RAY_DATA_HOME=${RAY_DATA_HOME:-"${HOME}/verl"}
+MODEL_PATH=${MODEL_PATH:-"${RAY_DATA_HOME}/models/Qwen3-0.6B"}
+CKPTS_DIR=${CKPTS_DIR:-"${RAY_DATA_HOME}/ckpts/${project_name}/${exp_name}"}
+TRAIN_FILE=${TRAIN_FILE:-"${RAY_DATA_HOME}/data/gsm8k/train.parquet"}
+TEST_FILE=${TEST_FILE:-"${RAY_DATA_HOME}/data/gsm8k/test.parquet"}
+
+NNODES=${NNODES:-1}
+NGPUS_PER_NODE=${NGPUS_PER_NODE:-8}
+
+n_gpus_rollout=2
+n_gpus_training=$((NGPUS_PER_NODE - n_gpus_rollout))
+
+
+python3 -m recipe.one_step_off_policy.main_ppo \
+    algorithm.adv_estimator=grpo \
+    data.train_files="${TRAIN_FILE}" \
+    data.val_files="${TEST_FILE}" \
+    data.train_batch_size=1152 \
+    data.max_prompt_length=512 \
+    data.max_response_length=1024 \
+    data.filter_overlong_prompts=True \
+    data.truncation='error' \
+    actor_rollout_ref.actor.strategy=fsdp2 \
+    critic.strategy=fsdp2 \
+    actor_rollout_ref.model.path="${MODEL_PATH}" \
+    actor_rollout_ref.actor.optim.lr=1e-6 \
+    actor_rollout_ref.hybrid_engine=False \
+    actor_rollout_ref.model.use_remove_padding=True \
+    actor_rollout_ref.actor.ppo_mini_batch_size=192 \
+    actor_rollout_ref.actor.ppo_micro_batch_size_per_gpu=32 \
+    actor_rollout_ref.actor.use_kl_loss=True \
+    actor_rollout_ref.actor.kl_loss_coef=0.001 \
+    actor_rollout_ref.actor.kl_loss_type=low_var_kl \
+    actor_rollout_ref.actor.entropy_coeff=0 \
+    actor_rollout_ref.model.enable_gradient_checkpointing=True \
+    actor_rollout_ref.actor.fsdp_config.param_offload=False \
+    actor_rollout_ref.actor.fsdp_config.optimizer_offload=False \
+    actor_rollout_ref.rollout.log_prob_micro_batch_size_per_gpu=32 \
+    actor_rollout_ref.rollout.tensor_model_parallel_size=2 \
+    actor_rollout_ref.rollout.name=vllm \
+    actor_rollout_ref.rollout.gpu_memory_utilization=0.6 \
+    actor_rollout_ref.rollout.n=5 \
+    actor_rollout_ref.rollout.load_format=safetensors \
+    actor_rollout_ref.rollout.layered_summon=True \
+    actor_rollout_ref.ref.log_prob_micro_batch_size_per_gpu=32 \
+    actor_rollout_ref.ref.fsdp_config.param_offload=True \
+    algorithm.use_kl_in_reward=False \
+    trainer.critic_warmup=0 \
+    trainer.val_before_train=True \
+    trainer.logger=['console','tensorboard'] \
+    trainer.project_name="${project_name}" \
+    trainer.experiment_name="${exp_name}" \
+    trainer.save_freq=-1 \
+    trainer.test_freq=5 \
+    trainer.total_epochs=2 \
+    trainer.nnodes="${NNODES}" \
+    trainer.n_gpus_per_node="${n_gpus_training}" \
+    rollout.nnodes="${NNODES}" \
+    rollout.n_gpus_per_node="${n_gpus_rollout}" $@
\ No newline at end of file
diff --git a/verl/recipe/one_step_off_policy/grpo_3b_gsm8k_fsdp2_2_6.sh b/verl/recipe/one_step_off_policy/grpo_3b_gsm8k_fsdp2_2_6.sh
new file mode 100644
index 0000000000000000000000000000000000000000..a0d3bdb8ce8f0b116d3939372a7d88ee5ab27898
--- /dev/null
+++ b/verl/recipe/one_step_off_policy/grpo_3b_gsm8k_fsdp2_2_6.sh
@@ -0,0 +1,64 @@
+set -x
+
+project_name='GRPO'
+exp_name='GRPO-Qwen3-0.6b-gsm8k-fsdp2-one-step-off-2-6'
+
+# Paths
+RAY_DATA_HOME=${RAY_DATA_HOME:-"${HOME}/verl"}
+MODEL_PATH=${MODEL_PATH:-"${RAY_DATA_HOME}/models/Qwen/Qwen2.5-3B-Instruct"}
+CKPTS_DIR=${CKPTS_DIR:-"${RAY_DATA_HOME}/ckpts/${project_name}/${exp_name}"}
+TRAIN_FILE=${TRAIN_FILE:-"${RAY_DATA_HOME}/data/gsm8k/train.parquet"}
+TEST_FILE=${TEST_FILE:-"${RAY_DATA_HOME}/data/gsm8k/test.parquet"}
+
+NNODES=${NNODES:-1}
+NGPUS_PER_NODE=${NGPUS_PER_NODE:-8}
+
+n_gpus_rollout=2
+n_gpus_training=$((NGPUS_PER_NODE - n_gpus_rollout))
+
+python3 -m recipe.one_step_off_policy.main_ppo \
+    algorithm.adv_estimator=grpo \
+    data.train_files="${TRAIN_FILE}" \
+    data.val_files="${TEST_FILE}" \
+    data.train_batch_size=1152 \
+    data.max_prompt_length=512 \
+    data.max_response_length=1024 \
+    data.filter_overlong_prompts=True \
+    data.truncation='error' \
+    actor_rollout_ref.actor.strategy=fsdp2 \
+    critic.strategy=fsdp2 \
+    actor_rollout_ref.model.path="${MODEL_PATH}" \
+    actor_rollout_ref.actor.optim.lr=1e-6 \
+    actor_rollout_ref.hybrid_engine=False \
+    actor_rollout_ref.model.use_remove_padding=True \
+    actor_rollout_ref.actor.ppo_mini_batch_size=192 \
+    actor_rollout_ref.actor.ppo_micro_batch_size_per_gpu=32 \
+    actor_rollout_ref.actor.use_kl_loss=True \
+    actor_rollout_ref.actor.kl_loss_coef=0.001 \
+    actor_rollout_ref.actor.kl_loss_type=low_var_kl \
+    actor_rollout_ref.actor.entropy_coeff=0 \
+    actor_rollout_ref.model.enable_gradient_checkpointing=True \
+    actor_rollout_ref.actor.fsdp_config.param_offload=False \
+    actor_rollout_ref.actor.fsdp_config.optimizer_offload=False \
+    actor_rollout_ref.rollout.log_prob_micro_batch_size_per_gpu=32 \
+    actor_rollout_ref.rollout.tensor_model_parallel_size=2 \
+    actor_rollout_ref.rollout.name=vllm \
+    actor_rollout_ref.rollout.gpu_memory_utilization=0.6 \
+    actor_rollout_ref.rollout.n=5 \
+    actor_rollout_ref.rollout.load_format=safetensors \
+    actor_rollout_ref.rollout.layered_summon=True \
+    actor_rollout_ref.ref.log_prob_micro_batch_size_per_gpu=32 \
+    actor_rollout_ref.ref.fsdp_config.param_offload=True \
+    algorithm.use_kl_in_reward=False \
+    trainer.critic_warmup=0 \
+    trainer.val_before_train=True \
+    trainer.logger=['console','tensorboard'] \
+    trainer.project_name="${project_name}" \
+    trainer.experiment_name="${exp_name}" \
+    trainer.save_freq=-1 \
+    trainer.test_freq=5 \
+    trainer.total_epochs=2 \
+    trainer.nnodes="${NNODES}" \
+    trainer.n_gpus_per_node="${n_gpus_training}" \
+    rollout.nnodes="${NNODES}" \
+    rollout.n_gpus_per_node="${n_gpus_rollout}" $@
\ No newline at end of file
diff --git a/verl/recipe/one_step_off_policy/main_ppo.py b/verl/recipe/one_step_off_policy/main_ppo.py
new file mode 100644
index 0000000000000000000000000000000000000000..344fe4b9f0c758e60812dff786eaaa24786b450b
--- /dev/null
+++ b/verl/recipe/one_step_off_policy/main_ppo.py
@@ -0,0 +1,242 @@
+# Copyright 2024 Bytedance Ltd. and/or its affiliates
+# Copyright 2025 Meituan Ltd. and/or its affiliates
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+"""
+Note that we don't combine the main with ray_trainer as ray_trainer is used by other main.
+"""
+
+import os
+import socket
+
+import hydra
+import ray
+from omegaconf import OmegaConf
+
+from recipe.one_step_off_policy.utils import need_critic
+from verl.trainer.constants_ppo import get_ppo_ray_runtime_env
+from verl.trainer.main_ppo import create_rl_dataset, create_rl_sampler
+from verl.trainer.ppo.reward import load_reward_manager
+from verl.trainer.ppo.utils import need_reference_policy
+from verl.utils.config import validate_config
+
+from .ray_trainer import OneStepOffRayTrainer
+
+
+@hydra.main(config_path="config", config_name="one_step_off_ppo_trainer", version_base=None)
+def main(config):
+    run_ppo(config)
+
+
+# Define a function to run the PPO-like training process
+def run_ppo(config) -> None:
+    # Check if Ray is not initialized
+    if not ray.is_initialized():
+        # Initialize Ray with a local cluster configuration
+        # Set environment variables in the runtime environment to control tokenizer parallelism,
+        # NCCL debug level, VLLM logging level, and allow runtime LoRA updating
+        # `num_cpus` specifies the number of CPU cores Ray can use, obtained from the configuration
+        default_runtime_env = get_ppo_ray_runtime_env()
+        ray_init_kwargs = config.ray_kwargs.get("ray_init", {})
+        runtime_env_kwargs = ray_init_kwargs.get("runtime_env", {})
+        runtime_env = OmegaConf.merge(default_runtime_env, runtime_env_kwargs)
+        ray_init_kwargs = OmegaConf.create({**ray_init_kwargs, "runtime_env": runtime_env})
+        print(f"ray init kwargs: {ray_init_kwargs}")
+        ray.init(**OmegaConf.to_container(ray_init_kwargs))
+
+    # Create a remote instance of the TaskRunner class, and
+    # Execute the `run` method of the TaskRunner instance remotely and wait for it to complete
+    if (
+        config.global_profiler.tool == "nsys"
+        and OmegaConf.select(config.global_profiler, "steps") is not None
+        and len(OmegaConf.select(config.global_profiler, "steps")) > 0
+    ):
+        nsight_options = OmegaConf.to_container(config.global_profiler.tool_config.nsys.controller_nsight_options)
+        runner = TaskRunner.options(runtime_env={"nsight": nsight_options}).remote()
+    else:
+        runner = TaskRunner.remote()
+    ray.get(runner.run.remote(config))
+
+    # [Optional] get the path of the timeline trace file from the configuration, default to None
+    # This file is used for performance analysis
+    timeline_json_file = config.ray_kwargs.get("timeline_json_file", None)
+    if timeline_json_file:
+        ray.timeline(filename=timeline_json_file)
+
+
+@ray.remote(num_cpus=1)  # please make sure main_task is not scheduled on head
+class TaskRunner:
+    def run(self, config):
+        # Print the initial configuration. `resolve=True` will evaluate symbolic values.
+        from pprint import pprint
+
+        from omegaconf import OmegaConf
+
+        from verl.utils.fs import copy_to_local
+
+        print(f"TaskRunner hostname: {socket.gethostname()}, PID: {os.getpid()}")
+
+        pprint(OmegaConf.to_container(config, resolve=True))
+
+        OmegaConf.resolve(config)
+
+        # Define worker classes based on the actor strategy.
+        if config.actor_rollout_ref.actor.strategy == "fsdp2":
+            assert config.actor_rollout_ref.actor.strategy == config.critic.strategy
+            from verl.single_controller.ray import RayWorkerGroup
+
+            from .fsdp_workers import (
+                ActorRolloutRefWorker,
+                AsyncActorRolloutRefWorker,
+                CriticWorker,
+                RolloutWorker,
+            )
+
+            actor_rollout_cls = (
+                AsyncActorRolloutRefWorker
+                if config.actor_rollout_ref.rollout.mode == "async"
+                else ActorRolloutRefWorker
+            )
+            ray_worker_group_cls = RayWorkerGroup
+
+        elif config.actor_rollout_ref.actor.strategy == "megatron":
+            assert config.actor_rollout_ref.actor.strategy == config.critic.strategy
+            from verl.single_controller.ray import RayWorkerGroup
+
+            from .megatron_workers import (
+                ActorRolloutRefWorker,
+                AsyncActorRolloutRefWorker,
+                CriticWorker,
+                RolloutWorker,
+            )
+
+            actor_rollout_cls = (
+                AsyncActorRolloutRefWorker
+                if config.actor_rollout_ref.rollout.mode == "async"
+                else ActorRolloutRefWorker
+            )
+            ray_worker_group_cls = RayWorkerGroup
+
+        else:
+            raise NotImplementedError
+
+        from .ray_trainer import ResourcePoolManager, Role
+
+        role_worker_mapping = {
+            Role.Actor: ray.remote(actor_rollout_cls),
+            Role.Rollout: ray.remote(RolloutWorker),
+            Role.Critic: ray.remote(CriticWorker),
+        }
+
+        global_pool_id = "actor_pool"
+
+        assert config.trainer.n_gpus_per_node > 0, "config.trainer.n_gpus_per_node must be greater than 0"
+        assert config.trainer.nnodes > 0, "config.trainer.nnodes must be greater than 0"
+        assert config.rollout.n_gpus_per_node > 0, "config.rollout.n_gpus_per_node must be greater than 0"
+        assert config.rollout.nnodes > 0, "config.rollout.nnodes must be greater than 0"
+
+        actor_pool = [config.trainer.n_gpus_per_node] * config.trainer.nnodes
+        rollout_pool = [config.rollout.n_gpus_per_node] * config.rollout.nnodes
+
+        resource_pool_spec = {
+            "actor_pool": actor_pool,
+            "rollout_pool": rollout_pool,
+        }
+        mapping = {
+            Role.Actor: "actor_pool",
+            Role.Rollout: "rollout_pool",
+            Role.Critic: "actor_pool",
+        }
+        print(f"resource_pool_spec: {resource_pool_spec}")
+        # We should adopt a multi-source reward function here:
+        # - for rule-based rm, we directly call a reward score
+        # - for model-based rm, we call a model
+        # - for code related prompt, we send to a sandbox if there are test cases
+        # finally, we combine all the rewards together
+        # The reward type depends on the tag of the data
+        if config.reward_model.enable:
+            if config.reward_model.strategy in ["fsdp2"]:
+                from verl.workers.fsdp_workers import RewardModelWorker
+            elif config.reward_model.strategy == "megatron":
+                from verl.workers.megatron_workers import RewardModelWorker
+            else:
+                raise NotImplementedError
+            role_worker_mapping[Role.RewardModel] = ray.remote(RewardModelWorker)
+            mapping[Role.RewardModel] = global_pool_id
+
+        # Add a reference policy worker if KL loss or KL reward is used.
+        if config.algorithm.use_kl_in_reward or config.actor_rollout_ref.actor.use_kl_loss:
+            role_worker_mapping[Role.RefPolicy] = ray.remote(ActorRolloutRefWorker)
+            mapping[Role.RefPolicy] = global_pool_id
+
+        # validate config
+        validate_config(
+            config=config,
+            use_reference_policy=need_reference_policy(role_worker_mapping),
+            use_critic=need_critic(config),
+        )
+
+        # Download the checkpoint from HDFS to the local machine.
+        # `use_shm` determines whether to use shared memory, which could lead to faster model loading if turned on
+        local_path = copy_to_local(
+            config.actor_rollout_ref.model.path, use_shm=config.actor_rollout_ref.model.get("use_shm", False)
+        )
+
+        # Instantiate the tokenizer and processor.
+        from verl.utils import hf_processor, hf_tokenizer
+
+        trust_remote_code = config.data.get("trust_remote_code", False)
+        tokenizer = hf_tokenizer(local_path, trust_remote_code=trust_remote_code)
+        # Used for multimodal LLM, could be None
+        processor = hf_processor(local_path, trust_remote_code=trust_remote_code, use_fast=True)
+
+        # Load the reward manager for training and validation.
+        reward_fn = load_reward_manager(
+            config, tokenizer, num_examine=0, **config.reward_model.get("reward_kwargs", {})
+        )
+        val_reward_fn = load_reward_manager(
+            config, tokenizer, num_examine=1, **config.reward_model.get("reward_kwargs", {})
+        )
+        resource_pool_manager = ResourcePoolManager(resource_pool_spec=resource_pool_spec, mapping=mapping)
+
+        from verl.utils.dataset.rl_dataset import collate_fn
+
+        # Create training and validation datasets.
+        train_dataset = create_rl_dataset(config.data.train_files, config.data, tokenizer, processor)
+        val_dataset = create_rl_dataset(config.data.val_files, config.data, tokenizer, processor)
+        train_sampler = create_rl_sampler(config.data, train_dataset)
+
+        # Initialize the PPO trainer.
+        trainer = OneStepOffRayTrainer(
+            config=config,
+            tokenizer=tokenizer,
+            processor=processor,
+            role_worker_mapping=role_worker_mapping,
+            resource_pool_manager=resource_pool_manager,
+            ray_worker_group_cls=ray_worker_group_cls,
+            reward_fn=reward_fn,
+            val_reward_fn=val_reward_fn,
+            train_dataset=train_dataset,
+            val_dataset=val_dataset,
+            collate_fn=collate_fn,
+            train_sampler=train_sampler,
+            device_name=config.trainer.device,
+        )
+        # Initialize the workers of the trainer.
+        trainer.init_workers()
+        # Start the training process.
+        trainer.fit()
+
+
+if __name__ == "__main__":
+    main()
diff --git a/verl/recipe/one_step_off_policy/megatron_workers.py b/verl/recipe/one_step_off_policy/megatron_workers.py
new file mode 100644
index 0000000000000000000000000000000000000000..8d72edf2138596f252d9fb8370c7d8bad7782ef4
--- /dev/null
+++ b/verl/recipe/one_step_off_policy/megatron_workers.py
@@ -0,0 +1,209 @@
+# Copyright 2025 Bytedance Ltd. and/or its affiliates
+# Copyright 2025 Meituan Ltd. and/or its affiliates
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import logging
+import os
+
+import torch
+import torch.distributed
+from omegaconf import DictConfig, OmegaConf
+
+from verl.single_controller.base.decorator import Dispatch, make_nd_compute_dataproto_dispatch_fn, register
+from verl.utils.config import omega_conf_to_dataclass
+from verl.utils.debug import (
+    log_gpu_memory_usage,
+)
+from verl.utils.device import get_device_name, get_torch_device
+from verl.workers.config import HFModelConfig, RolloutConfig
+from verl.workers.megatron_workers import ActorRolloutRefWorker as ARRWorker
+from verl.workers.megatron_workers import CriticWorker, RewardModelWorker
+from verl.workers.rollout import get_rollout_class
+
+from .distributed_util import stateless_init_process_group
+
+logger = logging.getLogger(__file__)
+logger.setLevel(os.getenv("VERL_LOGGING_LEVEL", "WARN"))
+
+__all__ = ["ActorRolloutRefWorker", "AsyncActorRolloutRefWorker", "CriticWorker", "RewardModelWorker", "RolloutWorker"]
+
+
+class ActorRolloutRefWorker(ARRWorker):
+    def __init__(self, config: DictConfig, role: str):
+        assert role in ["actor", "ref"]
+        tmp_role = "ref" if role == "ref" else "actor_rollout"
+        super().__init__(config, tmp_role)
+        if role == "actor":
+            self._is_rollout = False
+        self.role = role
+
+    @register(dispatch_mode=Dispatch.ONE_TO_ALL, blocking=False)
+    def create_weight_sync_group(self, master_address, master_port, rank_offset, world_size):
+        rank = torch.distributed.get_rank() + rank_offset
+        self._weight_sync_group = stateless_init_process_group(
+            master_address,
+            master_port,
+            rank,
+            world_size,
+            get_torch_device().current_device(),
+        )
+
+    def _get_actor_params_generator(self):
+        assert self._is_actor
+        from verl.models.mcore import get_mcore_weight_converter
+        from verl.utils.megatron_utils import per_tensor_generator
+
+        layer_name_mapping = {
+            "qkv_layer_name": "self_attention.linear_qkv.",
+            "gate_proj_layer_name": "linear_fc1.",
+        }
+        weight_converter = get_mcore_weight_converter(self.actor_model_config, self.dtype)
+        generator = per_tensor_generator(
+            self.actor.actor_module,
+            self.actor_model_config,
+            weight_converter,
+            self.tf_config,
+            layer_name_mapping,
+        )
+        return generator
+
+    @register(dispatch_mode=Dispatch.ONE_TO_ALL, blocking=False)
+    def sync_rollout_weights(self):
+        assert (self._is_actor or self._is_rollout) and not self.config.hybrid_engine
+        assert hasattr(self, "_weights_info") and self._weights_info is not None
+
+        params_generator = self._get_actor_params_generator() if self._is_actor else None
+        if self._is_rollout:
+            inference_model = (
+                self.rollout.inference_engine.llm_engine.model_executor.driver_worker.worker.model_runner.model
+            )
+            from verl.utils.vllm.patch import patch_vllm_moe_model_weight_loader
+
+            patch_vllm_moe_model_weight_loader(inference_model)
+        for key, shape, dtype in self._weights_info:
+            if self._is_actor:
+                weight_key, weight = next(params_generator)
+                assert key == weight_key
+                assert shape == weight.size()
+                assert dtype == weight.dtype
+
+            tensor = torch.empty(shape, dtype=dtype, device=get_torch_device().current_device())
+            if self._is_actor and torch.distributed.get_rank() == 0:
+                tensor.copy_(weight)
+
+            self._weight_sync_group.broadcast(tensor, src=0, stream=get_torch_device().current_stream())
+            if self._is_rollout:
+                inference_model.load_weights([(key, tensor)])
+
+    @register(dispatch_mode=Dispatch.ONE_TO_ALL)
+    def get_actor_weights_info(self):
+        assert self._is_actor
+        if hasattr(self, "_weights_info"):
+            return self._weights_info
+
+        params_generator = self._get_actor_params_generator()
+        ret = []
+        for key, tensor in params_generator:
+            ret.append((key, tensor.size(), tensor.dtype))
+
+        self._weights_info = ret
+        return ret
+
+
+class RolloutWorker(ActorRolloutRefWorker):
+    def __init__(self, config: DictConfig, role: str):
+        assert role == "rollout"
+        ARRWorker.__init__(self, config, role)
+
+    @register(dispatch_mode=Dispatch.ONE_TO_ALL)
+    def init_model(self):
+        if self.config.model.get("external_lib", None) is not None:
+            # This is used to import external_lib into the huggingface systems
+            import importlib
+
+            importlib.import_module(self.config.model.external_lib)
+
+        from verl.utils.torch_dtypes import PrecisionType
+
+        override_model_config = OmegaConf.to_container(OmegaConf.create(self.config.model.get("override_config", {})))
+        override_transformer_config = {}
+        self.param_dtype = torch.bfloat16
+        self.dtype = PrecisionType.to_dtype(self.param_dtype)
+        trust_remote_code = self.config.model.get("trust_remote_code", False)
+
+        from verl.utils.model import get_generation_config
+
+        self._init_hf_config_and_tf_config(
+            self.config.model.path,
+            self.config.model.path,
+            self.dtype,
+            override_model_config,
+            override_transformer_config,
+            trust_remote_code,
+        )
+        self.generation_config = get_generation_config(self.local_path)
+
+        from torch.distributed.device_mesh import init_device_mesh
+
+        assert self.config.rollout.name == "vllm"
+        assert self.config.rollout.mode == "sync"
+
+        from .vllm_sharding_manager import VLLMShardingManager
+
+        # NOTE(sgm): If the QKV and gate_up projection layer are concate together in actor,
+        # we will reorganize their weight format when resharding from actor to rollout.
+
+        infer_tp = self.config.rollout.tensor_model_parallel_size
+        dp = self.world_size // infer_tp
+        assert self.world_size % infer_tp == 0, (
+            f"rollout world_size: {self.world_size} is not divisible by infer_tp: {infer_tp}"
+        )
+        rollout_device_mesh = init_device_mesh(
+            get_device_name(), mesh_shape=(dp, infer_tp), mesh_dim_names=["dp", "infer_tp"]
+        )
+        is_collect = rollout_device_mesh["infer_tp"].get_local_rank() == 0
+        self._register_dispatch_collect_info(
+            "rollout", dp_rank=rollout_device_mesh["dp"].get_local_rank(), is_collect=is_collect
+        )
+        log_gpu_memory_usage("Before building vllm rollout", logger=None)
+
+        rollout_config: RolloutConfig = omega_conf_to_dataclass(self.config.rollout)
+        model_config: HFModelConfig = omega_conf_to_dataclass(self.config.model, dataclass_type=HFModelConfig)
+        rollout = get_rollout_class(rollout_config.name, rollout_config.mode)(
+            config=rollout_config, model_config=model_config, device_mesh=rollout_device_mesh
+        )
+        log_gpu_memory_usage("After building vllm rollout", logger=logger)
+
+        sharding_manager = VLLMShardingManager(
+            inference_engine=rollout.inference_engine,
+            device_mesh=rollout_device_mesh,
+        )
+        log_gpu_memory_usage("After building sharding manager", logger=logger)
+
+        self.rollout, self.sharding_manager = rollout, sharding_manager
+        self.rollout.sharding_manager = sharding_manager
+
+    @register(dispatch_mode=make_nd_compute_dataproto_dispatch_fn(mesh_name="rollout"), blocking=False)
+    def async_generate_sequences(self, *args, **kwargs):
+        return super().generate_sequences(*args, **kwargs)
+
+    @register(dispatch_mode=Dispatch.ONE_TO_ALL)
+    def set_actor_weights_info(self, weights_info):
+        assert self._is_rollout
+        self._weights_info = weights_info
+
+
+class AsyncActorRolloutRefWorker(ActorRolloutRefWorker):
+    def __init__(self, *args, **kwargs):
+        raise NotImplementedError
diff --git a/verl/recipe/one_step_off_policy/ray_trainer.py b/verl/recipe/one_step_off_policy/ray_trainer.py
new file mode 100644
index 0000000000000000000000000000000000000000..4781c8b155ae82aaa906c82d61168c785e7a6ed0
--- /dev/null
+++ b/verl/recipe/one_step_off_policy/ray_trainer.py
@@ -0,0 +1,679 @@
+# Copyright 2024 Bytedance Ltd. and/or its affiliates
+# Copyright 2023-2024 SGLang Team
+# Copyright 2025 ModelBest Inc. and/or its affiliates
+# Copyright 2025 Meituan Ltd. and/or its affiliates
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+"""
+This trainer supports model-agonistic model initialization with huggingface
+"""
+
+import uuid
+from pprint import pprint
+
+import numpy as np
+import ray
+import torch
+from omegaconf import OmegaConf
+from torch.utils.data import Dataset, Sampler
+from tqdm import tqdm
+
+from recipe.one_step_off_policy.utils import need_critic
+from verl import DataProto
+from verl.single_controller.ray import RayClassWithInitArgs, RayWorkerGroup
+from verl.single_controller.ray.base import create_colocated_worker_cls
+from verl.trainer.ppo import core_algos
+from verl.trainer.ppo.core_algos import agg_loss
+from verl.trainer.ppo.metric_utils import (
+    compute_data_metrics,
+    compute_throughout_metrics,
+    compute_timing_metrics,
+)
+from verl.trainer.ppo.ray_trainer import (
+    RayPPOTrainer,
+    ResourcePoolManager,
+    apply_kl_penalty,
+    compute_advantage,
+    compute_response_mask,
+)
+from verl.trainer.ppo.reward import compute_reward, compute_reward_async
+from verl.trainer.ppo.utils import Role, WorkerType, need_reference_policy, need_reward_model
+from verl.utils.debug import marked_timer
+from verl.utils.metric import (
+    reduce_metrics,
+)
+from verl.utils.tracking import ValidationGenerationsLogger
+
+
+class GenerationBatchFuture:
+    """
+    Wrapper class for encapsulating batch generation results
+    """
+
+    def __init__(self, epoch, batch, gen_batch_output, future_reward=None):
+        """
+        :param epoch: current epoch
+        :param batch: Input batch data
+        :param gen_batch_output: Generated sequences from the main model (DataProtoFuture)
+        :param future_reward: Future for reward computation (optional)
+        """
+        self.epoch = epoch
+        self.batch = batch
+        self.gen_batch_output = gen_batch_output
+        self.future_reward = future_reward
+
+    def get(self):
+        """
+        Get the actual results by calling get() method on gen_batch_output
+
+        Returns:
+            tuple: (epoch, batch, gen_batch_result, future_reward)
+                - epoch: Current epoch
+                - batch: Original input batch data
+                - gen_batch_result: Result from gen_batch_output.get() or gen_batch_output itself
+                - future_reward: Future for reward computation if available, else None
+        """
+        # Call get() method on gen_batch_output if available
+        if hasattr(self.gen_batch_output, "get"):
+            gen_batch_result = self.gen_batch_output.get()
+        else:
+            gen_batch_result = self.gen_batch_output
+
+        return self.epoch, self.batch, gen_batch_result, self.future_reward
+
+
+class OneStepOffRayTrainer(RayPPOTrainer):
+    # TODO: support each role have individual ray_worker_group_cls,
+    # i.e., support different backend of different role
+    def __init__(
+        self,
+        config,
+        tokenizer,
+        role_worker_mapping: dict[Role, WorkerType],
+        resource_pool_manager: ResourcePoolManager,
+        ray_worker_group_cls: RayWorkerGroup = RayWorkerGroup,
+        processor=None,
+        reward_fn=None,
+        val_reward_fn=None,
+        train_dataset: Dataset | None = None,
+        val_dataset: Dataset | None = None,
+        collate_fn=None,
+        train_sampler: Sampler | None = None,
+        device_name="cuda",
+    ):
+        """
+        Initialize distributed PPO trainer with Ray backend.
+        Note that this trainer runs on the driver process on a single CPU/GPU node.
+
+        Args:
+            config: Configuration object containing training parameters.
+            tokenizer: Tokenizer used for encoding and decoding text.
+            role_worker_mapping (dict[Role, WorkerType]): Mapping from roles to worker classes.
+            resource_pool_manager (ResourcePoolManager): Manager for Ray resource pools.
+            ray_worker_group_cls (RayWorkerGroup, optional): Class for Ray worker groups. Defaults to RayWorkerGroup.
+            processor: Optional data processor, used for multimodal data
+            reward_fn: Function for computing rewards during training.
+            val_reward_fn: Function for computing rewards during validation.
+            train_dataset (Optional[Dataset], optional): Training dataset. Defaults to None.
+            val_dataset (Optional[Dataset], optional): Validation dataset. Defaults to None.
+            collate_fn: Function to collate data samples into batches.
+            train_sampler (Optional[Sampler], optional): Sampler for the training dataset. Defaults to None.
+            device_name (str, optional): Device name for training (e.g., "cuda", "cpu"). Defaults to "cuda".
+        """
+
+        # Store the tokenizer for text processing
+        self.tokenizer = tokenizer
+        self.processor = processor
+        self.config = config
+        self.reward_fn = reward_fn
+        self.val_reward_fn = val_reward_fn
+
+        self.hybrid_engine = config.actor_rollout_ref.hybrid_engine
+
+        assert not self.hybrid_engine
+
+        self.role_worker_mapping = role_worker_mapping
+        self.resource_pool_manager = resource_pool_manager
+        self.use_reference_policy = need_reference_policy(self.role_worker_mapping)
+        self.use_rm = need_reward_model(self.role_worker_mapping)
+        self.use_critic = need_critic(config)
+        self.ray_worker_group_cls = ray_worker_group_cls
+        self.device_name = device_name
+        self.validation_generations_logger = ValidationGenerationsLogger()
+
+        # if ref_in_actor is True, the reference policy will be actor without lora applied
+        self.ref_in_actor = config.actor_rollout_ref.model.get("lora_rank", 0) > 0
+
+        # define in-reward KL control
+        # kl loss control currently not suppoorted
+        if config.algorithm.use_kl_in_reward:
+            self.kl_ctrl_in_reward = core_algos.get_kl_controller(config.algorithm.kl_ctrl)
+
+        self._create_dataloader(train_dataset, val_dataset, collate_fn, train_sampler)
+
+    def _validate(self):
+        self.actor_rollout_wg = self.rollout_wg
+        ret = super()._validate()
+        self.actor_rollout_wg = self.actor_wg
+        return ret
+
+    def init_workers(self):
+        """Initialize distributed training workers using Ray backend.
+
+        Creates:
+        1. Ray resource pools from configuration
+        2. Worker groups for each role (actor, critic, etc.)
+        """
+        self.resource_pool_manager.create_resource_pool()
+
+        self.resource_pool_to_cls = {pool: {} for pool in self.resource_pool_manager.resource_pool_dict.values()}
+
+        # create actor and rollout
+        for role, role_name in [(Role.Actor, "actor"), (Role.Rollout, "rollout")]:
+            resource_pool = self.resource_pool_manager.get_resource_pool(role)
+            role_cls = RayClassWithInitArgs(
+                cls=self.role_worker_mapping[role],
+                config=self.config.actor_rollout_ref,
+                role=role_name,
+            )
+            self.resource_pool_to_cls[resource_pool][role_name] = role_cls
+
+        # create critic
+        if self.use_critic:
+            resource_pool = self.resource_pool_manager.get_resource_pool(Role.Critic)
+            critic_cls = RayClassWithInitArgs(cls=self.role_worker_mapping[Role.Critic], config=self.config.critic)
+            self.resource_pool_to_cls[resource_pool]["critic"] = critic_cls
+
+        # create reference policy if needed
+        if self.use_reference_policy:
+            resource_pool = self.resource_pool_manager.get_resource_pool(Role.RefPolicy)
+            ref_policy_cls = RayClassWithInitArgs(
+                self.role_worker_mapping[Role.RefPolicy],
+                config=self.config.actor_rollout_ref,
+                role="ref",
+            )
+            self.resource_pool_to_cls[resource_pool]["ref"] = ref_policy_cls
+
+        # create a reward model if reward_fn is None
+        if self.use_rm:
+            # we create a RM here
+            resource_pool = self.resource_pool_manager.get_resource_pool(Role.RewardModel)
+            rm_cls = RayClassWithInitArgs(self.role_worker_mapping[Role.RewardModel], config=self.config.reward_model)
+            self.resource_pool_to_cls[resource_pool]["rm"] = rm_cls
+
+        # initialize WorkerGroup
+        # NOTE: if you want to use a different resource pool for each role, which can support different parallel size,
+        # you should not use `create_colocated_worker_cls`.
+        # Instead, directly pass different resource pool to different worker groups.
+        # See https://github.com/volcengine/verl/blob/master/examples/ray/tutorial.ipynb for more information.
+        all_wg = {}
+        wg_kwargs = {}  # Setting up kwargs for RayWorkerGroup
+        if OmegaConf.select(self.config.trainer, "ray_wait_register_center_timeout") is not None:
+            wg_kwargs["ray_wait_register_center_timeout"] = self.config.trainer.ray_wait_register_center_timeout
+        if OmegaConf.select(self.config.global_profiler, "steps") is not None:
+            wg_kwargs["profile_steps"] = OmegaConf.select(self.config.trainer, "steps")
+            assert (
+                OmegaConf.select(self.config.global_profiler.global_tool_config.nsys, "worker_nsight_options")
+                is not None
+            ), "worker_nsight_options must be set when profile_steps is set"
+            wg_kwargs["worker_nsight_options"] = OmegaConf.to_container(
+                OmegaConf.select(self.config.global_profiler.global_tool_config.nsys, "worker_nsight_options")
+            )
+
+        for resource_pool, class_dict in self.resource_pool_to_cls.items():
+            worker_dict_cls = create_colocated_worker_cls(class_dict=class_dict)
+            wg_dict = self.ray_worker_group_cls(
+                resource_pool=resource_pool,
+                ray_cls_with_init=worker_dict_cls,
+                device_name=self.device_name,
+                **wg_kwargs,
+            )
+            spawn_wg = wg_dict.spawn(prefix_set=class_dict.keys())
+            all_wg.update(spawn_wg)
+
+        if self.use_critic:
+            self.critic_wg = all_wg["critic"]
+            self.critic_wg.init_model()
+
+        if self.use_reference_policy and not self.ref_in_actor:
+            self.ref_policy_wg = all_wg["ref"]
+            self.ref_policy_wg.init_model()
+
+        if self.use_rm:
+            self.rm_wg = all_wg["rm"]
+            self.rm_wg.init_model()
+
+        self.actor_wg = all_wg["actor"]
+        self.rollout_wg = all_wg["rollout"]
+        self.actor_wg.init_model()
+        self.rollout_wg.init_model()
+        self.actor_rollout_wg = self.actor_wg  # to be compatible with the functions that not be modified
+        weights_info = self.actor_wg.get_actor_weights_info()[0]
+        self.rollout_wg.set_actor_weights_info(weights_info)
+
+        self.create_weight_sync_group()
+        self.sync_rollout_weights()
+
+        # create async rollout manager and request scheduler
+        self.async_rollout_mode = False
+        if self.config.actor_rollout_ref.rollout.mode == "async" and self._is_rollout:
+            from verl.workers.rollout.async_server import AsyncLLMServerManager
+
+            self.async_rollout_mode = True
+            self.async_rollout_manager = AsyncLLMServerManager(
+                config=self.config,
+                worker_group=self.rollout_wg,
+            )
+
+    def create_weight_sync_group(self):
+        master_address = ray.get(self.actor_wg.workers[0]._get_node_ip.remote())
+        master_port = ray.get(self.actor_wg.workers[0]._get_free_port.remote())
+        world_size = len(self.actor_wg.workers + self.rollout_wg.workers)
+        self.actor_wg.create_weight_sync_group(
+            master_address,
+            master_port,
+            0,
+            world_size,
+        )
+        ray.get(
+            self.rollout_wg.create_weight_sync_group(
+                master_address,
+                master_port,
+                len(self.actor_wg.workers),
+                world_size,
+            )
+        )
+
+    def sync_rollout_weights(self):
+        if not self.hybrid_engine:
+            self.actor_wg.sync_rollout_weights()
+            ray.get(self.rollout_wg.sync_rollout_weights())
+
+    def _create_continuous_iterator(self):
+        """
+        Create a continuous data iterator across epoch
+        """
+        for epoch in range(self.config.trainer.total_epochs):
+            iterator = iter(self.train_dataloader)
+            for batch_dict in iterator:
+                yield epoch, batch_dict
+
+    def _async_gen_next_batch(self, continuous_iterator):
+        """
+        Call parameter synchronization and asynchronous sequence generation.
+        """
+        try:
+            epoch, batch_dict = next(continuous_iterator)
+        except StopIteration:
+            return None
+        except Exception as e:
+            print(f"Error in async_gen_next_batch: {e}")
+            return None
+
+        # Create the initial batch from the data loader
+        batch = DataProto.from_single_dict(batch_dict)
+
+        # pop those keys for generation
+        batch_keys_to_pop = ["input_ids", "attention_mask", "position_ids"]
+        non_tensor_batch_keys_to_pop = ["raw_prompt_ids"]
+        if "multi_modal_data" in batch.non_tensor_batch:
+            non_tensor_batch_keys_to_pop.append("multi_modal_data")
+        if "raw_prompt" in batch.non_tensor_batch:
+            non_tensor_batch_keys_to_pop.append("raw_prompt")
+        if "tools_kwargs" in batch.non_tensor_batch:
+            non_tensor_batch_keys_to_pop.append("tools_kwargs")
+        if "interaction_kwargs" in batch.non_tensor_batch:
+            non_tensor_batch_keys_to_pop.append("interaction_kwargs")
+
+        gen_batch = batch.pop(
+            batch_keys=batch_keys_to_pop,
+            non_tensor_batch_keys=non_tensor_batch_keys_to_pop,
+        )
+        gen_batch = gen_batch.repeat(repeat_times=self.config.actor_rollout_ref.rollout.n, interleave=True)
+
+        # sync weights from actor to rollout
+        self.sync_rollout_weights()
+
+        # async generation
+        gen_batch_output = self.rollout_wg.async_generate_sequences(gen_batch)
+
+        # Launch individual reward computations as each generation completes
+        future_reward = None
+        if self.config.reward_model.launch_reward_fn_async:
+            # Store the object reference and set up callback
+            future_reward = self._launch_individual_rewards.remote(
+                gen_batch_output, self.config, self.tokenizer, batch.non_tensor_batch
+            )
+
+        # Return the original, now-modified `batch` and the `future_reward`
+        return GenerationBatchFuture(epoch, batch, gen_batch_output, future_reward)
+
+    @staticmethod
+    @ray.remote
+    def _launch_individual_rewards(gen_batch_output, config, tokenizer, original_non_tensor_batch):
+        # Get generation results
+        gen_batch_result = gen_batch_output.get()
+
+        # Repeat non_tensor_batch to match the number of responses
+        n = config.actor_rollout_ref.rollout.n
+        repeated_non_tensor_batch = {}
+        for key, value in original_non_tensor_batch.items():
+            repeated_non_tensor_batch[key] = np.repeat(value, n, axis=0)
+
+        # Split into individual responses with preserved non_tensor_batch
+        responses_split = []
+        for i in range(len(gen_batch_result)):
+            response_data = gen_batch_result[i : i + 1]  # Get single response
+            # Add repeated non_tensor_batch values
+            for key in repeated_non_tensor_batch:
+                response_data.non_tensor_batch[key] = repeated_non_tensor_batch[key][i : i + 1]
+            responses_split.append(response_data)
+
+        # Launch async reward computation
+        reward_futures = [
+            compute_reward_async.remote(response_data, config, tokenizer) for response_data in responses_split
+        ]
+
+        # Wait for results and combine
+        results = ray.get(reward_futures)
+        rewards_list = [r[0] for r in results]
+        extras_list = [r[1] for r in results]
+
+        combined_reward_tensor = torch.cat(rewards_list, dim=0)
+        combined_extras_dict = {}
+        if extras_list and extras_list[0]:
+            for key in extras_list[0].keys():
+                combined_extras_dict[key] = [d[key] for d in extras_list if key in d]
+
+        return combined_reward_tensor, combined_extras_dict
+
+    def fit(self):
+        """
+        The training loop of PPO.
+        The driver process only need to call the compute functions of the worker group through RPC
+        to construct the PPO dataflow.
+        The light-weight advantage computation is done on the driver process.
+        """
+
+        from omegaconf import OmegaConf
+
+        from verl.utils.tracking import Tracking
+
+        logger = Tracking(
+            project_name=self.config.trainer.project_name,
+            experiment_name=self.config.trainer.experiment_name,
+            default_backend=self.config.trainer.logger,
+            config=OmegaConf.to_container(self.config, resolve=True),
+        )
+
+        self.global_steps = 0
+
+        # load checkpoint before doing anything
+        self._load_checkpoint()
+
+        # perform validation before training
+        # currently, we only support validation using the reward_function.
+        if self.val_reward_fn is not None and self.config.trainer.get("val_before_train", True):
+            val_metrics = self._validate()
+            assert val_metrics, f"{val_metrics=}"
+            pprint(f"Initial validation metrics: {val_metrics}")
+            logger.log(data=val_metrics, step=self.global_steps)
+            if self.config.trainer.get("val_only", False):
+                return
+
+        # add tqdm
+        progress_bar = tqdm(total=self.total_training_steps, initial=self.global_steps, desc="Training Progress")
+
+        # we start from step 1
+        self.global_steps += 1
+        last_val_metrics = None
+
+        # across epoch iterator
+        continuous_iterator = self._create_continuous_iterator()
+
+        # Start the first asynchronous generation task.
+        batch_data_future = self._async_gen_next_batch(continuous_iterator)
+
+        while batch_data_future is not None:
+            do_profile = (
+                self.global_steps in self.config.global_profiler.steps
+                if self.config.global_profiler.steps is not None
+                else False
+            )
+            if do_profile:
+                self.actor_wg.start_profile()
+                if not self.hybrid_engine:
+                    self.rollout_wg.start_profile()
+                if self.use_reference_policy:
+                    self.ref_policy_wg.start_profile()
+                if self.use_critic:
+                    self.critic_wg.start_profile()
+                if self.use_rm:
+                    self.rm_wg.start_profile()
+
+            metrics = {}
+            timing_raw = {}
+            is_last_step = self.global_steps >= self.total_training_steps
+
+            with marked_timer("step", timing_raw):
+                # wait for the previous batch
+                with marked_timer("wait_prev_gen", timing_raw, color="red"):
+                    epoch, batch, gen_batch_output, future_reward = batch_data_future.get()
+                    timing_raw.update(gen_batch_output.meta_info["timing"])
+                    gen_batch_output.meta_info.pop("timing", None)
+
+                # asys next generation (with syns weights from actor to rollout)
+                with marked_timer("sync_rollout_weights", timing_raw, color="purple"):
+                    if not is_last_step:
+                        batch_data_future = self._async_gen_next_batch(continuous_iterator)
+
+                batch.non_tensor_batch["uid"] = np.array(
+                    [str(uuid.uuid4()) for _ in range(len(batch.batch))], dtype=object
+                )
+                # repeat to align with repeated responses in rollout
+                batch = batch.repeat(repeat_times=self.config.actor_rollout_ref.rollout.n, interleave=True)
+                batch = batch.union(gen_batch_output)
+
+                batch.batch["response_mask"] = compute_response_mask(batch)
+                # Balance the number of valid tokens across DP ranks.
+                # NOTE: This usually changes the order of data in the `batch`,
+                # which won't affect the advantage calculation (since it's based on uid),
+                # but might affect the loss calculation (due to the change of mini-batching).
+                # TODO: Decouple the DP balancing and mini-batching.
+                if self.config.trainer.balance_batch:
+                    self._balance_batch(batch, metrics=metrics)
+
+                # compute global_valid tokens
+                batch.meta_info["global_token_num"] = torch.sum(batch.batch["attention_mask"], dim=-1).tolist()
+
+                with marked_timer("reward", timing_raw, color="yellow"):
+                    # compute reward model score
+                    if self.use_rm:
+                        reward_tensor = self.rm_wg.compute_rm_score(batch)
+                        batch = batch.union(reward_tensor)
+
+                    # Use the pre-launched future reward if available
+                    if self.config.reward_model.launch_reward_fn_async:
+                        # future_reward was already started in _async_gen_next_batch
+                        reward_tensor, reward_extra_infos_dict = ray.get(future_reward)
+                    else:
+                        reward_tensor, reward_extra_infos_dict = compute_reward(batch, self.reward_fn)
+
+                # recompute old_log_probs
+                with marked_timer("old_log_prob", timing_raw, color="blue"):
+                    old_log_prob = self.actor_wg.compute_log_prob(batch)
+                    entropys = old_log_prob.batch["entropys"]
+                    response_masks = batch.batch["response_mask"]
+                    loss_agg_mode = self.config.actor_rollout_ref.actor.loss_agg_mode
+                    entropy_agg = agg_loss(loss_mat=entropys, loss_mask=response_masks, loss_agg_mode=loss_agg_mode)
+                    old_log_prob_metrics = {"actor/entropy": entropy_agg.detach().item()}
+                    metrics.update(old_log_prob_metrics)
+                    old_log_prob.batch.pop("entropys")
+                    batch = batch.union(old_log_prob)
+
+                    if "rollout_log_probs" in batch.batch.keys():
+                        # TODO: we may want to add diff of probs too.
+                        rollout_old_log_probs = batch.batch["rollout_log_probs"]
+                        actor_old_log_probs = batch.batch["old_log_probs"]
+                        attention_mask = batch.batch["attention_mask"]
+                        responses = batch.batch["responses"]
+                        response_length = responses.size(1)
+                        response_mask = attention_mask[:, -response_length:]
+
+                        rollout_probs = torch.exp(rollout_old_log_probs)
+                        actor_probs = torch.exp(actor_old_log_probs)
+                        rollout_probs_diff = torch.abs(rollout_probs - actor_probs)
+                        rollout_probs_diff = torch.masked_select(rollout_probs_diff, response_mask.bool())
+                        rollout_probs_diff_max = torch.max(rollout_probs_diff)
+                        rollout_probs_diff_mean = torch.mean(rollout_probs_diff)
+                        rollout_probs_diff_std = torch.std(rollout_probs_diff)
+                        metrics.update(
+                            {
+                                "training/rollout_probs_diff_max": rollout_probs_diff_max.detach().item(),
+                                "training/rollout_probs_diff_mean": rollout_probs_diff_mean.detach().item(),
+                                "training/rollout_probs_diff_std": rollout_probs_diff_std.detach().item(),
+                            }
+                        )
+
+                if self.use_reference_policy:
+                    # compute reference log_prob
+                    with marked_timer("ref", timing_raw, color="olive"):
+                        if not self.ref_in_actor:
+                            ref_log_prob = self.ref_policy_wg.compute_ref_log_prob(batch)
+                        else:
+                            ref_log_prob = self.actor_wg.compute_ref_log_prob(batch)
+                        batch = batch.union(ref_log_prob)
+
+                # compute values
+                if self.use_critic:
+                    with marked_timer("values", timing_raw, color="cyan"):
+                        values = self.critic_wg.compute_values(batch)
+                        batch = batch.union(values)
+
+                with marked_timer("adv", timing_raw, color="brown"):
+                    # we combine with rule-based rm
+                    reward_extra_infos_dict: dict[str, list]
+                    batch.batch["token_level_scores"] = reward_tensor
+
+                    if reward_extra_infos_dict:
+                        batch.non_tensor_batch.update({k: np.array(v) for k, v in reward_extra_infos_dict.items()})
+
+                    # compute rewards. apply_kl_penalty if available
+                    if self.config.algorithm.use_kl_in_reward:
+                        batch, kl_metrics = apply_kl_penalty(
+                            batch, kl_ctrl=self.kl_ctrl_in_reward, kl_penalty=self.config.algorithm.kl_penalty
+                        )
+                        metrics.update(kl_metrics)
+                    else:
+                        batch.batch["token_level_rewards"] = batch.batch["token_level_scores"]
+
+                    # compute advantages, executed on the driver process
+
+                    norm_adv_by_std_in_grpo = self.config.algorithm.get(
+                        "norm_adv_by_std_in_grpo", True
+                    )  # GRPO adv normalization factor
+
+                    batch = compute_advantage(
+                        batch,
+                        adv_estimator=self.config.algorithm.adv_estimator,
+                        gamma=self.config.algorithm.gamma,
+                        lam=self.config.algorithm.lam,
+                        num_repeat=self.config.actor_rollout_ref.rollout.n,
+                        norm_adv_by_std_in_grpo=norm_adv_by_std_in_grpo,
+                        config=self.config.algorithm,
+                    )
+
+                # update critic
+                if self.use_critic:
+                    with marked_timer("update_critic", timing_raw, color="pink"):
+                        critic_output = self.critic_wg.update_critic(batch)
+                    critic_output_metrics = reduce_metrics(critic_output.meta_info["metrics"])
+                    metrics.update(critic_output_metrics)
+
+                # implement critic warmup
+                if self.config.trainer.critic_warmup <= self.global_steps:
+                    # update actor
+                    with marked_timer("update_actor", timing_raw, color="red"):
+                        batch.meta_info["multi_turn"] = self.config.actor_rollout_ref.rollout.multi_turn.enable
+                        actor_output = self.actor_wg.update_actor(batch)
+                    actor_output_metrics = reduce_metrics(actor_output.meta_info["metrics"])
+                    metrics.update(actor_output_metrics)
+
+                # Log rollout generations if enabled
+                rollout_data_dir = self.config.trainer.get("rollout_data_dir", None)
+                if rollout_data_dir:
+                    with marked_timer("dump_rollout_generations", timing_raw, color="green"):
+                        inputs = self.tokenizer.batch_decode(batch.batch["prompts"], skip_special_tokens=True)
+                        outputs = self.tokenizer.batch_decode(batch.batch["responses"], skip_special_tokens=True)
+                        scores = batch.batch["token_level_scores"].sum(-1).cpu().tolist()
+                        self._dump_generations(
+                            inputs=inputs,
+                            outputs=outputs,
+                            scores=scores,
+                            reward_extra_infos_dict=reward_extra_infos_dict,
+                            dump_path=rollout_data_dir,
+                        )
+
+            # validate
+            if (
+                self.val_reward_fn is not None
+                and self.config.trainer.test_freq > 0
+                and (is_last_step or self.global_steps % self.config.trainer.test_freq == 0)
+            ):
+                with marked_timer("testing", timing_raw, color="green"):
+                    val_metrics: dict = self._validate()
+                    if is_last_step:
+                        last_val_metrics = val_metrics
+                metrics.update(val_metrics)
+
+            if self.config.trainer.save_freq > 0 and (
+                is_last_step or self.global_steps % self.config.trainer.save_freq == 0
+            ):
+                with marked_timer("save_checkpoint", timing_raw, color="green"):
+                    self._save_checkpoint()
+
+            # training metrics
+            metrics.update(
+                {
+                    "training/global_step": self.global_steps,
+                    "training/epoch": epoch,
+                }
+            )
+            # collect metrics
+            metrics.update(compute_data_metrics(batch=batch, use_critic=self.use_critic))
+            metrics.update(compute_timing_metrics(batch=batch, timing_raw=timing_raw))
+            # TODO: implement actual tflpo and theoretical tflpo
+            n_gpus = self.resource_pool_manager.get_n_gpus()
+            metrics.update(compute_throughout_metrics(batch=batch, timing_raw=timing_raw, n_gpus=n_gpus))
+
+            # TODO: make a canonical logger that supports various backend
+            logger.log(data=metrics, step=self.global_steps)
+
+            progress_bar.update(1)
+            self.global_steps += 1
+
+            if do_profile:
+                self.actor_wg.stop_profile()
+                if not self.hybrid_engine:
+                    self.rollout_wg.stop_profile()
+                if self.use_reference_policy:
+                    self.ref_policy_wg.stop_profile()
+                if self.use_critic:
+                    self.critic_wg.stop_profile()
+                if self.use_rm:
+                    self.rm_wg.stop_profile()
+
+            if is_last_step:
+                pprint(f"Final validation metrics: {last_val_metrics}")
+                progress_bar.close()
+                return
diff --git a/verl/recipe/one_step_off_policy/utils.py b/verl/recipe/one_step_off_policy/utils.py
new file mode 100644
index 0000000000000000000000000000000000000000..1879b0672fa68eda19a1b8e6553f4354b17816fe
--- /dev/null
+++ b/verl/recipe/one_step_off_policy/utils.py
@@ -0,0 +1,38 @@
+# Copyright 2024 Bytedance Ltd. and/or its affiliates
+# Copyright 2025 Meituan Ltd. and/or its affiliates
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+
+from omegaconf import DictConfig
+
+from verl.trainer.ppo.core_algos import AdvantageEstimator
+
+
+def need_critic(config: DictConfig) -> bool:
+    """Given a config, do we need critic"""
+    if config.algorithm.adv_estimator == AdvantageEstimator.GAE:
+        return True
+    elif config.algorithm.adv_estimator in [
+        AdvantageEstimator.GRPO,
+        AdvantageEstimator.GRPO_PASSK,
+        AdvantageEstimator.REINFORCE_PLUS_PLUS,
+        # AdvantageEstimator.REMAX, # TODO:REMAX advantage estimator is not yet supported in one_step_off_policy
+        AdvantageEstimator.RLOO,
+        AdvantageEstimator.OPO,
+        AdvantageEstimator.REINFORCE_PLUS_PLUS_BASELINE,
+        AdvantageEstimator.GPG,
+    ]:
+        return False
+    else:
+        raise NotImplementedError
diff --git a/verl/recipe/one_step_off_policy/vllm_sharding_manager.py b/verl/recipe/one_step_off_policy/vllm_sharding_manager.py
new file mode 100644
index 0000000000000000000000000000000000000000..c33ba58547092f6e4725f542294f1d32a5eb6e79
--- /dev/null
+++ b/verl/recipe/one_step_off_policy/vllm_sharding_manager.py
@@ -0,0 +1,74 @@
+# Copyright 2025 Bytedance Ltd. and/or its affiliates
+# Copyright 2025 Meituan Ltd. and/or its affiliates
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import logging
+import os
+
+from torch.distributed.device_mesh import DeviceMesh
+
+from verl import DataProto
+from verl.protocol import all_gather_data_proto
+from verl.third_party.vllm import parallel_state as vllm_ps
+from verl.utils.debug import GPUMemoryLogger
+from verl.utils.device import get_torch_device
+from verl.utils.torch_functional import check_device_is_available
+from verl.workers.sharding_manager.base import BaseShardingManager
+
+logger = logging.getLogger(__file__)
+logger.setLevel(os.getenv("VERL_LOGGING_LEVEL", "WARN"))
+
+
+class VLLMShardingManager(BaseShardingManager):
+    @check_device_is_available()
+    def __init__(self, inference_engine, device_mesh: DeviceMesh):
+        self.device_mesh = device_mesh
+        self.inference_engine = inference_engine
+        inference_engine.wake_up()
+        assert device_mesh is not None
+        assert inference_engine is not None
+        self.tp_size = self.device_mesh["infer_tp"].size()
+        self.tp_rank = self.device_mesh["infer_tp"].get_local_rank()
+        self.timing = {}
+        gen_dp_rank = self.device_mesh["dp"].get_local_rank()
+        get_torch_device().manual_seed(gen_dp_rank + 1000)
+        self.gen_random_states = get_torch_device().get_rng_state()
+
+    @GPUMemoryLogger(role="vllm sharding_manager", logger=logger)
+    def __enter__(self):
+        get_torch_device().set_rng_state(self.gen_random_states)
+
+    @GPUMemoryLogger(role="vllm sharding_manager", logger=logger)
+    def __exit__(self, exc_type, exc_value, traceback):
+        self.gen_random_states = get_torch_device().get_rng_state()
+        self.inference_engine.reset_prefix_cache()
+
+    @GPUMemoryLogger(role="vllm sharding_manager", logger=logger)
+    def preprocess_data(self, data: DataProto) -> DataProto:
+        """All gather across tp group to make each rank has identical input."""
+        if self.tp_size == 1:
+            return data
+
+        group = vllm_ps.get_tensor_model_parallel_group().device_group
+
+        all_gather_data_proto(data=data, process_group=group)
+        return data
+
+    @GPUMemoryLogger(role="vllm sharding_manager", logger=logger)
+    def postprocess_data(self, data: DataProto) -> DataProto:
+        """Get chunk data of this tp rank since we do all gather in preprocess."""
+        if self.tp_size == 1:
+            return data
+
+        return data.chunk(chunks=self.tp_size)[self.tp_rank]
diff --git a/verl/recipe/prime/__init__.py b/verl/recipe/prime/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..6b76ea65c919de7f0b6544338c10026251d17100
--- /dev/null
+++ b/verl/recipe/prime/__init__.py
@@ -0,0 +1,13 @@
+# Copyright 2024 PRIME team and/or its affiliates
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
diff --git a/verl/recipe/prime/config/prime_trainer.yaml b/verl/recipe/prime/config/prime_trainer.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..40aed453200964756e6ec611d4a4f0e15342bcd6
--- /dev/null
+++ b/verl/recipe/prime/config/prime_trainer.yaml
@@ -0,0 +1,75 @@
+# the prime config will override default ppo_trainer.yaml
+
+hydra:
+  searchpath:
+    - file://verl/trainer/config
+
+defaults:
+  - ppo_trainer
+  - _self_
+
+data:
+  filter_accuracy: True
+  accuracy_lower_bound: 0.2
+  accuracy_upper_bound: 0.8
+  oversample_factor: 4.0 # Sample more responses than the batch size. prompts satisfying the filter will be prioritized.
+  filter_truncate: True
+  truncation: right
+
+actor_rollout_ref:
+  hybrid_engine: True
+  model:
+    use_remove_padding: True
+  rollout:
+    # number of responses (i.e. num sample times)
+    n: 4
+  actor:
+    entropy_coeff: 0.001
+
+reward_model:
+  enable: True
+  strategy: fsdp
+  model:
+    ref_path: ${reward_model.model.path}
+    use_remove_padding:  True
+    use_fused_kernels: ${actor_rollout_ref.model.use_fused_kernels}
+    fused_kernel_options:
+      impl_backend: torch # triton, torch
+    tokenizer_path: ${actor_rollout_ref.model.path}
+    enable_gradient_checkpointing: ${actor_rollout_ref.model.enable_gradient_checkpointing}
+    ref_type: freeze
+    fsdp_config:
+      min_num_params: 0
+      param_offload: ${actor_rollout_ref.actor.fsdp_config.param_offload}
+      optimizer_offload: ${actor_rollout_ref.actor.fsdp_config.optimizer_offload}
+    update: before # ``before`` for double-forward, ``after`` for single-forward
+    optim:
+      lr: 1e-6
+      lr_warmup_steps: -1 # Prioritized. Negative values mean delegating to lr_warmup_steps_ratio.
+      lr_warmup_steps_ratio: 0.  # the total steps will be injected during runtime
+      min_lr_ratio: null
+      warmup_style: constant
+      total_training_steps: -1  # must be overridden by program
+      weight_decay: 0.
+      grad_clip: 10.0
+    beta_train: 0.05
+    loss_type: ce # currently only supports ce loss
+  prime_granularity: token
+  prime_norm: batch_norm # batch_norm or none. if set to none, the normalizer is beta_train
+  mini_batch_size: ${actor_rollout_ref.actor.ppo_mini_batch_size}
+  reward_manager: prime
+
+algorithm:
+  adv_estimator: rloo
+  # now supports rloo. it treats different source of reward separately.
+  kl_ctrl:
+    type: fixed
+    kl_coef: 0.000
+  reward_gt_coef: 5
+  reward_dpo_coef: 5
+
+trainer:
+  project_name: prime
+  experiment_name: examples
+  val_before_train: False
+  balance_batch: False
diff --git a/verl/recipe/prime/main_prime.py b/verl/recipe/prime/main_prime.py
new file mode 100644
index 0000000000000000000000000000000000000000..39d20de4326bbea9957326405903abd3c5c02ecb
--- /dev/null
+++ b/verl/recipe/prime/main_prime.py
@@ -0,0 +1,163 @@
+# Copyright 2024 PRIME team and/or its affiliates
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+# Copyright 2024 Bytedance Ltd. and/or its affiliates
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+"""
+Note that we don't combine the main with ray_trainer as ray_trainer is used by other main.
+"""
+
+import hydra
+import ray
+from omegaconf import OmegaConf
+
+from verl.trainer.ppo.utils import need_reference_policy
+from verl.utils.config import validate_config
+
+from .prime_ray_trainer import RayPRIMETrainer
+
+
+@hydra.main(config_path="config", config_name="prime_trainer", version_base=None)
+def main(config):
+    run_prime(config)
+
+
+def run_prime(config, compute_score=None):
+    if not ray.is_initialized():
+        default_runtime_env = {"env_vars": {"TOKENIZERS_PARALLELISM": "true", "NCCL_DEBUG": "WARN"}}
+        ray_init_kwargs = config.ray_kwargs.get("ray_init", {})
+        runtime_env_kwargs = ray_init_kwargs.get("runtime_env", {})
+        runtime_env = OmegaConf.merge(default_runtime_env, runtime_env_kwargs)
+        ray_init_kwargs = OmegaConf.create({**ray_init_kwargs, "runtime_env": runtime_env})
+        print(f"ray init kwargs: {ray_init_kwargs}")
+        # this is for local ray cluster
+        ray.init(**OmegaConf.to_container(ray_init_kwargs))
+
+    ray.get(main_task.remote(config, compute_score))
+
+
+@ray.remote(num_cpus=1)  # please make sure main_task is not scheduled on head
+def main_task(config, compute_score=None):
+    # print initial config
+    from pprint import pprint
+
+    from omegaconf import OmegaConf
+
+    from verl.utils.fs import copy_local_path_from_hdfs
+
+    pprint(OmegaConf.to_container(config, resolve=True))  # resolve=True will eval symbol values
+    OmegaConf.resolve(config)
+
+    # define worker classes
+    if config.actor_rollout_ref.actor.strategy in {"fsdp", "fsdp2"}:
+        assert config.critic.strategy in {"fsdp", "fsdp2"}
+        from verl.single_controller.ray import RayWorkerGroup
+        from verl.workers.fsdp_workers import ActorRolloutRefWorker
+
+        ray_worker_group_cls = RayWorkerGroup
+
+    elif config.actor_rollout_ref.actor.strategy == "megatron":
+        assert config.actor_rollout_ref.actor.strategy == config.critic.strategy
+        from verl.single_controller.ray import RayWorkerGroup
+        from verl.workers.megatron_workers import ActorRolloutRefWorker
+
+        ray_worker_group_cls = RayWorkerGroup
+
+    else:
+        raise NotImplementedError
+
+    from verl.trainer.ppo.ray_trainer import ResourcePoolManager, Role
+
+    role_worker_mapping = {
+        Role.ActorRollout: ray.remote(ActorRolloutRefWorker),
+    }
+
+    global_pool_id = "global_pool"
+    resource_pool_spec = {
+        global_pool_id: [config.trainer.n_gpus_per_node] * config.trainer.nnodes,
+    }
+    mapping = {
+        Role.ActorRollout: global_pool_id,
+    }
+
+    # use reference model
+    if config.algorithm.use_kl_in_reward or config.actor_rollout_ref.actor.use_kl_loss:
+        role_worker_mapping[Role.RefPolicy] = ray.remote(ActorRolloutRefWorker)
+        mapping[Role.RefPolicy] = global_pool_id
+
+    if config.reward_model.enable:
+        from .prime_fsdp_workers import PRIMERewardModelWorker
+
+        role_worker_mapping[Role.RewardModel] = ray.remote(PRIMERewardModelWorker)
+        mapping[Role.RewardModel] = global_pool_id
+
+    # validate config
+    # TODO: Additional config checks can be added with proper function under prime recipe
+    validate_config(
+        config=config,
+        use_reference_policy=need_reference_policy(role_worker_mapping),
+        use_critic=False,
+    )
+
+    # download the checkpoint from hdfs
+    local_path = copy_local_path_from_hdfs(config.actor_rollout_ref.model.path)
+
+    # instantiate tokenizer
+    from verl.utils import hf_tokenizer
+
+    tokenizer = hf_tokenizer(local_path)
+    reward_manager_name = config.reward_model.get("reward_manager", "naive")
+    if reward_manager_name == "naive":
+        from verl.workers.reward_manager import NaiveRewardManager
+
+        reward_manager_cls = NaiveRewardManager
+    elif reward_manager_name == "prime":
+        from verl.workers.reward_manager import PrimeRewardManager
+
+        reward_manager_cls = PrimeRewardManager
+    else:
+        raise NotImplementedError
+    reward_fn = reward_manager_cls(tokenizer=tokenizer, num_examine=0, compute_score=compute_score)
+
+    # Note that we always use function-based RM for validation
+    val_reward_fn = reward_manager_cls(tokenizer=tokenizer, num_examine=1, compute_score=compute_score)
+
+    resource_pool_manager = ResourcePoolManager(resource_pool_spec=resource_pool_spec, mapping=mapping)
+
+    trainer = RayPRIMETrainer(
+        config=config,
+        tokenizer=tokenizer,
+        role_worker_mapping=role_worker_mapping,
+        resource_pool_manager=resource_pool_manager,
+        ray_worker_group_cls=ray_worker_group_cls,
+        reward_fn=reward_fn,
+        val_reward_fn=val_reward_fn,
+    )
+    trainer.init_workers()
+    trainer.fit()
+
+
+if __name__ == "__main__":
+    main()
diff --git a/verl/recipe/prime/prime_core_algos.py b/verl/recipe/prime/prime_core_algos.py
new file mode 100644
index 0000000000000000000000000000000000000000..825671216ee12874d5eedf5900ae90de3298d968
--- /dev/null
+++ b/verl/recipe/prime/prime_core_algos.py
@@ -0,0 +1,147 @@
+# Copyright 2024 PRIME team and/or its affiliates
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import torch
+
+import verl
+import verl.utils.torch_functional as verl_F
+
+
+def compute_rloo_advantage_return(data: verl.DataProto, response_mask: torch.Tensor, n_samples, config):
+    # calculate rloo reward on different reward sources, and sum again
+    def masked_rloo(reward_tensor_original, mask_tensor):
+        reward_tensor = reward_tensor_original.clone()
+        reward_tensor[~mask_tensor] = 0
+        for start_pos in range(0, reward_tensor.shape[0], n_samples):
+            cur_rewards_mean = torch.cat(
+                [
+                    reward_tensor[pos : pos + 1][mask_tensor[pos : pos + 1]].mean(dim=0, keepdim=True)
+                    for pos in range(start_pos, start_pos + n_samples)
+                ],
+                dim=0,
+            )
+            cur_rewards_sum = cur_rewards_mean.sum()
+            cur_reward_baseline = cur_rewards_sum / (n_samples - 1)
+            reward_tensor[start_pos : start_pos + n_samples][mask_tensor[start_pos : start_pos + n_samples]] = (
+                reward_tensor[start_pos : start_pos + n_samples][mask_tensor[start_pos : start_pos + n_samples]]
+                * (n_samples / (n_samples - 1))
+                - cur_reward_baseline
+            )
+
+        return reward_tensor
+
+    reward_tensors = []
+
+    with torch.no_grad():
+        if "rm_scores" in data.batch.keys() and config.algorithm.reward_dpo_coef != 0.0:
+            reward_tensor = data.batch["rm_scores"]
+            reward_mask = response_mask.bool()
+
+            reward_tensors.append(masked_rloo(reward_tensor, reward_mask) * config.algorithm.reward_dpo_coef)
+
+        if "acc" in data.batch.keys() and config.algorithm.reward_gt_coef != 0.0:
+            reward_tensor = torch.zeros_like(response_mask, dtype=torch.float32)
+            reward_mask = torch.zeros_like(response_mask, dtype=torch.bool)
+
+            prompt_ids = data.batch["prompts"]
+            prompt_length = prompt_ids.shape[-1]
+            valid_response_length = data.batch["attention_mask"][:, prompt_length:].sum(-1)
+
+            reward_mask[
+                torch.arange(0, valid_response_length.shape[0], dtype=torch.long, device=valid_response_length.device),
+                valid_response_length - 1,
+            ] = True
+            reward_tensor[
+                torch.arange(0, valid_response_length.shape[0], dtype=torch.long, device=valid_response_length.device),
+                valid_response_length - 1,
+            ] = data.batch["acc"]
+
+            reward_tensors.append(masked_rloo(reward_tensor, reward_mask) * config.algorithm.reward_gt_coef)
+
+        final_reward_tensor = sum(reward_tensors)
+
+        returns = (final_reward_tensor * response_mask).flip(dims=[-1]).cumsum(dim=-1).flip(dims=[-1])
+
+        advantages = returns.clone()
+        advantages = verl_F.masked_whiten(advantages, response_mask)
+
+        return advantages, returns
+
+
+def compute_ce_dpo_loss_rm(token_level_scores, acc, response_mask, beta):
+    cur_scores = ((token_level_scores * response_mask).sum(dim=1) * beta).sigmoid()
+    cur_dpo_loss = torch.nn.functional.binary_cross_entropy(cur_scores, acc)
+    return cur_dpo_loss
+
+
+def compute_detach_dpo_loss_rm(token_level_scores, acc, Q_bc, acc_bc, response_mask, beta, bon_mode="none"):
+    # we always assume that the BoN size equals n_samples
+    # mode1: use acc as rm
+    # mode2: use Q as rm
+    cur_Q = (token_level_scores * response_mask).sum(dim=1) * beta
+    other_Q = torch.zeros_like(cur_Q)
+    for i in range(token_level_scores.shape[0]):
+        Q_chosen = Q_bc[i][acc_bc[i] < acc[i]] if acc[i] > 0 else Q_bc[i][acc_bc[i] > acc[i]]
+        if len(Q_chosen) > 0:
+            other_Q[i] = Q_chosen.mean() * beta
+        else:
+            other_Q[i] = 0
+    dpo_loss = -torch.log(torch.sigmoid((cur_Q - other_Q) * ((acc > 0).float() * 2 - 1)))
+    if bon_mode == "none":
+        dpo_loss = dpo_loss.mean()
+    else:
+        weight = torch.zeros_like(dpo_loss)
+        n_samples = acc_bc.shape[1]
+        if bon_mode == "bon_rm":
+            for i in range(token_level_scores.shape[0]):
+                weight[i] = n_samples * torch.pow((Q_bc[i] * beta <= cur_Q[i]).float().mean(), n_samples - 1)
+        elif bon_mode == "bon_acc":
+            for i in range(token_level_scores.shape[0]):
+                weight[i] = n_samples * torch.pow((acc_bc[i] <= acc[i]).float().mean(), n_samples - 1)
+        else:
+            raise NotImplementedError
+        dpo_loss = (dpo_loss * weight).sum()
+
+    return dpo_loss
+
+
+def compute_dpo_accuracy(token_level_scores, acc, response_mask, n_samples):
+    dpo_acc = []
+    for start_id in range(0, token_level_scores.shape[0], n_samples):
+        cur_scores = (
+            token_level_scores[start_id : start_id + n_samples] * response_mask[start_id : start_id + n_samples]
+        ).sum(dim=1)
+
+        def get_upper_triangle(tensor_x):
+            diff_matrix = tensor_x.unsqueeze(1) - tensor_x.unsqueeze(0)
+            upper_tri_indices = torch.triu(torch.ones_like(diff_matrix).bool(), diagonal=1)
+            return diff_matrix[upper_tri_indices]
+
+        cur_acc_diff = get_upper_triangle(acc[start_id : start_id + n_samples])  # in range [-1,1]
+        cur_score_diff = get_upper_triangle(cur_scores)  # in R
+        cur_score_prediction = (cur_score_diff > 0).float()  # in [0,1]
+        if cur_acc_diff.abs().sum() == 0:
+            cur_acc = torch.zeros_like(cur_score_prediction[0]) + 0.5
+        else:
+            cur_acc = (
+                ((cur_score_diff > 0) == (cur_acc_diff > 0)).float() * cur_acc_diff.abs()
+            ).sum() / cur_acc_diff.abs().sum()
+
+        dpo_acc.append(cur_acc.unsqueeze(0))
+
+    return torch.cat(dpo_acc, dim=0).mean()
+
+
+def compute_dpo_abs_accuracy(token_level_scores, acc, response_mask, n_samples):
+    return (torch.sign((token_level_scores * response_mask).sum(dim=-1)) == torch.sign(acc * 2 - 1)).float().mean()
diff --git a/verl/recipe/prime/prime_dp_rm.py b/verl/recipe/prime/prime_dp_rm.py
new file mode 100644
index 0000000000000000000000000000000000000000..d15d772f07f8ba7ae3b352aa5e2555b73743ddce
--- /dev/null
+++ b/verl/recipe/prime/prime_dp_rm.py
@@ -0,0 +1,400 @@
+# Copyright 2024 PRIME team and/or its affiliates
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+"""
+Implement a multiprocess PPOCritic
+"""
+
+import itertools
+
+import torch
+import torch.distributed
+from flash_attn.bert_padding import index_first_axis, pad_input, rearrange, unpad_input
+from torch import nn, optim
+from torch.distributed.fsdp import FullyShardedDataParallel as FSDP
+
+import verl.utils.torch_functional as verl_F
+from verl import DataProto
+from verl.utils.device import get_device_name
+from verl.utils.py_functional import append_to_dict
+from verl.utils.seqlen_balancing import get_reverse_idx, rearrange_micro_batches
+from verl.utils.ulysses import gather_outputs_and_unpad, ulysses_pad_and_slice_inputs
+
+from .prime_core_algos import compute_ce_dpo_loss_rm, compute_detach_dpo_loss_rm
+
+__all__ = ["DataParallelPRIMERewardModel"]
+
+
+class DataParallelPRIMERewardModel:
+    def __init__(self, config, reward_module: nn.Module, ref_module: nn.Module, reward_optimizer: optim.Optimizer):
+        self.config = config
+        self.reward_module = reward_module
+        self.ref_module = ref_module
+        self.reward_optimizer = reward_optimizer
+        self.use_remove_padding = self.config.model.get("use_remove_padding", False)
+        print(f"Reward model use_remove_padding={self.use_remove_padding}")
+        self.use_fused_kernels = self.config.model.get("use_fused_kernels", False)
+        print(f"Reward model use_fused_kernels={self.use_fused_kernels}")
+
+        self.ulysses_sequence_parallel_size = self.config.get("ulysses_sequence_parallel_size", 1)
+
+    def _forward_micro_batch(self, micro_batch, prompt_length):
+        input_ids = micro_batch["input_ids"]
+        batch_size, seqlen = input_ids.shape
+        attention_mask = micro_batch["attention_mask"]
+        position_ids = micro_batch["position_ids"]
+
+        num_actions = micro_batch["input_ids"].shape[-1] - prompt_length
+        max_positions = micro_batch["attention_mask"][:, prompt_length:].sum(-1)
+
+        if self.use_remove_padding:
+            input_ids_rmpad, indices, *_ = unpad_input(
+                input_ids.unsqueeze(-1), attention_mask
+            )  # input_ids_rmpad (total_nnz, ...)
+            input_ids_rmpad = input_ids_rmpad.transpose(0, 1)  # (1, total_nnz)
+
+            # unpad the position_ids to align the rotary
+            position_ids_rmpad = index_first_axis(
+                rearrange(position_ids.unsqueeze(-1), "b s ... -> (b s) ..."), indices
+            ).transpose(0, 1)
+
+            # for compute the log_prob
+            input_ids_rmpad_rolled = torch.roll(input_ids_rmpad, shifts=-1, dims=1)  # (1, total_nnz)
+
+            # pad and slice the inputs if sp > 1
+            if self.ulysses_sequence_parallel_size > 1:
+                input_ids_rmpad, position_ids_rmpad, pad_size = ulysses_pad_and_slice_inputs(
+                    input_ids_rmpad, position_ids_rmpad, sp_size=self.ulysses_sequence_parallel_size
+                )
+                input_ids_rmpad_rolled, _, _ = ulysses_pad_and_slice_inputs(
+                    input_ids_rmpad_rolled, None, self.ulysses_sequence_parallel_size
+                )
+
+            input_ids_rmpad_rolled = input_ids_rmpad_rolled.squeeze(0)
+            output = self.reward_module(
+                input_ids=input_ids_rmpad,
+                attention_mask=None,
+                position_ids=position_ids_rmpad,
+                use_cache=False,
+                return_dict=self.use_fused_kernels,
+            )
+
+            if self.use_fused_kernels:
+                rm_log_labels = output.log_probs.squeeze(0)  # (total_nnz,)
+                rm_log_labels = rm_log_labels.to(torch.float32)
+
+            else:
+                rm_output_logits = output.logits.squeeze(0)
+                rm_log_labels = verl_F.logprobs_from_logits(
+                    logits=rm_output_logits,
+                    labels=input_ids_rmpad_rolled,
+                )
+
+            if self.ulysses_sequence_parallel_size > 1:
+                rm_log_labels = gather_outputs_and_unpad(
+                    rm_log_labels, gather_dim=0, unpad_dim=0, padding_size=pad_size
+                )
+            rm_log_labels = pad_input(
+                hidden_states=rm_log_labels.unsqueeze(-1), indices=indices, batch=batch_size, seqlen=seqlen
+            ).squeeze(-1)[:, -num_actions - 1 : -1]
+
+        else:
+            output = self.reward_module(
+                input_ids=micro_batch["input_ids"],
+                attention_mask=micro_batch["attention_mask"],
+                position_ids=micro_batch["position_ids"],
+                use_cache=False,
+                return_dict=self.use_fused_kernels,
+            )
+
+            if self.use_fused_kernels:
+                rm_log_labels = output.log_probs[:, :-1]  # (bsz, seq_length)
+                rm_log_labels = rm_log_labels.to(torch.float32)
+
+            else:
+                rm_output_logits = output.logits
+                rm_log_prob = torch.nn.functional.log_softmax(
+                    rm_output_logits[:, :-1, :], dim=-1
+                )  # (batch_size, seq_length, vocab_size)
+                rm_log_labels = rm_log_prob.gather(dim=-1, index=micro_batch["input_ids"][:, 1:].unsqueeze(-1)).squeeze(
+                    -1
+                )  # (batch, seq_length)
+
+        if self.ref_module is not None:
+            # do not have to pad again
+            with torch.no_grad(), torch.autocast(device_type=get_device_name(), dtype=torch.bfloat16):
+                if self.ulysses_sequence_parallel_size > 1 and self.use_remove_padding:
+                    ref_output = self.ref_module(
+                        input_ids=input_ids_rmpad,
+                        attention_mask=None,
+                        position_ids=position_ids_rmpad,
+                        use_cache=False,
+                    )
+
+                    if self.use_fused_kernels:
+                        ref_log_labels = ref_output.log_probs.squeeze(0)  # (total_nnz,)
+                        ref_log_labels = ref_log_labels.to(torch.float32)
+
+                    else:
+                        ref_output_logits = ref_output.logits.squeeze(0)
+                        ref_log_labels = verl_F.logprobs_from_logits(
+                            logits=ref_output_logits, labels=input_ids_rmpad_rolled
+                        )
+
+                    ref_log_labels = gather_outputs_and_unpad(
+                        ref_log_labels, gather_dim=0, unpad_dim=0, padding_size=pad_size
+                    )
+                    ref_log_labels = pad_input(
+                        hidden_states=ref_log_labels.unsqueeze(-1), indices=indices, batch=batch_size, seqlen=seqlen
+                    ).squeeze(-1)[:, -num_actions - 1 : -1]
+                else:
+                    ref_output = self.ref_module(
+                        input_ids=micro_batch["input_ids"],
+                        attention_mask=micro_batch["attention_mask"],
+                        position_ids=micro_batch["position_ids"],
+                        use_cache=False,
+                    )
+
+                    if self.use_fused_kernels:
+                        ref_log_labels = ref_output.log_probs[:, :-1]  # (batch_size, seq_length)
+                        ref_log_labels = ref_log_labels.to(torch.float32)
+
+                    else:
+                        ref_output_logits = ref_output.logits
+                        ref_log_prob = torch.nn.functional.log_softmax(
+                            ref_output_logits[:, :-1, :], dim=-1
+                        )  # (batch_size, seq_length, vocab_size)
+                        ref_log_labels = ref_log_prob.gather(
+                            dim=-1, index=micro_batch["input_ids"][:, 1:].unsqueeze(-1)
+                        ).squeeze(-1)  # (batch, seq_length)
+
+        else:
+            ref_log_labels = micro_batch["old_log_probs"]
+
+        ref_log_labels.to(rm_log_labels.dtype)
+        q = rm_log_labels[:, -num_actions:] - ref_log_labels[:, -num_actions:]  # this is actually diff of q
+
+        # trim unnecessary logprobs here
+        for i in range(micro_batch["input_ids"].shape[0]):
+            q[i, max_positions[i] :] = 0
+
+        # reward computation does not need gradient. only q needs
+        with torch.no_grad():
+            # generalized estimation of r should go before the reward filling. r means process reward for policy
+            # model, or the advantage of reward model.
+            lam = self.config.get("lambda", 0.0)
+            beta = self.config.model.get("beta_train", 0.05)
+            if lam == 0.0:
+                r = q * beta
+            else:
+                # reward coefficient takes no effect here
+                acc = micro_batch["acc"]
+                q_ = q * beta
+                r = torch.zeros_like(q)
+                lastgaelam = 0
+                # change the last token and mask out all paddings to make this process easier if we rely on
+                # outcome reward to calculate V
+                for i in range(q.shape[0]):
+                    if self.config.prime_use_gt:
+                        q_[i, max_positions[i] - 1] = acc[i] - q_[i, : max_positions[i] - 1].sum()
+                    q_[i, max_positions[i] :] = 0
+
+                for t in reversed(range(num_actions)):
+                    delta = q_[:, t]
+                    lastgaelam = delta + lam * lastgaelam
+                    r[:, t] = lastgaelam
+
+            token_level_score = torch.zeros_like(q)
+
+            if self.config.prime_granularity == "token":
+                for i in range(micro_batch["input_ids"].shape[0]):
+                    token_level_score[i, : max_positions[i] - 1] = r[i, : max_positions[i] - 1]
+            elif self.config.prime_granularity == "whole":
+                for i in range(micro_batch["input_ids"].shape[0]):
+                    token_level_score[i, max_positions[i] - 1] = r[i, : max_positions[i]]
+            else:
+                raise NotImplementedError
+
+        return token_level_score, q
+
+    def _optimizer_step(self):
+        assert self.config.model.optim.grad_clip is not None
+
+        if isinstance(self.reward_module, FSDP):
+            grad_norm = self.reward_module.clip_grad_norm_(self.config.model.optim.grad_clip)
+        else:
+            grad_norm = torch.nn.utils.clip_grad_norm_(
+                self.reward_module.parameters(), max_norm=self.config.model.optim.grad_clip
+            )
+        self.reward_optimizer.step()
+        return grad_norm
+
+    def prime_norm(self, token_level_scores):
+        if self.config.prime_norm == "batch_norm":
+            reverse_cumsum = torch.cumsum(token_level_scores.flip(dims=[1]), dim=-1).flip(dims=[1])
+            token_level_scores = token_level_scores / (reverse_cumsum.abs().max() + 1e-6)
+        return token_level_scores
+
+    def compute_rm_score(self, data: DataProto):
+        self.reward_module.eval()
+        self.ref_module.eval()
+        micro_batch_size = data.meta_info["micro_batch_size"]
+        select_keys = ["responses", "input_ids", "attention_mask", "position_ids", "acc"]
+        batch = data.select(batch_keys=select_keys).batch
+        use_dynamic_bsz = data.meta_info["use_dynamic_bsz"]
+        prompt_length = data.batch["input_ids"].shape[-1] - data.batch["responses"].shape[-1]
+
+        if use_dynamic_bsz:
+            # split using dynamic bsz
+            max_token_len = data.meta_info["max_token_len"] * self.ulysses_sequence_parallel_size
+            micro_batches, indices = rearrange_micro_batches(batch=batch, max_token_len=max_token_len)
+        else:
+            micro_batches = batch.split(micro_batch_size)
+
+        rm_scores_lst = []
+        q_lst = []
+        for micro_batch in micro_batches:
+            with torch.no_grad():
+                rm_score, q = self._forward_micro_batch(micro_batch, prompt_length)
+            rm_scores_lst.append(rm_score)
+            q_lst.append(q)
+        rm_scores = torch.concat(rm_scores_lst, dim=0)
+        q = torch.concat(q_lst, dim=0)
+
+        rm_scores = self.prime_norm(rm_scores)
+
+        if use_dynamic_bsz:
+            indices = list(itertools.chain.from_iterable(indices))
+            assert len(indices) == rm_scores.size(0), f"{len(indices)} vs. {rm_scores.size()}"
+            revert_indices = torch.tensor(get_reverse_idx(indices), dtype=torch.long)
+            rm_scores = rm_scores[revert_indices]
+
+        return (
+            rm_scores,
+            q.detach(),
+            {
+                "reward_model/reward": rm_scores.sum(dim=-1).mean().item(),
+                "reward_model/raw_reward": q.sum(dim=-1).mean().item(),
+            },
+        )
+
+    def update_rm(self, data: DataProto):
+        # make sure we are in training mode
+        self.reward_module.train()
+        metrics = {}
+
+        beta = self.config.model.get("beta_train", 0.05)
+
+        select_keys = ["input_ids", "responses", "attention_mask", "position_ids", "acc", "prompts"]
+
+        for key in ["Q_bc", "acc_bc"]:
+            if key in data.batch.keys():
+                select_keys.append(key)
+
+        batch = data.select(batch_keys=select_keys).batch
+        # Split to make minibatch iterator for updating the actor
+        # See PPO paper for details. https://arxiv.org/abs/1707.06347
+        dataloader = batch.split(self.config.mini_batch_size)
+
+        rm_scores_lst = []
+        q_lst = []
+
+        for batch_idx, data in enumerate(dataloader):
+            # split batch into micro_batches
+            mini_batch = data
+            if self.config.use_dynamic_bsz:
+                max_token_len = self.config.ppo_max_token_len_per_gpu * self.ulysses_sequence_parallel_size
+                micro_batches, _ = rearrange_micro_batches(batch=mini_batch, max_token_len=max_token_len)
+            else:
+                micro_batches = mini_batch.split(self.config.micro_batch_size_per_gpu)
+                self.gradient_accumulation = self.config.mini_batch_size // self.config.micro_batch_size_per_gpu
+
+            self.reward_optimizer.zero_grad()
+
+            for data in micro_batches:
+                data = data.to(get_device_name())
+                attention_mask = data["attention_mask"]
+                acc = data["acc"]
+
+                prompt_ids = data["prompts"]
+                prompt_length = prompt_ids.shape[-1]
+
+                response_mask = attention_mask[:, prompt_length:]
+
+                rm_score, q = self._forward_micro_batch(data, prompt_length)
+
+                rm_scores_lst.append(rm_score)
+                q_lst.append(q.detach())
+
+                if self.config.model.loss_type == "ce":
+                    dpo_loss = compute_ce_dpo_loss_rm(q, acc, response_mask=response_mask, beta=beta)
+                elif self.config.model.loss_type == "dpo":
+                    # the implementation of dpo is actually detached, which means we have to know the average
+                    # value of w/l reward before the update.
+                    dpo_loss = compute_detach_dpo_loss_rm(
+                        q, acc, Q_bc=data["Q_bc"], acc_bc=data["acc_bc"], response_mask=response_mask, beta=beta
+                    )
+                elif self.config.model.loss_type == "bon_acc":
+                    # change the original distribution of each sample to BoN distribution, then update reward model
+                    dpo_loss = compute_detach_dpo_loss_rm(
+                        q,
+                        acc,
+                        Q_bc=data["Q_bc"],
+                        acc_bc=data["acc_bc"],
+                        response_mask=response_mask,
+                        beta=beta,
+                        bon_mode="bon_acc",
+                    )
+                elif self.config.model.loss_type == "bon_rm":
+                    dpo_loss = compute_detach_dpo_loss_rm(
+                        q,
+                        acc,
+                        Q_bc=data["Q_bc"],
+                        acc_bc=data["acc_bc"],
+                        response_mask=response_mask,
+                        beta=beta,
+                        bon_mode="bon_rm",
+                    )
+                else:
+                    raise NotImplementedError
+
+                data = {"reward_model/dpo_loss": dpo_loss.detach().item()}
+
+                if self.config.use_dynamic_bsz:
+                    # relative to the dynamic bsz
+                    loss = dpo_loss * (len(data) / self.config.ppo_mini_batch_size)
+                else:
+                    loss = dpo_loss / self.gradient_accumulation
+
+                loss.backward()
+
+                append_to_dict(metrics, data)
+
+            grad_norm = self._optimizer_step()
+            data = {"reward_model/grad_norm": grad_norm.detach().item()}
+            append_to_dict(metrics, data)
+        self.reward_optimizer.zero_grad()
+
+        rm_scores = torch.cat(rm_scores_lst, dim=0)
+        q = torch.concat(q_lst, dim=0)
+
+        rm_scores = self.prime_norm(rm_scores)
+
+        metrics.update(
+            {
+                "reward_model/reward": rm_scores.sum(dim=-1).mean().item(),
+                "reward_model/raw_reward": q.sum(dim=-1).mean().item(),
+            }
+        )
+
+        return rm_scores, metrics
diff --git a/verl/recipe/prime/prime_fsdp_workers.py b/verl/recipe/prime/prime_fsdp_workers.py
new file mode 100644
index 0000000000000000000000000000000000000000..d41487034f751e6cd430959446e710d033e4f37d
--- /dev/null
+++ b/verl/recipe/prime/prime_fsdp_workers.py
@@ -0,0 +1,380 @@
+# Copyright 2024 PRIME team and/or its affiliates
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+import logging
+import os
+import warnings
+
+import torch
+import torch.distributed
+from omegaconf import OmegaConf
+from torch.distributed.device_mesh import init_device_mesh
+
+from verl import DataProto
+from verl.models.transformers.monkey_patch import apply_monkey_patch
+from verl.single_controller.base import Worker
+from verl.single_controller.base.decorator import Dispatch, register
+from verl.utils import hf_tokenizer
+from verl.utils.checkpoint.fsdp_checkpoint_manager import FSDPCheckpointManager
+from verl.utils.device import get_device_id, get_device_name, get_nccl_backend
+from verl.utils.flops_counter import FlopsCounter
+from verl.utils.fs import copy_local_path_from_hdfs
+from verl.utils.fsdp_utils import (
+    get_fsdp_wrap_policy,
+    get_init_weight_context_manager,
+    init_fn,
+    load_fsdp_model_to_gpu,
+    load_fsdp_optimizer,
+    offload_fsdp_model_to_cpu,
+    offload_fsdp_optimizer,
+)
+from verl.utils.import_utils import import_external_libs
+from verl.utils.profiler import log_gpu_memory_usage
+from verl.workers.fsdp_workers import create_device_mesh, get_sharding_strategy
+from verl.workers.sharding_manager.fsdp_ulysses import FSDPUlyssesShardingManager
+
+from .prime_core_algos import compute_dpo_abs_accuracy, compute_dpo_accuracy
+
+logger = logging.getLogger(__file__)
+logger.setLevel(os.getenv("VERL_LOGGING_LEVEL", "WARN"))
+
+
+class PRIMERewardModelWorker(Worker):
+    def __init__(self, config):
+        super().__init__()
+        import torch.distributed
+
+        if not torch.distributed.is_initialized():
+            torch.distributed.init_process_group(backend=get_nccl_backend())
+        self.config = config
+
+        # build device mesh for Ulysses Sequence Parallel
+        world_size = torch.distributed.get_world_size()
+
+        fsdp_size = self.config.model.fsdp_config.fsdp_size
+        self.device_mesh = create_device_mesh(world_size=world_size, fsdp_size=fsdp_size)
+
+        self.ulysses_device_mesh = None
+        self.ulysses_sequence_parallel_size = self.config.get("ulysses_sequence_parallel_size", 1)
+        dp = world_size // self.ulysses_sequence_parallel_size
+        if self.ulysses_sequence_parallel_size > 1:
+            self.ulysses_device_mesh = init_device_mesh(
+                get_device_name(), mesh_shape=(dp, self.ulysses_sequence_parallel_size), mesh_dim_names=["dp", "sp"]
+            )
+
+        self.ulysses_sharding_manager = FSDPUlyssesShardingManager(self.ulysses_device_mesh)
+
+        # set FSDP offload params
+        self._is_offload_param = self.config.model.fsdp_config.param_offload
+        self._is_offload_optimizer = self.config.model.fsdp_config.optimizer_offload
+
+        # normalize config
+        self.config.mini_batch_size //= torch.distributed.get_world_size() // self.ulysses_sequence_parallel_size
+        if self.config.micro_batch_size is not None:
+            self.config.micro_batch_size //= torch.distributed.get_world_size() // self.ulysses_sequence_parallel_size
+            self.config.micro_batch_size_per_gpu = self.config.micro_batch_size
+            assert self.config.mini_batch_size % self.config.micro_batch_size_per_gpu == 0
+
+    def _build_reward_ref_model_optimizer(self, config):
+        # the following line is necessary
+        from torch import optim
+        from torch.distributed.fsdp import FullyShardedDataParallel as FSDP
+        from torch.distributed.fsdp import MixedPrecision
+
+        from verl.utils.model import print_model_size
+        from verl.utils.torch_dtypes import PrecisionType
+
+        local_path = copy_local_path_from_hdfs(config.model.path)
+
+        tokenizer_path = copy_local_path_from_hdfs(config.model.tokenizer_path)
+        self.tokenizer = hf_tokenizer(tokenizer_path, trust_remote_code=config.model.get("trust_remote_code", False))
+
+        override_config = OmegaConf.to_container(OmegaConf.create(self.config.model.get("override_config", {})))
+        override_config_kwargs = {
+            "bos_token_id": self.tokenizer.bos_token_id,
+            "eos_token_id": self.tokenizer.eos_token_id,
+            "pad_token_id": self.tokenizer.pad_token_id,
+        }
+        override_config_kwargs.update(override_config)
+        if self.rank == 0:
+            print(f"Reward model overriding config {override_config_kwargs}")
+
+        torch_dtype = self.config.model.fsdp_config.get("model_dtype", "fp32")
+        torch_dtype = PrecisionType.to_dtype(torch_dtype)
+
+        from transformers import AutoConfig, AutoModelForCausalLM
+
+        trust_remote_code = False
+        reward_model_config = AutoConfig.from_pretrained(local_path, trust_remote_code=trust_remote_code)
+        reward_model_config.num_labels = 1
+
+        init_context = get_init_weight_context_manager(use_meta_tensor=not reward_model_config.tie_word_embeddings)
+        with init_context(), warnings.catch_warnings():
+            warnings.simplefilter("ignore")
+            reward_model_config.classifier_dropout = 0.0
+            reward_model_config.hidden_dropout = "0"
+            reward_module = AutoModelForCausalLM.from_pretrained(
+                pretrained_model_name_or_path=local_path,
+                torch_dtype=torch_dtype,
+                config=reward_model_config,
+                attn_implementation="flash_attention_2",
+                trust_remote_code=trust_remote_code,
+            )
+
+            fused_kernel_options = config.model.get("fused_kernel_options", None)
+            fused_kernels_backend = (
+                fused_kernel_options.get("impl_backend", None) if fused_kernel_options is not None else None
+            )
+
+            apply_monkey_patch(
+                model=reward_module,
+                ulysses_sp_size=self.ulysses_sequence_parallel_size,
+                use_remove_padding=config.model.get("use_remove_padding", False),
+                use_fused_kernels=config.model.get("use_fused_kernels", False),
+                fused_kernels_backend=fused_kernels_backend,
+            )
+
+            # some parameters may not in torch_dtype
+            reward_module.to(torch_dtype)
+
+            if config.model.get("enable_gradient_checkpointing", False):
+                reward_module.gradient_checkpointing_enable(gradient_checkpointing_kwargs={"use_reentrant": False})
+        if self.rank == 0:
+            print_model_size(reward_module)
+
+        self.reward_model_config = reward_model_config
+
+        fsdp_config = self.config.model.fsdp_config
+        mixed_precision_config = fsdp_config.get("mixed_precision", None)
+        if mixed_precision_config is not None:
+            param_dtype = PrecisionType.to_dtype(mixed_precision_config.get("param_dtype", "bf16"))
+            reduce_dtype = PrecisionType.to_dtype(mixed_precision_config.get("reduce_dtype", "fp32"))
+            buffer_dtype = PrecisionType.to_dtype(mixed_precision_config.get("buffer_dtype", "fp32"))
+        else:
+            param_dtype = torch.bfloat16
+            reduce_dtype = torch.float32
+            buffer_dtype = torch.float32
+
+        mixed_precision = MixedPrecision(param_dtype=param_dtype, reduce_dtype=reduce_dtype, buffer_dtype=buffer_dtype)
+
+        auto_wrap_policy = get_fsdp_wrap_policy(module=reward_module, config=self.config.model.fsdp_config.wrap_policy)
+
+        log_gpu_memory_usage("Before reward model FSDP", logger=None)
+
+        fsdp_mesh = self.device_mesh
+        sharding_strategy = get_sharding_strategy(fsdp_mesh)
+
+        with init_context(), warnings.catch_warnings():
+            warnings.simplefilter("ignore")
+            reward_model_config.classifier_dropout = 0.0
+            reward_model_config.hidden_dropout = "0"
+            ref_module = AutoModelForCausalLM.from_pretrained(
+                pretrained_model_name_or_path=copy_local_path_from_hdfs(config.model.ref_path),
+                torch_dtype=torch_dtype,
+                config=reward_model_config,
+                attn_implementation="flash_attention_2",
+                trust_remote_code=trust_remote_code,
+            )
+
+            # some parameters may not in torch_dtype
+            ref_module.to(torch_dtype)
+
+        reward_module = FSDP(
+            reward_module,
+            param_init_fn=init_fn,
+            use_orig_params=False,
+            auto_wrap_policy=auto_wrap_policy,
+            device_id=get_device_id(),
+            sharding_strategy=sharding_strategy,
+            mixed_precision=mixed_precision,
+            sync_module_states=True,
+            forward_prefetch=False,
+            device_mesh=self.device_mesh,
+            cpu_offload=None,
+        )
+
+        log_gpu_memory_usage("After reward FSDP", logger=None)
+
+        ref_module = FSDP(
+            ref_module,
+            param_init_fn=init_fn,
+            use_orig_params=False,
+            auto_wrap_policy=auto_wrap_policy,
+            device_id=get_device_id(),
+            sharding_strategy=sharding_strategy,
+            mixed_precision=mixed_precision,
+            sync_module_states=True,
+            forward_prefetch=False,
+            device_mesh=self.device_mesh,
+            cpu_offload=None,
+        )
+
+        reward_optimizer = optim.AdamW(
+            reward_module.parameters(),
+            lr=config.model.optim.lr,
+            betas=config.model.optim.get("betas", (0.9, 0.999)),
+            weight_decay=config.model.optim.get("weight_decay", 1e-2),
+        )
+
+        total_steps = config.model.optim.get("total_training_steps", 0)
+        num_warmup_steps = int(config.model.optim.get("lr_warmup_steps", -1))
+        if num_warmup_steps < 0:
+            num_warmup_steps_ratio = config.model.optim.get("lr_warmup_steps_ratio", 0.0)
+            num_warmup_steps = int(num_warmup_steps_ratio * total_steps)
+
+        print(f"Total steps: {total_steps}, num_warmup_steps: {num_warmup_steps}")
+
+        from verl.utils.torch_functional import get_constant_schedule_with_warmup
+
+        reward_lr_scheduler = get_constant_schedule_with_warmup(
+            optimizer=reward_optimizer, num_warmup_steps=num_warmup_steps
+        )
+
+        return reward_module, ref_module, reward_optimizer, reward_lr_scheduler
+
+    @register(dispatch_mode=Dispatch.ONE_TO_ALL)
+    def init_model(self):
+        # This is used to import external_lib into the huggingface systems
+        import_external_libs(self.config.model.get("external_lib", None))
+
+        from .prime_dp_rm import DataParallelPRIMERewardModel
+
+        self.reward_module, self.ref_module, self.reward_optimizer, self.reward_lr_scheduler = (
+            self._build_reward_ref_model_optimizer(config=self.config)
+        )
+
+        if self._is_offload_param:
+            offload_fsdp_model_to_cpu(self.reward_module)
+            offload_fsdp_model_to_cpu(self.ref_module)
+        if self._is_offload_optimizer:
+            offload_fsdp_optimizer(optimizer=self.reward_optimizer)
+
+        self.rm = DataParallelPRIMERewardModel(
+            config=self.config,
+            reward_module=self.reward_module,
+            ref_module=self.ref_module,
+            reward_optimizer=self.reward_optimizer,
+        )
+
+        self.flops_counter = FlopsCounter(self.reward_model_config)
+        self.checkpoint_manager = FSDPCheckpointManager(
+            model=self.reward_module,
+            optimizer=self.reward_optimizer,
+            lr_scheduler=self.reward_lr_scheduler,
+            tokenizer=self.tokenizer,
+        )
+
+    @register(dispatch_mode=Dispatch.DP_COMPUTE_PROTO)
+    def compute_rm_score(self, data: DataProto):
+        data = data.to(get_device_name())
+
+        if self._is_offload_param:
+            load_fsdp_model_to_gpu(self.reward_module)
+            load_fsdp_model_to_gpu(self.ref_module)
+        micro_batch_size = self.config.micro_batch_size_per_gpu
+        data.meta_info["micro_batch_size"] = micro_batch_size
+        data.meta_info["max_token_len"] = self.config.forward_max_token_len_per_gpu
+        data.meta_info["use_dynamic_bsz"] = self.config.use_dynamic_bsz
+        # perform forward computation
+        with self.ulysses_sharding_manager:
+            data = self.ulysses_sharding_manager.preprocess_data(data=data)
+            rm_scores, q, metrics = self.rm.compute_rm_score(data=data)
+
+            prompt_length = data.batch["prompts"].shape[-1]
+            response_mask = data.batch["attention_mask"][:, prompt_length:]
+            acc = data.batch["acc"]
+
+            dpo_acc = compute_dpo_accuracy(rm_scores, acc, response_mask=response_mask, n_samples=data.meta_info["n"])
+            dpo_acc_abs = compute_dpo_abs_accuracy(rm_scores, acc, response_mask, n_samples=data.meta_info["n"])
+
+            metrics["reward_model/dpo_acc"] = dpo_acc.detach().item()
+            metrics["reward_model/dpo_acc_abs"] = dpo_acc_abs.detach().item()
+
+            output = DataProto.from_dict(tensors={"rm_scores": rm_scores, "q": q}, meta_info={"metrics": metrics})
+            output = self.ulysses_sharding_manager.postprocess_data(data=output)
+
+        output = output.to("cpu")
+        if self._is_offload_param:
+            offload_fsdp_model_to_cpu(self.reward_module)
+            offload_fsdp_model_to_cpu(self.ref_module)
+        return output
+
+    @register(dispatch_mode=Dispatch.DP_COMPUTE_PROTO)
+    def update_rm(self, data: DataProto):
+        data = data.to(get_device_name())
+        if self._is_offload_param:
+            load_fsdp_model_to_gpu(self.ref_module)
+            load_fsdp_model_to_gpu(self.reward_module)
+        if self._is_offload_optimizer:
+            load_fsdp_optimizer(optimizer=self.reward_optimizer, device_id=get_device_id())
+
+        # perform forward computation
+        with self.ulysses_sharding_manager:
+            data = self.ulysses_sharding_manager.preprocess_data(data=data)
+
+            rm_scores, metrics = self.rm.update_rm(data=data)
+
+            self.reward_lr_scheduler.step()
+            lr = self.reward_lr_scheduler.get_last_lr()[0]
+            metrics["rm/lr"] = lr
+
+            prompt_length = data.batch["prompts"].shape[-1]
+            response_mask = data.batch["attention_mask"][:, prompt_length:]
+            acc = data.batch["acc"]
+
+            dpo_acc_before = compute_dpo_accuracy(
+                rm_scores, acc, response_mask=response_mask, n_samples=data.meta_info["n"]
+            )
+            dpo_acc_abs = compute_dpo_abs_accuracy(rm_scores, acc, response_mask, n_samples=data.meta_info["n"])
+
+            metrics["reward_model/dpo_acc_before"] = dpo_acc_before.detach().item()
+            metrics["reward_model/dpo_acc_abs_before"] = dpo_acc_abs.detach().item()
+
+            output = DataProto.from_dict(tensors={"rm_scores": rm_scores}, meta_info={"metrics": metrics})
+            output = self.ulysses_sharding_manager.postprocess_data(data=output)
+
+        if self._is_offload_param:
+            offload_fsdp_model_to_cpu(self.reward_module)
+            offload_fsdp_model_to_cpu(self.ref_module)
+        if self._is_offload_optimizer:
+            offload_fsdp_optimizer(optimizer=self.reward_optimizer)
+        output = output.to("cpu")
+        return output
+
+    @register(dispatch_mode=Dispatch.ONE_TO_ALL)
+    def save_checkpoint(self, local_path, hdfs_path=None, global_step=0, max_ckpt_to_keep=None):
+        import torch
+
+        if self._is_offload_param:
+            load_fsdp_model_to_gpu(self.reward_module)
+
+        self.checkpoint_manager.save_checkpoint(
+            local_path=local_path, hdfs_path=hdfs_path, global_step=global_step, max_ckpt_to_keep=max_ckpt_to_keep
+        )
+
+        torch.distributed.barrier()
+        if self._is_offload_param:
+            offload_fsdp_model_to_cpu(self.reward_module)
+
+    @register(dispatch_mode=Dispatch.ONE_TO_ALL)
+    def load_checkpoint(self, local_path, del_local_after_load=True):
+        import torch
+
+        if self._is_offload_param:
+            load_fsdp_model_to_gpu(self.reward_module)
+
+        self.checkpoint_manager.load_checkpoint(local_path=local_path, del_local_after_load=del_local_after_load)
+
+        torch.distributed.barrier()
+        if self._is_offload_param:
+            offload_fsdp_model_to_cpu(self.reward_module)
diff --git a/verl/recipe/prime/prime_ray_trainer.py b/verl/recipe/prime/prime_ray_trainer.py
new file mode 100644
index 0000000000000000000000000000000000000000..6782b32256a2e37c8a115047bdb7c69c09d4f5ee
--- /dev/null
+++ b/verl/recipe/prime/prime_ray_trainer.py
@@ -0,0 +1,572 @@
+# Copyright 2024 PRIME team and/or its affiliates
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+"""
+FSDP PPO Trainer with Ray-based single controller.
+This trainer supports model-agonistic model initialization with huggingface
+"""
+
+import os
+import statistics
+import uuid
+from copy import deepcopy
+from pprint import pprint
+
+import numpy as np
+import torch
+from omegaconf import OmegaConf, open_dict
+
+from verl import DataProto
+from verl.single_controller.ray import RayWorkerGroup
+from verl.trainer.ppo.core_algos import agg_loss
+from verl.trainer.ppo.metric_utils import _compute_response_info
+from verl.trainer.ppo.ray_trainer import RayPPOTrainer, ResourcePoolManager
+from verl.trainer.ppo.utils import Role, WorkerType
+from verl.utils.checkpoint.checkpoint_manager import find_latest_ckpt_path
+from verl.utils.dataset.rl_dataset import RLHFDataset, collate_fn
+from verl.utils.metric import reduce_metrics
+from verl.utils.profiler.performance import simple_timer
+
+from . import prime_core_algos
+
+
+def compute_advantage(data: DataProto, adv_estimator, config):
+    if adv_estimator == "rloo":
+        responses = data.batch["responses"]
+        response_length = responses.size(-1)
+        attention_mask = data.batch["attention_mask"]
+        response_mask = attention_mask[:, -response_length:]
+        advantages, returns = prime_core_algos.compute_rloo_advantage_return(
+            data, response_mask, config.actor_rollout_ref.rollout.n, config
+        )
+        data.batch["advantages"] = advantages
+        data.batch["returns"] = returns
+    else:
+        raise NotImplementedError
+    return data
+
+
+def compute_data_metrics(batch, use_critic=True):
+    advantages = batch.batch["advantages"]
+    returns = batch.batch["returns"]
+
+    max_response_length = batch.batch["responses"].shape[-1]
+
+    prompt_mask = batch.batch["attention_mask"][:, :-max_response_length].bool()
+    response_mask = batch.batch["attention_mask"][:, -max_response_length:].bool()
+
+    max_prompt_length = prompt_mask.size(-1)
+
+    response_info = _compute_response_info(batch)
+    prompt_length = response_info["prompt_length"]
+    response_length = response_info["response_length"]
+
+    valid_adv = torch.masked_select(advantages, response_mask)
+    valid_returns = torch.masked_select(returns, response_mask)
+
+    if use_critic:
+        values = batch.batch["values"]
+        valid_values = torch.masked_select(values, response_mask)
+        return_diff_var = torch.var(valid_returns - valid_values)
+        return_var = torch.var(valid_returns)
+
+    metrics = {
+        # adv
+        "critic/advantages/mean": torch.mean(valid_adv).detach().item(),
+        "critic/advantages/max": torch.max(valid_adv).detach().item(),
+        "critic/advantages/min": torch.min(valid_adv).detach().item(),
+        # returns
+        "critic/returns/mean": torch.mean(valid_returns).detach().item(),
+        "critic/returns/max": torch.max(valid_returns).detach().item(),
+        "critic/returns/min": torch.min(valid_returns).detach().item(),
+        **(
+            {
+                # values
+                "critic/values/mean": torch.mean(valid_values).detach().item(),
+                "critic/values/max": torch.max(valid_values).detach().item(),
+                "critic/values/min": torch.min(valid_values).detach().item(),
+                # vf explained var
+                "critic/vf_explained_var": (1.0 - return_diff_var / (return_var + 1e-5)).detach().item(),
+            }
+            if use_critic
+            else {}
+        ),
+        # response length
+        "response_length/mean": torch.mean(response_length).detach().item(),
+        "response_length/max": torch.max(response_length).detach().item(),
+        "response_length/min": torch.min(response_length).detach().item(),
+        "response_length/clip_ratio": torch.mean(torch.eq(response_length, max_response_length).float())
+        .detach()
+        .item(),
+        # prompt length
+        "prompt_length/mean": torch.mean(prompt_length).detach().item(),
+        "prompt_length/max": torch.max(prompt_length).detach().item(),
+        "prompt_length/min": torch.min(prompt_length).detach().item(),
+        "prompt_length/clip_ratio": torch.mean(torch.eq(prompt_length, max_prompt_length).float()).detach().item(),
+    }
+    return metrics
+
+
+def compute_response_mask(data: DataProto):
+    responses = data.batch["responses"]
+    response_length = responses.size(1)
+    attention_mask = data.batch["attention_mask"]
+    return attention_mask[:, -response_length:]
+
+
+def compute_timing_metrics(batch, timing_raw):
+    response_info = _compute_response_info(batch)
+    num_prompt_tokens = torch.sum(response_info["prompt_length"]).item()
+    num_response_tokens = torch.sum(response_info["response_length"]).item()
+    num_overall_tokens = num_prompt_tokens + num_response_tokens
+
+    num_tokens_of_section = {
+        "gen": num_response_tokens,
+        **{name: num_overall_tokens for name in ["ref", "values", "adv", "update_critic", "update_actor"]},
+    }
+
+    return {
+        **{f"timing_s/{name}": value for name, value in timing_raw.items()},
+        **{
+            f"timing_per_token_ms/{name}": timing_raw[name] * 1000 / num_tokens_of_section[name]
+            for name in set(num_tokens_of_section.keys()) & set(timing_raw.keys())
+        },
+    }
+
+
+class RayPRIMETrainer(RayPPOTrainer):
+    """
+    Note that this trainer runs on the driver process on a single CPU/GPU node.
+    """
+
+    # TODO: support each role have individual ray_worker_group_cls,
+    # i.e., support different backend of different role
+    def __init__(
+        self,
+        config,
+        tokenizer,
+        role_worker_mapping: dict[Role, WorkerType],
+        resource_pool_manager: ResourcePoolManager,
+        ray_worker_group_cls: RayWorkerGroup = RayWorkerGroup,
+        reward_fn=None,
+        val_reward_fn=None,
+        device_name="cuda",
+    ):
+        # assert get_torch_device().is_available(), 'cuda must be available on driver'
+
+        super().__init__(
+            config,
+            tokenizer,
+            role_worker_mapping,
+            resource_pool_manager,
+            ray_worker_group_cls,
+            reward_fn=reward_fn,
+            val_reward_fn=val_reward_fn,
+            device_name=device_name,
+        )
+
+        self.use_critic = False
+
+    def _create_dataloader(self, *args, **kwargs):
+        from torch.utils.data import DataLoader, RandomSampler, SequentialSampler
+
+        # TODO: we have to make sure the batch size is divisible by the dp size
+        self.train_dataset = RLHFDataset(
+            data_files=self.config.data.train_files, tokenizer=self.tokenizer, config=self.config.data
+        )
+        # use sampler for better ckpt resume
+        if self.config.data.shuffle:
+            train_dataloader_generator = torch.Generator()
+            train_dataloader_generator.manual_seed(self.config.data.get("seed", 1))
+            sampler = RandomSampler(data_source=self.train_dataset, generator=train_dataloader_generator)
+        else:
+            sampler = SequentialSampler(data_source=self.train_dataset)
+
+        self.train_dataloader = DataLoader(
+            dataset=self.train_dataset,
+            batch_size=int(self.config.data.train_batch_size * self.config.data.oversample_factor),
+            drop_last=True,
+            collate_fn=collate_fn,
+            sampler=sampler,
+        )
+
+        self.val_dataset = RLHFDataset(
+            data_files=self.config.data.val_files, tokenizer=self.tokenizer, config=self.config.data
+        )
+        self.val_dataloader = DataLoader(
+            dataset=self.val_dataset,
+            batch_size=len(self.val_dataset),
+            shuffle=True,
+            drop_last=True,
+            collate_fn=collate_fn,
+        )
+
+        assert len(self.train_dataloader) >= 1
+        assert len(self.val_dataloader) >= 1
+
+        print(f"Size of train dataloader: {len(self.train_dataloader)}")
+        print(f"Size of val dataloader: {len(self.val_dataloader)}")
+
+        # inject total_training_steps to actor/critic optim_config. This is hacky.
+        total_training_steps = len(self.train_dataloader) * self.config.trainer.total_epochs
+
+        if self.config.trainer.total_training_steps is not None:
+            total_training_steps = self.config.trainer.total_training_steps
+
+        self.total_training_steps = total_training_steps
+        print(f"Total training steps: {self.total_training_steps}")
+
+        OmegaConf.set_struct(self.config, True)
+        with open_dict(self.config):
+            self.config.actor_rollout_ref.actor.optim.total_training_steps = total_training_steps
+            self.config.critic.optim.total_training_steps = total_training_steps
+
+    def _save_checkpoint(self):
+        # path: given_path + `/global_step_{global_steps}` + `/actor`
+        local_global_step_folder = os.path.join(
+            self.config.trainer.default_local_dir, f"global_step_{self.global_steps}"
+        )
+        print(f"local_global_step_folder: {local_global_step_folder}")
+        actor_local_path = os.path.join(local_global_step_folder, "actor")
+
+        actor_remote_path = (
+            None
+            if self.config.trainer.default_hdfs_dir is None
+            else os.path.join(self.config.trainer.default_hdfs_dir, f"global_step_{self.global_steps}", "actor")
+        )
+        self.actor_rollout_wg.save_checkpoint(
+            actor_local_path,
+            actor_remote_path,
+            self.global_steps,
+        )
+
+        if self.use_rm:
+            reward_local_path = os.path.join(local_global_step_folder, "reward")
+            reward_remote_path = (
+                None
+                if self.config.trainer.default_hdfs_dir is None
+                else os.path.join(self.config.trainer.default_hdfs_dir, f"global_step_{self.global_steps}", "reward")
+            )
+            self.rm_wg.save_checkpoint(
+                reward_local_path,
+                reward_remote_path,
+                self.global_steps,
+            )
+
+        # save dataloader
+        dataloader_local_path = os.path.join(local_global_step_folder, "data.pt")
+        import dill
+
+        torch.save(self.train_dataloader, dataloader_local_path, pickle_module=dill)
+
+        # latest checkpointed iteration tracker (for atomic usage)
+        local_latest_checkpointed_iteration = os.path.join(
+            self.config.trainer.default_local_dir, "latest_checkpointed_iteration.txt"
+        )
+        with open(local_latest_checkpointed_iteration, "w") as f:
+            f.write(str(self.global_steps))
+
+    def _load_checkpoint(self):
+        if self.config.trainer.resume_mode == "disable":
+            return 0
+
+        # load from hdfs
+        if self.config.trainer.default_hdfs_dir is not None:
+            NotImplementedError("load from hdfs is not implemented yet")
+        else:
+            checkpoint_folder = self.config.trainer.default_local_dir  # TODO: check path
+            if not os.path.isabs(checkpoint_folder):
+                working_dir = os.getcwd()
+                checkpoint_folder = os.path.join(working_dir, checkpoint_folder)
+            global_step_folder = find_latest_ckpt_path(checkpoint_folder)  # None if no latest
+
+        # find global_step_folder
+        if self.config.trainer.resume_mode == "auto":
+            if global_step_folder is None:
+                print("Training from scratch")
+                return 0
+        else:
+            if self.config.trainer.resume_mode == "resume_path":
+                assert isinstance(self.config.trainer.resume_from_path, str), "resume ckpt must be str type"
+                assert "global_step_" in self.config.trainer.resume_from_path, (
+                    "resume ckpt must specify the global_steps"
+                )
+                global_step_folder = self.config.trainer.resume_from_path
+                if not os.path.isabs(global_step_folder):
+                    working_dir = os.getcwd()
+                    global_step_folder = os.path.join(working_dir, global_step_folder)
+        print(f"Load from checkpoint folder: {global_step_folder}")
+        # set global step
+        self.global_steps = int(global_step_folder.split("global_step_")[-1])
+
+        print(f"Setting global step to {self.global_steps}")
+        print(f"Resuming from {global_step_folder}")
+
+        actor_path = os.path.join(global_step_folder, "actor")
+        reward_path = os.path.join(global_step_folder, "reward")
+        # load actor
+        self.actor_rollout_wg.load_checkpoint(
+            actor_path, del_local_after_load=self.config.trainer.del_local_ckpt_after_load
+        )
+        # load rm
+        if self.use_rm:
+            self.rm_wg.load_checkpoint(reward_path, del_local_after_load=self.config.trainer.del_local_ckpt_after_load)
+
+        # load dataloader,
+        # TODO: from remote not implemented yet
+        dataloader_local_path = os.path.join(global_step_folder, "data.pt")
+        self.train_dataloader = torch.load(dataloader_local_path)
+        if isinstance(self.train_dataloader.dataset, RLHFDataset):
+            self.train_dataloader.dataset.resume_dataset_state()
+
+    def fit(self):
+        """
+        The training loop of PPO.
+        The driver process only need to call the compute functions of the worker group through RPC to
+        construct the PPO dataflow. The light-weight advantage computation is done on the driver process.
+        """
+        from omegaconf import OmegaConf
+
+        from verl.utils.tracking import Tracking
+
+        logger = Tracking(
+            project_name=self.config.trainer.project_name,
+            experiment_name=self.config.trainer.experiment_name,
+            default_backend=self.config.trainer.logger,
+            config=OmegaConf.to_container(self.config, resolve=True),
+        )
+
+        self.global_steps = 0
+
+        # load checkpoint before doing anything
+        self._load_checkpoint()
+
+        # perform validation before training
+        # currently, we only support validation using the reward_function.
+        if self.val_reward_fn is not None and self.config.trainer.get("val_before_train", True):
+            val_metrics = self._validate()
+            assert val_metrics, f"{val_metrics=}"
+            pprint(f"Initial validation metrics: {val_metrics}")
+            logger.log(data=val_metrics, step=self.global_steps)
+            if self.config.trainer.get("val_only", False):
+                return
+
+        # we start from step 1
+        self.global_steps += 1
+
+        for epoch in range(self.config.trainer.total_epochs):
+            for batch_dict in self.train_dataloader:
+                metrics = {}
+                timing_raw = {}
+
+                batch: DataProto = DataProto.from_single_dict(batch_dict)
+
+                # pop those keys for generation
+                gen_batch = batch.pop(batch_keys=["input_ids", "attention_mask", "position_ids"])
+                gen_batch = gen_batch.repeat(repeat_times=self.config.actor_rollout_ref.rollout.n, interleave=True)
+
+                with simple_timer("step", timing_raw):
+                    # generate a batch
+                    with simple_timer("gen", timing_raw):
+                        gen_batch_output = self.actor_rollout_wg.generate_sequences(gen_batch)
+                        timing_raw.update(gen_batch_output.meta_info["timing"])
+                        gen_batch_output.meta_info.pop("timing", None)
+
+                    if self.config.algorithm.adv_estimator == "remax":
+                        with simple_timer("gen_max", timing_raw):
+                            gen_baseline_batch = deepcopy(gen_batch)
+                            gen_baseline_batch.meta_info["do_sample"] = False
+                            gen_baseline_output = self.actor_rollout_wg.generate_sequences(gen_baseline_batch)
+
+                            batch = batch.union(gen_baseline_output)
+                            reward_baseline_tensor = self.reward_fn(batch)
+                            reward_baseline_tensor = reward_baseline_tensor.sum(dim=-1)
+
+                            batch.pop(batch_keys=list(gen_baseline_output.batch.keys()))
+
+                            batch.batch["reward_baselines"] = reward_baseline_tensor
+
+                            del gen_baseline_batch, gen_baseline_output
+
+                    batch.non_tensor_batch["uid"] = np.array(
+                        [str(uuid.uuid4()) for _ in range(len(batch.batch))], dtype=object
+                    )
+                    # repeat to align with repeated responses in rollout
+                    batch = batch.repeat(repeat_times=self.config.actor_rollout_ref.rollout.n, interleave=True)
+                    batch = batch.union(gen_batch_output)
+
+                    # Balance the number of valid tokens across DP ranks.
+                    # NOTE: This usually changes the order of data in the `batch`,
+                    # which won't affect the advantage calculation (since it's based on uid),
+                    # but might affect the loss calculation (due to the change of mini-batching).
+                    # TODO: Decouple the DP balancing and mini-batching.
+                    if self.config.trainer.balance_batch:
+                        self._balance_batch(batch, metrics=metrics)
+
+                    # compute global_valid tokens
+                    batch.meta_info["global_token_num"] = torch.sum(batch.batch["attention_mask"], dim=-1).tolist()
+
+                    # verify
+                    with simple_timer("verify", timing_raw):
+                        scores = self.reward_fn.verify(batch)
+                        metrics["acc"] = statistics.mean(scores)
+
+                    # filter the batch. 1/oversample_factor samples will be kept.
+                    # If there is a filter, prompts passing it will be prioritized.
+
+                    batch = self.filter_and_downsample(scores, batch)
+                    batch.meta_info["n"] = self.config.actor_rollout_ref.rollout.n
+                    n_samples = self.config.actor_rollout_ref.rollout.n
+
+                    # recompute old_log_probs
+                    with simple_timer("old_log_prob", timing_raw):
+                        old_log_prob = self.actor_rollout_wg.compute_log_prob(batch)
+                        entropys = old_log_prob.batch["entropys"]
+                        response_masks = compute_response_mask(batch)
+                        loss_agg_mode = self.config.actor_rollout_ref.actor.loss_agg_mode
+                        entropy_agg = agg_loss(loss_mat=entropys, loss_mask=response_masks, loss_agg_mode=loss_agg_mode)
+                        old_log_prob_metrics = {"actor/entropy": entropy_agg.detach().item()}
+                        metrics.update(old_log_prob_metrics)
+                        old_log_prob.batch.pop("entropys")
+                        batch = batch.union(old_log_prob)
+
+                    if self.use_reference_policy:
+                        # compute reference log_prob
+                        with simple_timer("ref", timing_raw):
+                            ref_log_prob = self.ref_policy_wg.compute_ref_log_prob(batch)
+                            batch = batch.union(ref_log_prob)
+
+                    with simple_timer("adv", timing_raw):
+                        if self.use_rm:
+                            update_style = self.config.reward_model.model.get("update", "none")
+                            if update_style == "none":  # only run forward
+                                reward_output = self.rm_wg.compute_rm_score(batch)
+                            elif update_style == "after":  # update and directly return the reward
+                                reward_output = self.rm_wg.update_rm(batch)
+                            elif update_style == "before":  # update reward model, and then run forward
+                                reward_output = self.rm_wg.update_rm(batch)
+                                if "metrics" in reward_output.meta_info.keys():
+                                    reward_output_metrics = reduce_metrics(reward_output.meta_info["metrics"])
+                                    metrics.update(reward_output_metrics)
+
+                                reward_output = self.rm_wg.compute_rm_score(batch)
+                            elif (
+                                update_style == "reverse"
+                            ):  # run forward to calculate statistics, then update reward model
+                                reward_output = self.rm_wg.compute_rm_score(batch)
+                                # broadcast q and acc tensor to each result
+                                bc_td = DataProto.from_dict(
+                                    tensors={
+                                        "Q_bc": reward_output.batch["q"]
+                                        .sum(dim=-1)
+                                        .view(-1, n_samples)
+                                        .unsqueeze(1)
+                                        .expand(-1, n_samples, -1)
+                                        .reshape(-1, n_samples),
+                                        "acc_bc": batch.batch["acc"]
+                                        .view(-1, n_samples)
+                                        .unsqueeze(1)
+                                        .expand(-1, n_samples, -1)
+                                        .reshape(-1, n_samples),
+                                    }
+                                )
+                                batch = batch.union(bc_td)
+                                reward_output = self.rm_wg.update_rm(batch)
+                            else:
+                                raise NotImplementedError
+                            batch = batch.union(reward_output)
+                            if "metrics" in reward_output.meta_info.keys():
+                                reward_output_metrics = reduce_metrics(reward_output.meta_info["metrics"])
+                                metrics.update(reward_output_metrics)
+
+                        # compute advantages, executed on the driver process
+                        batch = compute_advantage(
+                            batch, adv_estimator=self.config.algorithm.adv_estimator, config=self.config
+                        )
+
+                    # update actor
+                    with simple_timer("update_actor", timing_raw):
+                        actor_output = self.actor_rollout_wg.update_actor(batch)
+                    actor_output_metrics = reduce_metrics(actor_output.meta_info["metrics"])
+                    metrics.update(actor_output_metrics)
+
+                    # validate
+                    if (
+                        self.val_reward_fn is not None
+                        and self.config.trainer.test_freq > 0
+                        and self.global_steps % self.config.trainer.test_freq == 0
+                    ):
+                        with simple_timer("testing", timing_raw):
+                            val_metrics: dict = self._validate()
+                        metrics.update(val_metrics)
+
+                    if self.config.trainer.save_freq > 0 and self.global_steps % self.config.trainer.save_freq == 0:
+                        with simple_timer("save_checkpoint", timing_raw):
+                            self._save_checkpoint()
+
+                # collect metrics
+                metrics.update(compute_data_metrics(batch=batch, use_critic=self.use_critic))
+                metrics.update(compute_timing_metrics(batch=batch, timing_raw=timing_raw))
+
+                # TODO: make a canonical logger that supports various backend
+                logger.log(data=metrics, step=self.global_steps)
+
+                self.global_steps += 1
+
+                if self.global_steps >= self.total_training_steps:
+                    # perform validation after training
+                    if self.val_reward_fn is not None:
+                        val_metrics = self._validate()
+                        pprint(f"Final validation metrics: {val_metrics}")
+                        logger.log(data=val_metrics, step=self.global_steps)
+                    if (
+                        self.config.trainer.save_freq > 0
+                        and (self.global_steps - 1) % self.config.trainer.save_freq != 0
+                    ):
+                        with simple_timer("save_checkpoint", timing_raw):
+                            self._save_checkpoint()
+                    return
+
+    def filter_and_downsample(self, scores, batch: DataProto):
+        """
+        downsample the batch according to oversample_factor
+        samples passing the filters will be prioritized
+        """
+        n_samples = int(self.config.actor_rollout_ref.rollout.n)
+        reward_matrix = torch.tensor(scores).reshape(-1, n_samples)
+
+        filter_mask = torch.ones((reward_matrix.shape[0]), dtype=torch.bool)
+
+        if self.config.data.filter_accuracy:
+            acc_tensor = torch.mean(reward_matrix, dim=-1)
+            filter_mask[
+                (acc_tensor > self.config.data.accuracy_upper_bound)
+                | (acc_tensor < self.config.data.accuracy_lower_bound)
+            ] = False
+
+        if self.config.data.filter_truncate:
+            length_matrix = (
+                batch.batch["attention_mask"][:, -batch.batch["responses"].shape[-1] :]
+                .sum(dim=-1)
+                .reshape(-1, n_samples)
+            )
+            length_tensor = torch.max(length_matrix, dim=-1)[0]
+            filter_mask[length_tensor >= self.config.data.max_response_length - 1] = False
+
+        reorder_index = torch.argsort(filter_mask, descending=True)
+        reorder_index = (reorder_index.unsqueeze(-1) * n_samples + torch.arange(0, n_samples).unsqueeze(0)).view(-1)
+        batch.reorder(
+            reorder_index[: int(len(batch) // self.config.data.oversample_factor)]
+        )  # this operation is inplace
+
+        return batch
diff --git a/verl/recipe/prime/run_prime_qwen.sh b/verl/recipe/prime/run_prime_qwen.sh
new file mode 100644
index 0000000000000000000000000000000000000000..145f31b7bada41456f2b5b069016a51eeab82602
--- /dev/null
+++ b/verl/recipe/prime/run_prime_qwen.sh
@@ -0,0 +1,64 @@
+set -x
+
+
+gsm8k_train_path=$HOME/data/gsm8k/train.parquet
+gsm8k_test_path=$HOME/data/gsm8k/test.parquet
+
+# download from https://huggingface.co/datasets/PRIME-RL/Eurus-2-RL-Data
+math_train_path=$HOME/data/math/train.parquet
+math_test_path=$HOME/data/math/test.parquet
+
+train_files="['$gsm8k_train_path', '$math_train_path']"
+test_files="['$gsm8k_test_path', '$math_test_path']"
+
+model_path=PRIME-RL/Eurus-2-7B-SFT
+# model_path=Qwen/Qwen2.5-0.5B-Instruct
+
+python3 -m recipe.prime.main_prime \
+    data.train_files="$train_files" \
+    data.val_files="$test_files" \
+    data.train_batch_size=64 \
+    data.val_batch_size=6312 \
+    data.max_prompt_length=1024 \
+    data.max_response_length=3072 \
+    data.filter_overlong_prompts=True \
+    data.filter_accuracy=True \
+    data.accuracy_lower_bound=0.2 \
+    data.accuracy_upper_bound=0.8 \
+    data.oversample_factor=4 \
+    actor_rollout_ref.model.path=$model_path \
+    actor_rollout_ref.actor.optim.lr=5e-7 \
+    actor_rollout_ref.model.use_remove_padding=True \
+    actor_rollout_ref.actor.ppo_mini_batch_size=64 \
+    actor_rollout_ref.actor.ppo_micro_batch_size_per_gpu=1 \
+    actor_rollout_ref.model.enable_gradient_checkpointing=True \
+    actor_rollout_ref.actor.fsdp_config.param_offload=True \
+    actor_rollout_ref.actor.fsdp_config.optimizer_offload=True \
+    actor_rollout_ref.actor.use_kl_loss=False \
+    actor_rollout_ref.rollout.log_prob_micro_batch_size_per_gpu=32 \
+    actor_rollout_ref.rollout.tensor_model_parallel_size=1 \
+    actor_rollout_ref.rollout.name=vllm \
+    actor_rollout_ref.rollout.n=4 \
+    actor_rollout_ref.rollout.gpu_memory_utilization=0.6 \
+    actor_rollout_ref.ref.log_prob_micro_batch_size_per_gpu=32 \
+    algorithm.adv_estimator=rloo \
+    algorithm.use_kl_in_reward=True \
+    algorithm.kl_penalty=kl \
+    algorithm.kl_ctrl.kl_coef=0.001 \
+    reward_model.model.path=$model_path \
+    reward_model.micro_batch_size_per_gpu=1 \
+    reward_model.model.update=before \
+    reward_model.model.beta_train=0.05 \
+    reward_model.model.optim.lr=1e-6 \
+    reward_model.model.optim.grad_clip=10.0 \
+    reward_model.model.input_tokenizer=null \
+    reward_model.mini_batch_size=64 \
+    trainer.val_before_train=False \
+    trainer.logger='["console","wandb"]' \
+    trainer.project_name='prime_example' \
+    trainer.experiment_name='Eurus-2-7B-SFT-gsm8k' \
+    trainer.n_gpus_per_node=8 \
+    trainer.nnodes=1 \
+    trainer.save_freq=64 \
+    trainer.test_freq=64 \
+    trainer.total_epochs=15 $@
diff --git a/verl/recipe/prime/run_prime_qwen_code.sh b/verl/recipe/prime/run_prime_qwen_code.sh
new file mode 100644
index 0000000000000000000000000000000000000000..e179c0858ab0f4819a4f9cd7ebf58cf5b7acd194
--- /dev/null
+++ b/verl/recipe/prime/run_prime_qwen_code.sh
@@ -0,0 +1,61 @@
+set -x
+
+
+# download from https://huggingface.co/datasets/PRIME-RL/Eurus-2-RL-Data
+code_train_path=$HOME/data/code/train.parquet
+code_test_path=$HOME/data/code/test.parquet
+
+train_files="['$code_train_path']"
+test_files="['$code_test_path']"
+
+model_path=PRIME-RL/Eurus-2-7B-SFT
+# model_path=Qwen/Qwen2.5-0.5B-Instruct
+
+python3 -m recipe.prime.main_prime \
+    data.train_files="$train_files" \
+    data.val_files="$test_files" \
+    data.train_batch_size=64 \
+    data.val_batch_size=6312 \
+    data.max_prompt_length=1024 \
+    data.max_response_length=3072 \
+    data.filter_overlong_prompts=True \
+    data.filter_accuracy=True \
+    data.accuracy_lower_bound=0.2 \
+    data.accuracy_upper_bound=0.8 \
+    data.oversample_factor=4 \
+    actor_rollout_ref.model.path=$model_path \
+    actor_rollout_ref.actor.optim.lr=5e-7 \
+    actor_rollout_ref.model.use_remove_padding=True \
+    actor_rollout_ref.actor.ppo_mini_batch_size=64 \
+    actor_rollout_ref.actor.ppo_micro_batch_size_per_gpu=1 \
+    actor_rollout_ref.model.enable_gradient_checkpointing=True \
+    actor_rollout_ref.actor.fsdp_config.param_offload=True \
+    actor_rollout_ref.actor.fsdp_config.optimizer_offload=True \
+    actor_rollout_ref.actor.use_kl_loss=False \
+    actor_rollout_ref.rollout.log_prob_micro_batch_size_per_gpu=32 \
+    actor_rollout_ref.rollout.tensor_model_parallel_size=1 \
+    actor_rollout_ref.rollout.name=vllm \
+    actor_rollout_ref.rollout.n=4 \
+    actor_rollout_ref.rollout.gpu_memory_utilization=0.6 \
+    actor_rollout_ref.ref.log_prob_micro_batch_size_per_gpu=32 \
+    algorithm.adv_estimator=rloo \
+    algorithm.use_kl_in_reward=True \
+    algorithm.kl_penalty=kl \
+    algorithm.kl_ctrl.kl_coef=0.001 \
+    reward_model.model.path=$model_path \
+    reward_model.micro_batch_size_per_gpu=1 \
+    reward_model.model.update=before \
+    reward_model.model.beta_train=0.05 \
+    reward_model.model.optim.lr=1e-6 \
+    reward_model.model.optim.grad_clip=10.0 \
+    reward_model.model.input_tokenizer=null \
+    reward_model.mini_batch_size=64 \
+    trainer.val_before_train=False \
+    trainer.logger='["console","wandb"]' \
+    trainer.project_name='prime_example' \
+    trainer.experiment_name='Eurus-2-7B-SFT-code' \
+    trainer.n_gpus_per_node=8 \
+    trainer.nnodes=1 \
+    trainer.save_freq=64 \
+    trainer.test_freq=64 \
+    trainer.total_epochs=15 $@
diff --git a/verl/recipe/r1/README.md b/verl/recipe/r1/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..ddd23bcc3abe7560c50af6082a2a2bdb6601fe39
--- /dev/null
+++ b/verl/recipe/r1/README.md
@@ -0,0 +1,26 @@
+# DeepSeek R1 Reproduction
+
+This recipe is under development, if you are interested, checkout the TODO list and join this project! https://github.com/volcengine/verl/issues/708 
+
+## Reproducing Evaluation
+
+Eval Results of DS-R1-Distill-Qwen2.5-1.5B (k=8)
+
+Dataset | Test Results | Reported
+-- | -- | --
+GPQA Diamond | 35.3 | 33.8
+LiveCodeBench | 16.9 | 16.9
+AIME 2024 | 30.4 | 28.9
+CNMO 2024 (en) | 45.1 | -
+CNMO 2024 (zh) | 41.0 | -
+
+---
+
+Eval Results (DS-R1)
+
+Dataset | Test Results (k=1) | Test Results (k=4) | Reported
+-- | -- | -- | --
+GPQA Diamond | 67.7 | 69.6 | 71.5
+LiveCodeBench | 64.7 | 63.1 | 65.9
+AIME 2024 | 86.7 | 79.2 | 79.8
+CNMO 2024 | 75.0 | 78.5 | 78.8
diff --git a/verl/recipe/r1/__init__.py b/verl/recipe/r1/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..1ce90c5eb352d85c59105c0dc85b5f1dd576f095
--- /dev/null
+++ b/verl/recipe/r1/__init__.py
@@ -0,0 +1,13 @@
+# Copyright 2024 Bytedance Ltd. and/or its affiliates
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
diff --git a/verl/recipe/r1/config/evaluation.yaml b/verl/recipe/r1/config/evaluation.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..4fe664ae43aa28584f8d946e11b06d346e9cab86
--- /dev/null
+++ b/verl/recipe/r1/config/evaluation.yaml
@@ -0,0 +1,14 @@
+data:
+  path: /tmp/math_Qwen2-7B-Instruct.parquet
+  prompt_key: prompt
+  response_key: responses
+  data_source_key: data_source
+  reward_model_key: reward_model
+
+custom_reward_function:
+  path: null
+  name: compute_score
+
+ray_kwargs:
+  ray_init:
+    num_cpus: null # `None` means using all CPUs, which might cause hang if limited in systems like SLURM. Please set to a number allowed then.
\ No newline at end of file
diff --git a/verl/recipe/r1/data_process.py b/verl/recipe/r1/data_process.py
new file mode 100644
index 0000000000000000000000000000000000000000..fb41c814371aa21e4f08af449b43c0a4e5753634
--- /dev/null
+++ b/verl/recipe/r1/data_process.py
@@ -0,0 +1,203 @@
+# Copyright 2024 Bytedance Ltd. and/or its affiliates
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+"""
+Preprocess the dataset to parquet format
+"""
+
+import argparse
+import os
+from functools import partial
+
+from datasets import concatenate_datasets, load_dataset
+
+from verl.utils.hdfs_io import copy, makedirs
+
+
+def example_map_fn(example, idx, process_fn, data_source, ability, split):
+    question, solution = process_fn(example)
+    data = {
+        "data_source": data_source,
+        "prompt": [{"role": "user", "content": question}],
+        "ability": ability,
+        "reward_model": {"style": "rule", "ground_truth": solution},
+        "extra_info": {"split": split, "index": idx},
+    }
+    return data
+
+
+def build_aime2024_dataset():
+    def process_aime2024(example):
+        return example["Problem"], str(example["Answer"])
+
+    data_source = "Maxwell-Jia/AIME_2024"
+    print(f"Loading the {data_source} dataset from huggingface...", flush=True)
+    dataset = load_dataset(data_source, split="train")
+    map_fn = partial(
+        example_map_fn, process_fn=process_aime2024, data_source=data_source, ability="English", split="test"
+    )
+    dataset = dataset.map(map_fn, with_indices=True, remove_columns=dataset.column_names)
+    return dataset
+
+
+def build_gpqa_dimond_dataset():
+    import random
+
+    GPQA_QUERY_TEMPLATE = (
+        "Answer the following multiple choice question. The last line of your response should be of the following "
+        "format: 'Answer: $LETTER' (without quotes) where LETTER is one of ABCD. Think step by step before "
+        "answering.\n\n{Question}\n\nA) {A}\nB) {B}\nC) {C}\nD) {D}"
+    )
+
+    def process_gpqa_diamond(example):
+        choices = [example["Incorrect Answer 1"], example["Incorrect Answer 2"], example["Incorrect Answer 3"]]
+        random.shuffle(choices)
+        gold_index = random.randint(0, 3)
+        choices.insert(gold_index, example["Correct Answer"])
+        query_prompt = GPQA_QUERY_TEMPLATE.format(
+            A=choices[0], B=choices[1], C=choices[2], D=choices[3], Question=example["Question"]
+        )
+        gold_choice = "ABCD"[gold_index]
+        return query_prompt, gold_choice
+
+    data_source = "Idavidrein/gpqa"
+    print(f"Loading the {data_source} dataset from huggingface...", flush=True)
+
+    dataset = load_dataset(data_source, "gpqa_diamond", split="train")
+    map_fn = partial(
+        example_map_fn, process_fn=process_gpqa_diamond, data_source=data_source, ability="Math", split="test"
+    )
+    dataset = dataset.map(map_fn, with_indices=True, remove_columns=dataset.column_names)
+    return dataset
+
+
+def build_cnmo2024_dataset():
+    def process_cnmo2024(example):
+        return example["question"], example["answer"]
+
+    data_source = "opencompass/LiveMathBench"
+    print(f"Loading the {data_source} dataset from huggingface...", flush=True)
+
+    dataset_en = load_dataset(data_source, "v202412_CNMO_en", split="test")
+    map_fn_en = partial(
+        example_map_fn, process_fn=process_cnmo2024, data_source="opencompass/cnmo2024_en", ability="Math", split="test"
+    )
+    dataset_en = dataset_en.map(map_fn_en, with_indices=True, remove_columns=dataset_en.column_names)
+
+    dataset_zh = load_dataset(data_source, "v202412_CNMO_cn", split="test")
+    map_fn_zh = partial(
+        example_map_fn, process_fn=process_cnmo2024, data_source="opencompass/cnmo2024_zh", ability="Math", split="test"
+    )
+    dataset_zh = dataset_zh.map(map_fn_zh, with_indices=True, remove_columns=dataset_zh.column_names)
+
+    dataset = concatenate_datasets([dataset_en, dataset_zh])
+    return dataset
+
+
+def build_livecodebench_dataset():
+    import base64
+    import json
+    import pickle
+    import zlib
+
+    def process_livecodebench(example):
+        # Construct Query Prompt
+        # From https://github.com/LiveCodeBench/LiveCodeBench/blob/998c52d394b836f15fff3b9a29866191108ff81b/lcb_runner/prompts/code_generation.py#L140
+        query_prompt = (
+            f"You will be given a question (problem specification) and will generate a correct Python program "
+            f"that matches the specification and passes all tests.\n\nQuestion: {example['question_content']}\n\n"
+        )
+        if example["starter_code"]:
+            query_prompt += (
+                f"You will use the following starter code to write the solution to the problem and enclose your "
+                f"code within delimiters.\n```python\n{example['starter_code']}\n```"
+            )
+        else:
+            query_prompt += (
+                "Read the inputs from stdin solve the problem and write the answer to stdout (do not directly test "
+                "on the sample inputs). Enclose your code within delimiters as follows. Ensure that when the python "
+                "program runs, it reads the inputs, runs the algorithm and writes output to STDOUT."
+                "```python\n# YOUR CODE HERE\n```"
+            )
+
+        # Construct test cases
+        public_test_cases = json.loads(example["public_test_cases"])
+        try:
+            private_test_cases = json.loads(example["private_test_cases"])
+        except Exception as e:
+            print(f"Error loading private test cases: {e}")
+            private_test_cases = json.loads(
+                pickle.loads(zlib.decompress(base64.b64decode(example["private_test_cases"].encode("utf-8"))))
+            )
+        full_test_cases = public_test_cases + private_test_cases
+
+        metadata = json.loads(example["metadata"])
+        test_cases = {
+            "inputs": [t["input"] for t in full_test_cases],
+            "outputs": [t["output"] for t in full_test_cases],
+            "fn_name": metadata.get("func_name", None),
+        }
+        text_cases_compressed = base64.b64encode(zlib.compress(pickle.dumps(json.dumps(test_cases)))).decode("utf-8")
+        return query_prompt, text_cases_compressed
+
+    data_source = "livecodebench/code_generation_lite"
+    print(f"Loading the {data_source} dataset from huggingface...", flush=True)
+    dataset = load_dataset(data_source, split="test")
+    # R1 Evaluation use LiveCodeBench 24.08-25.01
+    dataset = dataset.filter(lambda line: "2024-08-00T00:00:00" <= line["contest_date"] < "2025-01-00T00:00:00")
+    map_fn = partial(
+        example_map_fn, process_fn=process_livecodebench, data_source=data_source, ability="Code", split="test"
+    )
+
+    dataset = dataset.map(map_fn, with_indices=True, remove_columns=dataset.column_names, num_proc=8)
+    return dataset
+
+
+TASK2DATA = {
+    "aime2024": build_aime2024_dataset,
+    "gpqa_diamond": build_gpqa_dimond_dataset,
+    "cnmo2024": build_cnmo2024_dataset,
+    "livecodebench": build_livecodebench_dataset,
+}
+SUPPORTED_TASKS = TASK2DATA.keys()
+
+if __name__ == "__main__":
+    parser = argparse.ArgumentParser()
+    parser.add_argument("--local_dir", default="~/data/r1")
+    parser.add_argument("--hdfs_dir", default=None)
+    parser.add_argument("--tasks", default="all")
+
+    args = parser.parse_args()
+
+    if args.tasks.lower() == "all":
+        args.tasks = SUPPORTED_TASKS
+    else:
+        args.tasks = [task.strip() for task in args.tasks.split(",") if task.strip()]
+        for task in args.tasks:
+            if task not in SUPPORTED_TASKS:
+                raise NotImplementedError(f"{task} has not been supported.")
+
+    datasets = []
+    for task in args.tasks:
+        datasets.append(TASK2DATA[task]())
+    test_dataset = concatenate_datasets(datasets)
+
+    local_dir = args.local_dir
+    hdfs_dir = args.hdfs_dir
+
+    test_dataset.to_parquet(os.path.join(local_dir, "test.parquet"))
+
+    if hdfs_dir is not None:
+        makedirs(hdfs_dir)
+
+        copy(src=local_dir, dst=hdfs_dir)
diff --git a/verl/recipe/r1/main_eval.py b/verl/recipe/r1/main_eval.py
new file mode 100644
index 0000000000000000000000000000000000000000..5c0e735a1a582071bde0a9eaf6681085c8b4272c
--- /dev/null
+++ b/verl/recipe/r1/main_eval.py
@@ -0,0 +1,81 @@
+# Copyright 2024 Bytedance Ltd. and/or its affiliates
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+"""
+Offline evaluate the performance of a generated file using reward model and ground truth verifier.
+The input is a parquet file that contains N generated sequences and (optional) the ground truth.
+
+"""
+
+from collections import defaultdict
+
+import hydra
+import numpy as np
+import pandas as pd
+import ray
+from omegaconf import OmegaConf
+from tqdm import tqdm
+
+from verl.trainer.ppo.reward import get_custom_reward_fn
+from verl.utils.fs import copy_to_local
+
+
+@ray.remote
+def process_item(config, data_source, response_lst, reward_data):
+    reward_fn = get_custom_reward_fn(config)
+    ground_truth = reward_data["ground_truth"]
+    score_lst = [reward_fn(data_source, r, ground_truth) for r in response_lst]
+    return data_source, np.mean(score_lst)
+
+
+@hydra.main(config_path="config", config_name="evaluation", version_base=None)
+def main(config):
+    local_path = copy_to_local(config.data.path)
+    dataset = pd.read_parquet(local_path)
+    responses = dataset[config.data.response_key]
+    data_sources = dataset[config.data.data_source_key]
+    reward_model_data = dataset[config.data.reward_model_key]
+
+    total = len(dataset)
+
+    # Initialize Ray
+    if not ray.is_initialized():
+        ray.init(**OmegaConf.to_container(config.ray_kwargs.get("ray_init", {})))
+
+    # evaluate test_score based on data source
+    data_source_reward = defaultdict(list)
+
+    # Create remote tasks
+    remote_tasks = [
+        process_item.remote(config, data_sources[i], responses[i], reward_model_data[i]) for i in range(total)
+    ]
+
+    # Process results as they come in
+    with tqdm(total=total) as pbar:
+        while len(remote_tasks) > 0:
+            # Use ray.wait to get completed tasks
+            done_ids, remote_tasks = ray.wait(remote_tasks)
+            for result_id in done_ids:
+                data_source, score = ray.get(result_id)
+                data_source_reward[data_source].append(score)
+                pbar.update(1)
+
+    metric_dict = {}
+    for data_source, rewards in data_source_reward.items():
+        metric_dict[f"test_score/{data_source}"] = np.mean(rewards)
+
+    print(metric_dict)
+
+
+if __name__ == "__main__":
+    main()
diff --git a/verl/recipe/r1/reward_score.py b/verl/recipe/r1/reward_score.py
new file mode 100644
index 0000000000000000000000000000000000000000..9aeced911412327bb36dc65b159e0db5222a59b2
--- /dev/null
+++ b/verl/recipe/r1/reward_score.py
@@ -0,0 +1,30 @@
+# Copyright 2024 Bytedance Ltd. and/or its affiliates
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+
+def reward_func(data_source, solution_str, ground_truth, extra_info=None):
+    if data_source in ["Maxwell-Jia/AIME_2024", "opencompass/cnmo2024_en", "opencompass/cnmo2024_zh"]:
+        from recipe.r1.tasks import math_reward
+
+        return math_reward.compute_score(solution_str, ground_truth)
+    elif data_source == "Idavidrein/gpqa":
+        from recipe.r1.tasks import gpqa
+
+        return gpqa.compute_score(solution_str, ground_truth)
+    elif data_source in ["livecodebench/code_generation_lite", "livecodebench/code_generation"]:
+        from recipe.r1.tasks import livecodebench
+
+        return livecodebench.compute_score(solution_str, ground_truth)
+    else:
+        raise NotImplementedError
diff --git a/verl/recipe/r1/run_r1_distill_qwen.sh b/verl/recipe/r1/run_r1_distill_qwen.sh
new file mode 100644
index 0000000000000000000000000000000000000000..a1aa9edccc43ddd0b63d382cda59c92f143cd8f7
--- /dev/null
+++ b/verl/recipe/r1/run_r1_distill_qwen.sh
@@ -0,0 +1,33 @@
+MODEL_PATH=Qwen/DeepSeek-R1-Distill-Qwen-1.5B
+DATA_PATH=/workspace/datasets/r1_bench
+
+# Eval Data Process
+python3 -m recipe.r1.data_process \
+    --local_dir $DATA_PATH \
+    --tasks all
+
+# Generation
+python3 -m verl.trainer.main_generation \
+    trainer.nnodes=1 \
+    trainer.n_gpus_per_node=8 \
+    data.path=$DATA_PATH/test.parquet \
+    data.prompt_key=prompt \
+    data.batch_size=1024 \
+    data.n_samples=8 \
+    data.output_path=$DATA_PATH/test-output-8.parquet \
+    model.path=$MODEL_PATH \
+    rollout.temperature=0.6 \
+    rollout.top_p=0.95 \
+    rollout.prompt_length=1024 \
+    rollout.response_length=32768 \
+    rollout.tensor_model_parallel_size=1 \
+    rollout.gpu_memory_utilization=0.9 \
+    rollout.max_num_batched_tokens=65536
+
+# Evaluation
+python3 -m recipe.r1.main_eval \
+    data.path=$DATA_PATH/test-output-8.parquet \
+    data.prompt_key=prompt \
+    data.response_key=responses \
+    custom_reward_function.path=recipe/r1/reward_score.py \
+    custom_reward_function.name=reward_func
diff --git a/verl/recipe/r1/tasks/__init__.py b/verl/recipe/r1/tasks/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..1ce90c5eb352d85c59105c0dc85b5f1dd576f095
--- /dev/null
+++ b/verl/recipe/r1/tasks/__init__.py
@@ -0,0 +1,13 @@
+# Copyright 2024 Bytedance Ltd. and/or its affiliates
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
diff --git a/verl/recipe/r1/tasks/gpqa.py b/verl/recipe/r1/tasks/gpqa.py
new file mode 100644
index 0000000000000000000000000000000000000000..65b37e91662923f2e1acef29297213addfcc50f3
--- /dev/null
+++ b/verl/recipe/r1/tasks/gpqa.py
@@ -0,0 +1,25 @@
+# Copyright 2024 Bytedance Ltd. and/or its affiliates
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import re
+
+# Extraction Template from https://github.com/openai/simple-evals/blob/90e3e821cabba2aeb6be651dcb662b253df04225/common.py#L25
+ANSWER_PATTERN_MULTICHOICE = r"(?i)Answer[ \t]*:[ \t]*\$?([A-D])\$?"
+
+
+def compute_score(solution_str, ground_truth) -> float:
+    match = re.search(ANSWER_PATTERN_MULTICHOICE, solution_str)
+    extracted_answer = match.group(1) if match else None
+    score = 1.0 if extracted_answer == ground_truth else 0.0
+    return score
diff --git a/verl/recipe/r1/tasks/livecodebench.py b/verl/recipe/r1/tasks/livecodebench.py
new file mode 100644
index 0000000000000000000000000000000000000000..f0cbab681d7ee1b2a830b879b528a4170dc1faf7
--- /dev/null
+++ b/verl/recipe/r1/tasks/livecodebench.py
@@ -0,0 +1,72 @@
+# Copyright 2024 Bytedance Ltd. and/or its affiliates
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import base64
+import json
+import multiprocessing
+import pickle
+import zlib
+
+# Reuse `run_test` for convenience
+from verl.utils.reward_score.prime_code.testing_util import run_test
+
+
+def _temp_run(in_outs, generation, debug, result, metadata_list, timeout):
+    res, metadata = run_test(in_outs, test=generation, debug=debug, timeout=timeout)
+    result.append(res)
+    metadata_list.append(metadata)
+
+
+def check_correctness(in_outs, generation, timeout, debug=True):
+    """Check correctness of code generation with a global timeout.
+    The global timeout is to catch some extreme/rare cases not handled by the timeouts
+    inside `run_test`"""
+
+    manager = multiprocessing.Manager()
+    result = manager.list()
+    metadata_list = manager.list()
+    p = multiprocessing.Process(
+        target=_temp_run,
+        args=(in_outs, generation, debug, result, metadata_list, timeout),
+    )
+    p.start()
+    p.join(timeout=(timeout + 1) * len(in_outs["inputs"]) + 5)
+    if p.is_alive():
+        p.kill()
+    if not result:
+        # consider that all tests failed
+        result = [[-1 for i in range(len(in_outs["inputs"]))]]
+        if debug:
+            print("global timeout")
+    return result[0], metadata_list[0]
+
+
+def compute_score(completion, test_cases):
+    solution = completion.split("```python")[-1].split("```")[0]
+
+    # extract test cases
+    try:
+        in_outs = json.loads(test_cases)
+    except Exception as e:
+        print(f"Error loading test cases: {e}")
+        in_outs = json.loads(pickle.loads(zlib.decompress(base64.b64decode(test_cases.encode("utf-8")))))
+
+    success = False
+    try:
+        res, metadata = check_correctness(in_outs=in_outs, generation=solution, timeout=6, debug=False)
+        success = all(map(lambda x: x is True, res))
+    except Exception:
+        pass
+
+    return success
diff --git a/verl/recipe/r1/tasks/math_reward.py b/verl/recipe/r1/tasks/math_reward.py
new file mode 100644
index 0000000000000000000000000000000000000000..5ecde5494ef8f7a21400cc2861abcdf4e3a48aa6
--- /dev/null
+++ b/verl/recipe/r1/tasks/math_reward.py
@@ -0,0 +1,35 @@
+# Copyright 2024 Bytedance Ltd. and/or its affiliates
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+import contextlib
+
+try:
+    from math_verify.metric import math_metric
+    from math_verify.parser import ExprExtractionConfig, LatexExtractionConfig
+except ImportError:
+    print("To use Math-Verify, please install it first by running `pip install math-verify`.")
+
+
+def compute_score(model_output: str, ground_truth: str) -> bool:
+    verify_func = math_metric(
+        gold_extraction_target=(LatexExtractionConfig(),),
+        pred_extraction_target=(ExprExtractionConfig(), LatexExtractionConfig()),
+    )
+    ret_score = 0.0
+
+    # Wrap the ground truth in \boxed{} format for verification
+    ground_truth_boxed = "\\boxed{" + ground_truth + "}"
+    with contextlib.suppress(Exception):
+        ret_score, _ = verify_func([ground_truth_boxed], [model_output])
+
+    return ret_score
diff --git a/verl/recipe/retool/README.md b/verl/recipe/retool/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..85791e1591efe2f61ce77cd2ac45f2426cfc70c2
--- /dev/null
+++ b/verl/recipe/retool/README.md
@@ -0,0 +1,44 @@
+# Retool
+[ReTool: Reinforcement Learning for Strategic Tool Use in LLMs](https://arxiv.org/abs/2504.11536)
+
+## Overview
+- Base model: [Qwen/Qwen2.5-32B-Instruct](https://huggingface.co/Qwen/Qwen2.5-32B-Instruct)
+- SFT dataset: [JoeYing/ReTool-SFT](https://huggingface.co/datasets/JoeYing/ReTool-SFT)
+- RL dataset: [BytedTsinghua-SIA/DAPO-Math-17k](https://huggingface.co/datasets/BytedTsinghua-SIA/DAPO-Math-17k)
+- Val dataset: [yentinglin/aime_2025](https://huggingface.co/datasets/yentinglin/aime_2025)
+
+## SFT
+1. Data preparation
+```bash
+python3 recipe/retool/retool_sft_preprocess.py
+```
+
+2. Training
+```bash
+bash recipe/retool/run_qwen2-32b_sft.sh
+```
+
+After 6 epoches, validation metrics:
+- val-core/aime_2025/acc/mean@30: 0.24
+- val-aux/num_turns/mean: 7.2
+
+## RL
+
+### GRPO
+```bash
+bash recipe/retool/run_qwen2-32b_dapo.sh
+```
+
+After 150 steps, validation metrics:
+- val-core/aime_2025/acc/mean@30: 0.6
+- val-aux/num_turns/mean: 10
+
+### PPO
+
+```bash
+bash recipe/retool/run_qwen2-32b_ppo.sh
+```
+
+After 250 steps, validation metrics:
+- val-core/aime_2025/acc/mean@30: 0.55
+- val-aux/num_turns/mean: 8.3
diff --git a/verl/recipe/retool/retool.py b/verl/recipe/retool/retool.py
new file mode 100644
index 0000000000000000000000000000000000000000..7bcc70453eec95318378bad03c1dc0d7a0d574cc
--- /dev/null
+++ b/verl/recipe/retool/retool.py
@@ -0,0 +1,120 @@
+# Copyright 2024 Bytedance Ltd. and/or its affiliates
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+import logging
+import re
+from typing import Any
+
+import datasets
+
+from verl.tools.base_tool import OpenAIFunctionToolSchema
+from verl.tools.sandbox_fusion_tools import SandboxFusionTool
+from verl.utils.dataset import RLHFDataset
+from verl.utils.reward_score import math_dapo
+from verl.utils.rollout_trace import rollout_trace_op
+
+logger = logging.getLogger(__name__)
+
+
+class CustomSandboxFusionTool(SandboxFusionTool):
+    def __init__(self, config: dict, tool_schema: OpenAIFunctionToolSchema):
+        super().__init__(config, tool_schema)
+        self.code_pattern = re.compile(r"```python(.*?)```", re.DOTALL)
+
+    @rollout_trace_op
+    async def execute(self, instance_id: str, parameters: dict[str, Any], **kwargs) -> tuple[str, float, dict]:
+        code = parameters["code"]
+        matches = self.code_pattern.findall(code)
+        if matches:
+            code = matches[0].strip()
+
+        # NOTE: some script may not explicitly print result, we need to add a print statement to the end of the script
+        lines = code.split("\n")
+        for i, line in reversed(list(enumerate(lines))):
+            if line == "":
+                continue
+            if not lines[i].startswith("print"):
+                lines[i] = f"print({line})"
+            break
+        code = "\n".join(lines)
+
+        timeout = parameters.get("timeout", self.default_timeout)
+        language = parameters.get("language", self.default_language)
+        if not isinstance(code, str):
+            code = str(code)
+
+        result = await self.execution_pool.execute.remote(self.execute_code, instance_id, code, timeout, language)
+        # sandbox has no score or metrics, use Nones
+        return result, None, None
+
+
+answer_format = """\nThe answer format must be: \\boxed{'The final answer goes here.'}"""
+
+
+class CustomRLHFDataset(RLHFDataset):
+    """Custom dataset class to process Maxwell-Jia/AIME_2024, yentinglin/aime_2025 datasets."""
+
+    def _read_files_and_tokenize(self):
+        dataframes = []
+        for parquet_file in self.data_files:
+            # read parquet files and cache
+            dataframe = datasets.load_dataset(parquet_file)["train"]
+            data_source = "/".join(parquet_file.split("/")[-2:])
+            if data_source in ["Maxwell-Jia/AIME_2024", "yentinglin/aime_2025"]:
+                dataframe = dataframe.map(
+                    self.map_fn, fn_kwargs={"data_source": data_source}, remove_columns=dataframe.column_names
+                )
+            else:
+                dataframe = dataframe.map(self.map_fn2, num_proc=16)
+            dataframes.append(dataframe)
+        self.dataframe: datasets.Dataset = datasets.concatenate_datasets(dataframes)
+
+        print(f"dataset len: {len(self.dataframe)}")
+
+    def map_fn(self, row: dict, *, data_source: str = None):
+        if data_source == "Maxwell-Jia/AIME_2024":
+            problem, answer = row["Problem"], row["Answer"]
+        elif data_source == "yentinglin/aime_2025":
+            problem, answer = row["problem"], row["answer"]
+
+        prompt = problem + answer_format
+        data = {
+            "data_source": data_source.split("/")[1].lower(),  # aime_2024, aime_2025
+            "prompt": [{"role": "user", "content": prompt}],
+            "ability": "MATH",
+            "reward_model": {"ground_truth": str(answer)},
+            "agent_name": "tool_agent",
+        }
+        return data
+
+    def map_fn2(self, row: dict):
+        content = row["prompt"][0]["content"]
+        row["prompt"][0]["content"] = content + answer_format
+        row["agent_name"] = "tool_agent"
+        return row
+
+
+def compute_score(data_source, solution_str, ground_truth, extra_info):
+    # use \\boxed{...} answer
+    result = math_dapo.compute_score(solution_str, ground_truth, strict_box_verify=True)
+
+    # encourage model to call tools
+    num_turns = extra_info["num_turns"]
+    if result["score"] < 0:
+        tool_call_reward = (num_turns - 2) / 2 * 0.1
+        result["score"] = min(-0.6, result["score"] + tool_call_reward)
+
+    if result["pred"] is None:
+        result["pred"] = ""
+
+    return result
diff --git a/verl/recipe/retool/retool_sft_preprocess.py b/verl/recipe/retool/retool_sft_preprocess.py
new file mode 100644
index 0000000000000000000000000000000000000000..57d53c91c6290675771ccd4932ffab142fb4335f
--- /dev/null
+++ b/verl/recipe/retool/retool_sft_preprocess.py
@@ -0,0 +1,136 @@
+# Copyright 2024 Bytedance Ltd. and/or its affiliates
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+"""
+Convert JoeYing/ReTool-SFT to standard multi-turn tool calling messages.
+"""
+
+import json
+import os
+import re
+from typing import Any
+
+import datasets
+from omegaconf import OmegaConf
+
+code_pattern = re.compile(r"```python(.*?)```", re.DOTALL)
+
+
+def extract_code_message(content: str) -> tuple[dict[str, Any], str]:
+    start, stop = "<code>", "</code>"
+    i = content.find(start)
+    if i == -1:
+        return None, content
+    j = content.find(stop)
+    assert j > i
+
+    code = content[i + len(start) : j]
+    matches = code_pattern.findall(code)
+    if matches:
+        code = matches[0].strip()
+
+    message = {
+        "role": "assistant",
+        "content": content[:i].strip(),
+        "tool_calls": [
+            {
+                "type": "function",
+                "function": {
+                    "name": "code_interpreter",
+                    "arguments": {"code": code},
+                },
+            },
+        ],
+    }
+    return message, content[j + len(stop) :]
+
+
+def extract_answer_message(content: str) -> tuple[dict[str, Any], str]:
+    start, stop = "<answer>", "</answer>"
+    i = content.find(start)
+    if i == -1:
+        return None, content
+    j = content.find(stop)
+    assert j > i
+
+    answer = content[:i] + content[i + len(start) : j]
+    message = {
+        "role": "assistant",
+        "content": answer.strip(),
+    }
+    return message, content[j + len(stop) :]
+
+
+def extract_interpreter_message(content: str) -> tuple[dict[str, Any], str]:
+    start, stop = "<interpreter>", "</interpreter>"
+    i = content.find(start)
+    if i == -1:
+        return None, content
+    j = content.find(stop)
+    assert j > i
+
+    interpreter = content[i + len(start) : j]
+    message = {
+        "role": "tool",
+        "content": interpreter.strip(),
+    }
+    return message, content[j + len(stop) :]
+
+
+def process(row: dict, *, tools: str):
+    messages = []
+
+    # extract problem
+    content = row["messages"][0]["content"]
+    start = "*user question:*"
+    i = content.find(start)
+    assert i != -1
+    prompt = content[i + len(start) :].replace("<answer>", "").replace("</answer>", "").strip()
+    messages.append(
+        {
+            "role": "user",
+            "content": prompt,
+        }
+    )
+
+    # extract multi turns
+    content = row["messages"][1]["content"]
+    role = "assistant"
+    while len(content) > 0:
+        if role == "assistant":
+            message, content = extract_code_message(content)
+            if message is None:
+                message, content = extract_answer_message(content)
+            assert message is not None
+            messages.append(message)
+            role = "tool"
+        else:
+            message, content = extract_interpreter_message(content)
+            assert message is not None
+            messages.append(message)
+            role = "assistant"
+
+    tools = json.loads(tools)
+    return {"messages": messages, "tools": tools}
+
+
+if __name__ == "__main__":
+    tools_config_file = "recipe/retool/sandbox_fusion_tool_config.yaml"
+    tools_config = OmegaConf.load(tools_config_file)
+    tool_schema = OmegaConf.to_container(tools_config["tools"][0]["tool_schema"])
+    tools = json.dumps([tool_schema])
+
+    data = datasets.load_dataset("JoeYing/ReTool-SFT")["train"]
+    data = data.map(process, fn_kwargs={"tools": tools})
+    save_path = os.path.expanduser("~/ReTool-SFT/data/train-00000-of-00001.parquet")
+    data.to_parquet(save_path)
diff --git a/verl/recipe/retool/run_qwen2-32b_dapo.sh b/verl/recipe/retool/run_qwen2-32b_dapo.sh
new file mode 100644
index 0000000000000000000000000000000000000000..2df380da24cfe3872665e407489d4450aeff20c9
--- /dev/null
+++ b/verl/recipe/retool/run_qwen2-32b_dapo.sh
@@ -0,0 +1,107 @@
+set -x
+
+# ================= data/model/tool =================
+HDFS_ROOT=${HDFS_ROOT:-$PWD}
+DATA_ROOT=${DATA_ROOT:-$PWD}
+
+dapo_math_17k=$DATA_ROOT/dataset/BytedTsinghua-SIA/DAPO-Math-17k
+aime_2024=$DATA_ROOT/dataset/Maxwell-Jia/AIME_2024
+aime_2025=$DATA_ROOT/dataset/yentinglin/aime_2025
+model_path=$HDFS_ROOT/checkpoint/multiturn-sft-qwen-2.5-32b-instruct/global_step_372
+
+train_files="['$dapo_math_17k']"
+test_files="['$aime_2025']"
+
+# tool
+tool_config_path=recipe/retool/sandbox_fusion_tool_config.yaml
+
+# wandb
+project_name=wuxibin_retool
+experiment_name=qwen2.5-32b_dapo
+default_local_dir=$DATA_ROOT/checkpoint/$experiment_name
+
+# ================= algorithm =================
+adv_estimator=grpo
+
+use_kl_in_reward=False
+kl_coef=0.0
+use_kl_loss=False
+kl_loss_coef=0.0
+
+clip_ratio_low=0.2
+clip_ratio_high=0.28
+
+max_turns=8
+max_prompt_length=2048
+max_response_length=16384
+actor_lr=1e-6
+
+train_batch_size=512
+ppo_mini_batch_size=64
+n_resp_per_prompt=16
+n_resp_per_prompt_val=30
+
+# ================= perfomance =================
+infer_tp=4 # vllm
+train_sp=8 # train
+offload=True
+
+actor_max_token_len_per_gpu=$(( (max_prompt_length + max_response_length) * 1 ))
+log_prob_max_token_len_per_gpu=$(( actor_max_token_len_per_gpu * 4 ))
+
+python3 -m verl.trainer.main_ppo \
+    algorithm.adv_estimator=$adv_estimator \
+    algorithm.use_kl_in_reward=$use_kl_in_reward \
+    algorithm.kl_ctrl.kl_coef=$kl_coef \
+    data.train_files="$train_files" \
+    data.val_files="$test_files" \
+    data.return_raw_chat=True \
+    data.train_batch_size=$train_batch_size \
+    data.max_prompt_length=$max_prompt_length \
+    data.max_response_length=$max_response_length \
+    data.filter_overlong_prompts=True \
+    data.truncation='error' \
+    data.custom_cls.path=recipe/retool/retool.py \
+    data.custom_cls.name=CustomRLHFDataset \
+    custom_reward_function.path=recipe/retool/retool.py \
+    custom_reward_function.name=compute_score \
+    actor_rollout_ref.model.path=$model_path \
+    actor_rollout_ref.model.use_remove_padding=True \
+    actor_rollout_ref.model.enable_gradient_checkpointing=True \
+    actor_rollout_ref.actor.use_kl_loss=$use_kl_loss \
+    actor_rollout_ref.actor.kl_loss_coef=$kl_loss_coef \
+    actor_rollout_ref.actor.clip_ratio_low=$clip_ratio_low \
+    actor_rollout_ref.actor.clip_ratio_high=$clip_ratio_high \
+    actor_rollout_ref.actor.clip_ratio_c=10.0 \
+    actor_rollout_ref.actor.optim.lr=$actor_lr \
+    actor_rollout_ref.actor.use_dynamic_bsz=True \
+    actor_rollout_ref.actor.ppo_mini_batch_size=$ppo_mini_batch_size \
+    actor_rollout_ref.actor.ppo_max_token_len_per_gpu=$actor_max_token_len_per_gpu \
+    actor_rollout_ref.actor.ulysses_sequence_parallel_size=$train_sp \
+    actor_rollout_ref.actor.fsdp_config.param_offload=$offload \
+    actor_rollout_ref.actor.fsdp_config.optimizer_offload=$offload \
+    actor_rollout_ref.ref.log_prob_max_token_len_per_gpu=$log_prob_max_token_len_per_gpu \
+    actor_rollout_ref.rollout.name=vllm \
+    actor_rollout_ref.rollout.mode=async \
+    actor_rollout_ref.rollout.tensor_model_parallel_size=$infer_tp \
+    actor_rollout_ref.rollout.multi_turn.enable=True \
+    actor_rollout_ref.rollout.multi_turn.max_user_turns=$max_turns \
+    actor_rollout_ref.rollout.multi_turn.max_assistant_turns=$max_turns \
+    actor_rollout_ref.rollout.multi_turn.tool_config_path=$tool_config_path \
+    actor_rollout_ref.rollout.multi_turn.format=hermes \
+    actor_rollout_ref.rollout.gpu_memory_utilization=0.9 \
+    actor_rollout_ref.rollout.n=$n_resp_per_prompt \
+    actor_rollout_ref.rollout.val_kwargs.top_p=0.6 \
+    actor_rollout_ref.rollout.val_kwargs.temperature=1.0 \
+    actor_rollout_ref.rollout.val_kwargs.n=$n_resp_per_prompt_val \
+    trainer.logger=['console','wandb'] \
+    trainer.project_name=$project_name \
+    trainer.experiment_name=$experiment_name \
+    trainer.n_gpus_per_node=8 \
+    trainer.val_before_train=True \
+    trainer.log_val_generations=100 \
+    trainer.nnodes=2 \
+    trainer.save_freq=30 \
+    trainer.default_local_dir=$default_local_dir \
+    trainer.test_freq=5 \
+    trainer.total_epochs=1 $@
diff --git a/verl/recipe/retool/run_qwen2-32b_ppo.sh b/verl/recipe/retool/run_qwen2-32b_ppo.sh
new file mode 100644
index 0000000000000000000000000000000000000000..1e3ef2cd7fbb0bafe12bcdb95ce9696060cc8e2b
--- /dev/null
+++ b/verl/recipe/retool/run_qwen2-32b_ppo.sh
@@ -0,0 +1,123 @@
+set -x
+
+# ================= data/model/tool =================
+HDFS_ROOT=${HDFS_ROOT:-$PWD}
+DATA_ROOT=${DATA_ROOT:-$PWD}
+
+dapo_math_17k=$DATA_ROOT/dataset/BytedTsinghua-SIA/DAPO-Math-17k
+aime_2024=$DATA_ROOT/dataset/Maxwell-Jia/AIME_2024
+aime_2025=$DATA_ROOT/dataset/yentinglin/aime_2025
+actor_model_path=$HDFS_ROOT/checkpoint/multiturn-sft-qwen-2.5-32b-instruct/global_step_372
+critic_model_path=$actor_model_path
+
+train_files="['$dapo_math_17k']"
+test_files="['$aime_2025']"
+
+# tool
+tool_config_path=recipe/retool/sandbox_fusion_tool_config.yaml
+
+# wandb
+project_name=wuxibin_retool
+experiment_name=qwen2.5-32b_ppo
+default_local_dir=$DATA_ROOT/checkpoint/$experiment_name
+
+# ================= algorithm =================
+adv_estimator=gae
+
+use_kl_in_reward=False
+kl_coef=0.0
+use_kl_loss=False
+kl_loss_coef=0.0
+
+clip_ratio_low=0.2
+clip_ratio_high=0.28
+
+max_turns=8
+max_prompt_length=2048
+max_response_length=16384
+actor_lr=1e-6
+critic_lr=2e-6
+gae_gamma=1.0
+gae_lam=1.0
+
+critic_warmup=20
+
+train_batch_size=1024
+ppo_mini_batch_size=256
+n_resp_per_prompt_val=30
+
+# ================= perfomance =================
+infer_tp=4 # vllm
+train_sp=4 # train
+
+offload=True
+
+actor_max_token_len_per_gpu=$(( (max_prompt_length + max_response_length) * 2 ))
+critic_max_token_len_per_gpu=$(( (max_prompt_length + max_response_length) * 4 ))
+
+
+python3 -m verl.trainer.main_ppo \
+    algorithm.adv_estimator=$adv_estimator \
+    algorithm.use_kl_in_reward=$use_kl_in_reward \
+    algorithm.kl_ctrl.kl_coef=$kl_coef \
+    algorithm.gamma=$gae_gamma \
+    algorithm.lam=$gae_lam \
+    data.train_files="$train_files" \
+    data.val_files="$test_files" \
+    data.return_raw_chat=True \
+    data.train_batch_size=$train_batch_size \
+    data.max_prompt_length=$max_prompt_length \
+    data.max_response_length=$max_response_length \
+    data.filter_overlong_prompts=True \
+    data.truncation='error' \
+    data.custom_cls.path=recipe/retool/retool.py \
+    data.custom_cls.name=CustomRLHFDataset \
+    custom_reward_function.path=recipe/retool/retool.py \
+    custom_reward_function.name=compute_score \
+    actor_rollout_ref.model.path=$actor_model_path \
+    actor_rollout_ref.model.use_remove_padding=True \
+    actor_rollout_ref.model.enable_gradient_checkpointing=True \
+    actor_rollout_ref.actor.use_kl_loss=$use_kl_loss \
+    actor_rollout_ref.actor.kl_loss_coef=$kl_loss_coef \
+    actor_rollout_ref.actor.clip_ratio_low=$clip_ratio_low \
+    actor_rollout_ref.actor.clip_ratio_high=$clip_ratio_high \
+    actor_rollout_ref.actor.clip_ratio_c=10.0 \
+    actor_rollout_ref.actor.optim.lr=$actor_lr \
+    actor_rollout_ref.actor.use_dynamic_bsz=True \
+    actor_rollout_ref.actor.ppo_mini_batch_size=$ppo_mini_batch_size \
+    actor_rollout_ref.actor.ppo_max_token_len_per_gpu=$actor_max_token_len_per_gpu \
+    actor_rollout_ref.actor.ulysses_sequence_parallel_size=$train_sp \
+    actor_rollout_ref.actor.fsdp_config.param_offload=$offload \
+    actor_rollout_ref.actor.fsdp_config.optimizer_offload=$offload \
+    actor_rollout_ref.rollout.name=vllm \
+    actor_rollout_ref.rollout.mode=async \
+    actor_rollout_ref.rollout.tensor_model_parallel_size=$infer_tp \
+    actor_rollout_ref.rollout.multi_turn.enable=True \
+    actor_rollout_ref.rollout.multi_turn.max_user_turns=$max_turns \
+    actor_rollout_ref.rollout.multi_turn.max_assistant_turns=$max_turns \
+    actor_rollout_ref.rollout.multi_turn.tool_config_path=$tool_config_path \
+    actor_rollout_ref.rollout.multi_turn.format=hermes \
+    actor_rollout_ref.rollout.gpu_memory_utilization=0.9 \
+    actor_rollout_ref.rollout.val_kwargs.top_p=0.6 \
+    actor_rollout_ref.rollout.val_kwargs.temperature=1.0 \
+    actor_rollout_ref.rollout.val_kwargs.n=$n_resp_per_prompt_val \
+    critic.optim.lr=$critic_lr \
+    critic.model.use_remove_padding=True \
+    critic.model.path=$critic_model_path \
+    critic.model.enable_gradient_checkpointing=True \
+    critic.ppo_max_token_len_per_gpu=$critic_max_token_len_per_gpu \
+    critic.ulysses_sequence_parallel_size=$train_sp \
+    critic.model.fsdp_config.param_offload=$offload \
+    critic.model.fsdp_config.optimizer_offload=$offload \
+    trainer.critic_warmup=$critic_warmup \
+    trainer.logger=['console','wandb'] \
+    trainer.project_name=$project_name \
+    trainer.experiment_name=$experiment_name \
+    trainer.n_gpus_per_node=8 \
+    trainer.val_before_train=True \
+    trainer.log_val_generations=100 \
+    trainer.nnodes=2 \
+    trainer.save_freq=30 \
+    trainer.default_local_dir=$default_local_dir \
+    trainer.test_freq=5 \
+    trainer.total_epochs=1 $@
diff --git a/verl/recipe/retool/run_qwen2-32b_sft.sh b/verl/recipe/retool/run_qwen2-32b_sft.sh
new file mode 100644
index 0000000000000000000000000000000000000000..d218b0e7eb87bdd5236fbb5eed61e8f2ccd306f8
--- /dev/null
+++ b/verl/recipe/retool/run_qwen2-32b_sft.sh
@@ -0,0 +1,40 @@
+#!/bin/bash
+set -x
+
+nnodes=2
+nproc_per_node=8
+master_addr=
+master_port=
+
+experiment_name=multiturn-sft-qwen-2.5-32b-instruct
+HDFS_ROOT=${HDFS_ROOT:-$PWD}
+DATA_ROOT=${DATA_ROOT:-$PWD}
+
+TRAIN_DATA=$DATA_ROOT/dataset/wuxibin/ReTool-SFT/data/train-00000-of-00001.parquet
+EVAL_DATA=$DATA_ROOT/dataset/wuxibin/ReTool-SFT/data/train-00000-of-00001.parquet
+MODEL_PATH=$HDFS_ROOT/model/Qwen2.5-32B-Instruct
+SAVE_PATH=$DATA_ROOT/checkpoint/$experiment_name
+
+torchrun --nnodes=$nnodes \
+     --nproc_per_node=$nproc_per_node \
+     --master-addr=$master_addr \
+     --master-port=$master_port \
+     --node-rank=$node_rank \
+     -m verl.trainer.fsdp_sft_trainer \
+    data.train_files=$TRAIN_DATA \
+    data.val_files=$EVAL_DATA \
+    data.max_length=16384 \
+    data.train_batch_size=32 \
+    data.multiturn.enable=true \
+    data.multiturn.messages_key=messages \
+    data.multiturn.tools_key=tools \
+    data.micro_batch_size_per_gpu=4 \
+    model.partial_pretrain=$MODEL_PATH \
+    model.strategy=fsdp \
+    trainer.default_local_dir=$SAVE_PATH \
+    trainer.project_name=wuxibin-multiturn-sft \
+    trainer.experiment_name=$experiment_name \
+    trainer.logger='["console","wandb"]' \
+    trainer.total_epochs=6 \
+    ulysses_sequence_parallel_size=4 \
+    use_remove_padding=true
\ No newline at end of file
diff --git a/verl/recipe/retool/run_qwen2_7b_dapo.sh b/verl/recipe/retool/run_qwen2_7b_dapo.sh
new file mode 100644
index 0000000000000000000000000000000000000000..f1187a3d12d3b308e41c27e801319dc839691f8c
--- /dev/null
+++ b/verl/recipe/retool/run_qwen2_7b_dapo.sh
@@ -0,0 +1,109 @@
+set -x
+
+export VLLM_USE_V1=1
+
+# ================= data/model/tool =================
+HDFS_ROOT=${HDFS_ROOT:-$PWD}
+DATA_ROOT=${DATA_ROOT:-$PWD}
+
+dapo_math_17k=$DATA_ROOT/dataset/BytedTsinghua-SIA/DAPO-Math-17k
+aime_2024=$DATA_ROOT/dataset/Maxwell-Jia/AIME_2024
+aime_2025=$DATA_ROOT/dataset/yentinglin/aime_2025
+model_path=$HDFS_ROOT/checkpoint/multiturn-sft-qwen-2.5-7b-instruct/global_step_372
+
+train_files="['$dapo_math_17k']"
+test_files="['$aime_2025', '$aime_2024']"
+
+# tool
+tool_config_path=recipe/retool/sandbox_fusion_tool_config.yaml
+
+# wandb
+project_name=retool
+experiment_name=qwen2.5-7b_dapo
+default_local_dir=$DATA_ROOT/checkpoint/$experiment_name
+
+# ================= algorithm =================
+adv_estimator=grpo
+
+use_kl_in_reward=False
+kl_coef=0.0
+use_kl_loss=False
+kl_loss_coef=0.0
+
+clip_ratio_low=0.2
+clip_ratio_high=0.28
+
+max_turns=16
+max_prompt_length=2048
+max_response_length=16384
+actor_lr=1e-6
+
+train_batch_size=64
+ppo_mini_batch_size=16
+n_resp_per_prompt=16
+n_resp_per_prompt_val=30
+
+# ================= perfomance =================
+infer_tp=4 # vllm
+train_sp=4 # train
+offload=True
+
+actor_max_token_len_per_gpu=$(( (max_prompt_length + max_response_length) * 1 ))
+log_prob_max_token_len_per_gpu=$(( actor_max_token_len_per_gpu * 4 ))
+
+python3 -m verl.trainer.main_ppo \
+    algorithm.adv_estimator=$adv_estimator \
+    algorithm.use_kl_in_reward=$use_kl_in_reward \
+    algorithm.kl_ctrl.kl_coef=$kl_coef \
+    data.train_files="$train_files" \
+    data.val_files="$test_files" \
+    data.return_raw_chat=True \
+    data.train_batch_size=$train_batch_size \
+    data.max_prompt_length=$max_prompt_length \
+    data.max_response_length=$max_response_length \
+    data.filter_overlong_prompts=True \
+    data.truncation='error' \
+    data.custom_cls.path=recipe/retool/retool.py \
+    data.custom_cls.name=CustomRLHFDataset \
+    custom_reward_function.path=recipe/retool/retool.py \
+    custom_reward_function.name=compute_score \
+    actor_rollout_ref.model.path=$model_path \
+    actor_rollout_ref.model.use_remove_padding=True \
+    actor_rollout_ref.model.enable_gradient_checkpointing=True \
+    actor_rollout_ref.actor.use_kl_loss=$use_kl_loss \
+    actor_rollout_ref.actor.kl_loss_coef=$kl_loss_coef \
+    actor_rollout_ref.actor.clip_ratio_low=$clip_ratio_low \
+    actor_rollout_ref.actor.clip_ratio_high=$clip_ratio_high \
+    actor_rollout_ref.actor.clip_ratio_c=10.0 \
+    actor_rollout_ref.actor.optim.lr=$actor_lr \
+    actor_rollout_ref.actor.use_dynamic_bsz=True \
+    actor_rollout_ref.actor.ppo_mini_batch_size=$ppo_mini_batch_size \
+    actor_rollout_ref.actor.ppo_max_token_len_per_gpu=$actor_max_token_len_per_gpu \
+    actor_rollout_ref.actor.ulysses_sequence_parallel_size=$train_sp \
+    actor_rollout_ref.actor.fsdp_config.param_offload=$offload \
+    actor_rollout_ref.actor.fsdp_config.optimizer_offload=$offload \
+    actor_rollout_ref.ref.log_prob_max_token_len_per_gpu=$log_prob_max_token_len_per_gpu \
+    actor_rollout_ref.rollout.name=vllm \
+    actor_rollout_ref.rollout.mode=async \
+    actor_rollout_ref.rollout.tensor_model_parallel_size=$infer_tp \
+    actor_rollout_ref.rollout.multi_turn.enable=True \
+    actor_rollout_ref.rollout.multi_turn.max_user_turns=$max_turns \
+    actor_rollout_ref.rollout.multi_turn.max_assistant_turns=$max_turns \
+    actor_rollout_ref.rollout.multi_turn.tool_config_path=$tool_config_path \
+    actor_rollout_ref.rollout.multi_turn.format=hermes \
+    actor_rollout_ref.rollout.gpu_memory_utilization=0.9 \
+    actor_rollout_ref.rollout.n=$n_resp_per_prompt \
+    actor_rollout_ref.rollout.val_kwargs.top_p=0.6 \
+    actor_rollout_ref.rollout.val_kwargs.temperature=1.0 \
+    actor_rollout_ref.rollout.val_kwargs.n=$n_resp_per_prompt_val \
+    trainer.logger=['console','wandb'] \
+    trainer.project_name=$project_name \
+    trainer.experiment_name=$experiment_name \
+    trainer.n_gpus_per_node=8 \
+    trainer.val_before_train=True \
+    trainer.log_val_generations=20 \
+    trainer.nnodes=1 \
+    trainer.save_freq=20 \
+    trainer.default_local_dir=$default_local_dir \
+    trainer.test_freq=10 \
+    trainer.total_epochs=1 $@
diff --git a/verl/recipe/retool/run_qwen2_7b_sft.sh b/verl/recipe/retool/run_qwen2_7b_sft.sh
new file mode 100644
index 0000000000000000000000000000000000000000..e4369e167e3bb62ffe11d1658d155a76c58af510
--- /dev/null
+++ b/verl/recipe/retool/run_qwen2_7b_sft.sh
@@ -0,0 +1,44 @@
+#!/bin/bash
+set -x
+
+nnodes=1
+nproc_per_node=8
+master_addr=
+master_port=
+node_rank=${ARNOLD_ID:-0}
+
+project_name=retool
+experiment_name=multiturn-sft-qwen-2.5-7b-instruct
+
+HDFS_ROOT=${HDFS_ROOT:-$PWD}
+DATA_ROOT=${DATA_ROOT:-$PWD}
+
+TRAIN_DATA=$DATA_ROOT/dataset/wuxibin/ReTool-SFT/data/train-00000-of-00001.parquet
+EVAL_DATA=$DATA_ROOT/dataset/wuxibin/ReTool-SFT/data/train-00000-of-00001.parquet
+MODEL_PATH=$HDFS_ROOT/model/Qwen2.5-7B-Instruct
+SAVE_PATH=$DATA_ROOT/checkpoint/$experiment_name
+
+torchrun --nnodes=$nnodes \
+     --nproc_per_node=$nproc_per_node \
+     --master-addr=$master_addr \
+     --master-port=$master_port \
+     --node-rank=$node_rank \
+     -m verl.trainer.fsdp_sft_trainer \
+    data.train_files=$TRAIN_DATA \
+    data.val_files=$EVAL_DATA \
+    data.max_length=16384 \
+    data.train_batch_size=32 \
+    data.multiturn.enable=true \
+    data.multiturn.messages_key=messages \
+    data.multiturn.tools_key=tools \
+    data.micro_batch_size_per_gpu=4 \
+    model.partial_pretrain=$MODEL_PATH \
+    model.strategy=fsdp \
+    trainer.default_local_dir=$SAVE_PATH \
+    trainer.project_name=wuxibin-multiturn-sft \
+    trainer.experiment_name=$experiment_name \
+    trainer.logger='["console","wandb"]' \
+    trainer.total_epochs=6 \
+    trainer.save_freq=62 \
+    ulysses_sequence_parallel_size=4 \
+    use_remove_padding=true
\ No newline at end of file
diff --git a/verl/recipe/retool/run_qwen2_7b_sft_npu.sh b/verl/recipe/retool/run_qwen2_7b_sft_npu.sh
new file mode 100644
index 0000000000000000000000000000000000000000..ba203e6bee001198f1bd2b20b415397980162aaf
--- /dev/null
+++ b/verl/recipe/retool/run_qwen2_7b_sft_npu.sh
@@ -0,0 +1,36 @@
+#!/bin/bash
+set -x
+
+nnodes=1
+nproc_per_node=8
+
+project_name=retool_sft
+experiment_name=multiturn-sft-qwen-2.5-7b-instruct
+
+TRAIN_DATA=PATH/TO/ReTool-SFT/data/train-00000-of-00001.parquet
+EVAL_DATA=PATH/TO/ReTool-SFT/data/train-00000-of-00001.parquet
+MODEL_PATH=PATH/TO/Qwen2.5-7B-Instruct
+SAVE_PATH=PATH/TO/checkpoint/$experiment_name
+
+torchrun --nnodes=$nnodes \
+     --nproc_per_node=$nproc_per_node \
+     -m verl.trainer.fsdp_sft_trainer \
+    data.train_files=$TRAIN_DATA \
+    data.val_files=$EVAL_DATA \
+    data.max_length=16384 \
+    data.train_batch_size=64 \
+    data.multiturn.enable=true \
+    data.multiturn.messages_key=messages \
+    data.multiturn.tools_key=tools \
+    data.micro_batch_size_per_gpu=8 \
+    model.partial_pretrain=$MODEL_PATH \
+    model.strategy=fsdp \
+    trainer.default_local_dir=$SAVE_PATH \
+    trainer.project_name=$project_name \
+    trainer.experiment_name=$experiment_name \
+    trainer.logger='["console"]' \
+    trainer.total_epochs=6 \
+    trainer.save_freq=10 \
+    trainer.device=npu \
+    ulysses_sequence_parallel_size=4 \
+    use_remove_padding=true
\ No newline at end of file
diff --git a/verl/recipe/retool/sandbox_fusion_tool_config.yaml b/verl/recipe/retool/sandbox_fusion_tool_config.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..71b10e50ec95bbb42cca13ffd218a44b8d759ef0
--- /dev/null
+++ b/verl/recipe/retool/sandbox_fusion_tool_config.yaml
@@ -0,0 +1,24 @@
+tools:
+  - class_name: "recipe.retool.retool.CustomSandboxFusionTool"
+    config:
+      sandbox_fusion_url: "http://localhost:8080/run_code"
+      num_workers: 128
+      enable_global_rate_limit: true
+      rate_limit: 128
+      default_timeout: 30
+      default_language: "python"
+      memory_limit_mb: 1024
+      type: native
+
+    tool_schema:
+      type: "function"
+      function:
+        name: "code_interpreter"
+        description: "A tool for executing code."
+        parameters:
+          type: "object"
+          properties:
+            code:
+              type: "string"
+              description: "The code to execute."
+          required: ["code"]
diff --git a/verl/recipe/spin/README.md b/verl/recipe/spin/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..a80a5c8a76cd53e296f0c33c1a72310d7368825b
--- /dev/null
+++ b/verl/recipe/spin/README.md
@@ -0,0 +1,179 @@
+# SPIN: Self-Play Fine-Tuning Converts Weak Language Models to Strong Language Models
+
+This repository hosts a `verl` recipe inspired by the paper **"Self-Play Fine-Tuning Converts Weak Language Models to Strong Language Models"** (SPIN). SPIN is a language model finetuning algorithm that enables iterative self-improvement through a self-play mechanism inspired by game theory.
+
+**Core Idea:** Models learn by playing against themselves, reducing reliance on external preference datasets or stronger teacher models:
+
+1.  **Synthetic Data Generation:** The current model generates responses, creating its own training data from previous iterations.
+2.  **Two-Player Game Setup:** A game involving two players acted by a single LLM.
+3.  **Iterative Training:** The model progressively improves by refining its policy, with each iteration's model becoming the opponent for the next iteration.
+
+Paper Authors: [Zixiang Chen](https://github.com/uclaml/SPIN)\*, [Yihe Deng](https://github.com/uclaml/SPIN)\*, [Huizhuo Yuan](https://scholar.google.com/citations?user=8foZzX4AAAAJ)\*, [Kaixuan Ji](https://scholar.google.com/citations?user=FOoKDukAAAAJ), [Quanquan Gu](https://web.cs.ucla.edu/~qgu/)
+
+[[Webpage](https://uclaml.github.io/SPIN/)] [[Huggingface](https://huggingface.co/papers/2401.01335)] [[Paper](https://arxiv.org/abs/2401.01335)] [[Original Implementation](https://github.com/uclaml/SPIN)]
+
+verl Implementation Authors: [Chendong Wang](https://cdwang96.github.io/), [Chenyang Zhao](https://github.com/zhaochenyang20)
+
+---
+
+## Key Function (compute_online_dpo_loss) and Related works
+SPIN (Chen et al., 2024) proposes an iterative self-play mechanism to fine-tune language models. In each iteration, SPIN's training objective, when using a logistic loss function, is equivalent to Direct Preference Optimization (DPO) loss (Rafailov et al., 2023). 
+
+This `verl` recipe realizes SPIN's core concept by using DPO loss iteratively (Xu et al., 2023; Xiong et al., 2023; Snorkel AI, 2024). This means that in each iteration, we fine-tune the LLM using DPO loss for preference optimization. Notably, Xu et al. (2023) explored iterative preference optimization with pairwise cringe loss, while Xiong et al. (2023) discussed how to bridge theory and practice for RLHF under KL constraints using iterative training. The concept of iterative preference learning was also explored in online DPO (Guo et al., 2024), which focuses on direct alignment from online AI feedback. In online DPO, preference data is dynamically updated during training, allowing the model to learn from its own generated data.
+
+Specifically, we developed the **`compute_online_dpo_loss`** function and built this SPIN recipe on top of it. By incorporating online preference generation, this approach enables continuously refining language models without relying on fixed external preference datasets.
+
+**Reference Papers:**
+* [Self-Play Fine-Tuning Converts Weak Language Models to Strong Language Models](https://arxiv.org/abs/2401.01335) (Chen et al., 2024) 
+* [Direct Preference Optimization: Your Language Model is Secretly a Reward Model](https://arxiv.org/abs/2305.18290) (Rafailov et al., 2023) 
+* [Somethings are more cringe than others: Preference optimization with the pairwise cringe loss](https://arxiv.org/abs/2312.16682) (Xu et al., 2023) 
+* [Iterative preference learning from human feedback: Bridging theory and practice for rlhf under kl-constraint](https://arxiv.org/abs/2312.11456) (Xiong et al., 2023)
+* [Snorkel-Mistral-PairRM-DPO](https://huggingface.co/snorkelai/Snorkel-Mistral-PairRM-DPO) (Snorkel AI, 2024)
+* [Direct language model alignment from online ai feedback](https://arxiv.org/abs/2402.04792) (Guo et al., 2024)
+
+
+## Our Online DPO Implementation
+
+Our `compute_online_dpo_loss` function adapts `verl`'s existing PPO infrastructure (based on `verl` v0.3.0.post1) for this iterative online DPO. Key aspects of our implementation include:
+
+* **No Critic:** Unlike PPO, we omit the value function critic.
+* **Dynamic Reference Model:** An explicit reference policy (`ref_policy_wg`) is used for DPO loss. This reference model's weights can be periodically updated from the actor (`ref_update_freq`), providing a dynamic baseline.
+* **Online Preference Generation:** The `compute_onlineDPO_pref` function (in `core_algos.py`) dynamically creates chosen/rejected pairs based on a reward source (e.g., rule-based ranking for math problems).
+* **DPO Loss Integration:** We replace PPO's policy loss with our `compute_online_dpo_loss` (in `core_algos.py`) within the actor update (`dp_actor.py`), directly optimizing the policy using the generated preferences.
+* **Iterative Training Orchestration:** The `SpinTrainer` (in `spin_trainer.py`) manages the entire self-play loop: generation, preference labeling, optional reference model updates, and policy updates, enabling continuous self-improvement aligned with SPIN's principles.
+
+---
+## Algorithm
+
+This recipe implements an Online algorithm adapted to the `verl` Reinforcement Learning framework, which provides an alternative to PPO for fine-tuning language models.
+
+**Online Loop:** Instead of maximizing a scalar reward signal in PPO, this approach directly optimizes the policy model to align with preference data generated *online* during training:
+
+1.  **Generation:** The current model generates multiple responses for each prompt in a batch.
+2.  **Preference Labeling:** A function evaluates these generated responses to determine which one is preferred (chosen) and which is dispreferred (rejected). This can be done using a reward function or implicit ranking based on specific rules. (In this recipe, we use rule-based ranking on the math problem).
+3.  **Update:** This preference tuple (`prompt`, `chosen_response`, `rejected_response`) is used to update the actor model using `compute_online_dpo_loss`, comparing against a reference model.
+
+**Connection with SPIN:**
+Instead of only using a fixed target data distribution, the online generation loop in step 2 will dynamically change the target data distribution by using a certain Preference Labeling method (rule-based ranking on the math problem by selecting the better one in this recipe). This explores the direction mentioned in SPIN's paper Section 7 about "dynamically changing target data distribution" to potentially elevate LLM performance beyond the fixed human-annotated data ceiling.
+
+---
+
+## Reproduce the Experiment (Example Setup)
+
+The following steps outline how to set up the environment and run the SPIN recipe, based on the provided test log using GSM8K and Qwen2.5-3B-Instruct.
+
+1.  **Setup Environment (Example using Docker):**
+    ```bash
+    # Start a container with GPU access and shared memory
+    docker run -it --name spin_test --gpus all \
+        --shm-size=32g \
+        --ipc=host \
+        -v /path/to/host/.cache:/root/.cache \
+        -e HF_TOKEN=<YOUR_HUGGINGFACE_TOKEN> \
+        lmsysorg/sglang:latest \
+        /bin/bash
+
+    # Inside the container or on your host machine:
+    # Ensure /tmp is writable
+    mkdir -p /tmp
+    chmod 1777 /tmp
+
+    # Install Python 3.10 (if not present) and venv
+    sudo apt update
+    sudo apt install -y python3.10 python3.10-venv tmux
+    python3 -m ensurepip --upgrade
+
+    # Create and activate a virtual environment
+    python3 -m venv ~/.python/spin_env
+    source ~/.python/spin_env/bin/activate
+
+    # Install uv (fast package installer)
+    python3 -m pip install uv
+    ```
+
+2.  **Install verl and Dependencies:**
+    ```bash
+    # Clone the verl repository and checkout the spin branch
+    cd ~
+    git clone git@github.com:volcengine/verl.git && cd verl
+
+    # Install flash-attn (handle potential build issues)
+    python3 -m uv pip install wheel packaging
+    python3 -m uv pip install flash-attn --no-build-isolation --no-deps
+
+    # Install verl with sglang extras
+    python3 -m uv pip install -e ".[sglang]"
+    ```
+    *Note: If `flash-attn` installation fails, try the manual steps again or consult its documentation.*
+
+3.  **Login & Download Data/Model:**
+    ```bash
+    # Login to Weights & Biases (optional, for logging)
+    export WANDB_API_KEY=<YOUR_WANDB_API_KEY>
+    # wandb login
+
+    # Download the GSM8K dataset
+    python3 examples/data_preprocess/gsm8k.py --local_save_dir ~/data/gsm8k # Adjusted path
+
+    # Download the base model (Example: Qwen2.5-3B-Instruct)
+    huggingface-cli download Qwen/Qwen2.5-3B-Instruct --local-dir $HOME/models/Qwen2.5-3B-Instruct
+    ```
+
+4.  **Configure:**
+    * Modify the configuration file (e.g., `config/spin_trainer.yaml` or the one specified in the run script) with correct paths to your downloaded model, data, desired hyperparameters (`dpo_beta`, learning rate, etc.), and distributed training settings (nodes, GPUs per node).
+    * Pay attention to `actor_rollout_ref.model_path`, `data` paths, `reward_model` config (if using one), and `trainer.ref_update_freq`.
+
+5.  **Run Training:**
+    ```bash
+    # Set CUDA visible devices (adjust based on your hardware and config)
+    export CUDA_VISIBLE_DEVICES=0,1,2,3
+
+    # Launch the training script (e.g., test.sh or a custom script)
+    # Ensure test.sh points to the correct config and main script
+    bash recipe/spin/run_spin.sh
+    ```
+
+---
+
+## Configuration
+
+* The primary configuration is typically managed through a YAML file specified in the launch script (e.g., `config/spin_trainer.yaml`).
+* Key configuration sections:
+    * `data`: Paths to training/validation prompt files, batch sizes, sequence lengths.
+    * `actor_rollout_ref`: Paths to the base model (used for actor and initial reference), FSDP settings, optimization parameters (learning rate, scheduler).
+    * `reward_model`: Configuration for the reward model used for online preference labeling (path, batch size, etc.). Can be omitted if using a simpler reward function.
+    * `algorithm`: DPO-specific hyperparameters like `dpo_beta`, `dpo_loss_type`.
+    * `trainer`: Distributed training settings (nodes, GPUs per node), logging (WandB), checkpointing frequency, and `ref_update_freq` (set > 0 to enable periodic reference model updates from the actor).
+
+---
+
+## Key Files
+
+* `main_spin.py`: Main entry point using Hydra to load the config and launch the `SpinTrainer`.
+* `spin_trainer.py`: Defines the `SpinTrainer` class, orchestrating the Online DPO training loop.
+* `fsdp_workers.py`: Implements Ray workers (Actor, Reference) potentially using FSDP.
+* `dp_actor.py`: Contains the actor class, including the DPO policy update logic.
+* `core_algos.py`: Includes helper functions for `compute_online_dpo_loss` and `compute_onlineDPO_pref`.
+* `config/spin_trainer.yaml` (or similar): Main Hydra configuration file for the recipe.
+* `run_spin.sh` (or similar): Example bash script for launching a training run.
+* `README.md`: This file.
+
+---
+
+## Acknowledgement
+
+We sincerely thank the contribution and guidance from the `verl` community and advisors, including (adapted from SPPO):
+
+* [Zixiang Chen](https://sites.google.com/view/zxchen)
+* [Yuhao Yang](https://github.com/yhyang201)
+* [Yifan Zhang](https://github.com/yifanzhang-pro)
+* [Yongan Xiang](https://github.com/BearBiscuit05)
+* [Junrong Lin](https://github.com/ocss884)
+* [Yuxuan Tong](https://github.com/tongyx361)
+* [Guangming Shen](https://github.com/PeterSH6)
+* [Biao He](https://www.linkedin.com/in/biao-he/)
+* [Qingquan Song](https://qingquansong.github.io/)
+* [Chenyang Zhao](https://zhaochenyang20.github.io/Chayenne/)
+* [Quanquan Gu](https://web.cs.ucla.edu/~qgu/)
+
+---
diff --git a/verl/recipe/spin/config/spin_trainer.yaml b/verl/recipe/spin/config/spin_trainer.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..ee105c4213efa9e67a7c59e3548fa0c3998423a1
--- /dev/null
+++ b/verl/recipe/spin/config/spin_trainer.yaml
@@ -0,0 +1,28 @@
+# the sppo config will override default ppo_trainer.yaml
+
+hydra:
+  searchpath:
+    - file://verl/trainer/config
+
+defaults:
+  - ppo_trainer
+  - _self_
+
+actor_rollout_ref:
+  actor:
+    dpo_beta: 0.1
+    optim:
+      lr_warmup_steps: 15
+  rollout:
+    name: sglang
+    tensor_model_parallel_size: 2
+    gpu_memory_utilization: 0.5
+    val_kwargs:
+      n: 2  # 2 will trigger validation, 1 will bypass
+
+algorithm:
+  adv_estimator: null
+
+trainer:
+  log_val_generations: 0
+  ref_update_freq: 1
\ No newline at end of file
diff --git a/verl/recipe/spin/core_algos.py b/verl/recipe/spin/core_algos.py
new file mode 100644
index 0000000000000000000000000000000000000000..c48027e54106ab496c09ddb80107fb7df210f2b6
--- /dev/null
+++ b/verl/recipe/spin/core_algos.py
@@ -0,0 +1,206 @@
+# Copyright 2024 Bytedance Ltd. and/or its affiliates
+# Copyright 2023-2024 SGLang Team
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+
+import numpy as np
+import torch
+
+
+class AdaptiveKLController:
+    """
+    Adaptive KL controller described in the paper:
+    https://arxiv.org/pdf/1909.08593.pdf
+    """
+
+    def __init__(self, init_kl_coef, target_kl, horizon):
+        self.value = init_kl_coef
+        self.target = target_kl
+        self.horizon = horizon
+
+    def update(self, current_kl, n_steps):
+        target = self.target
+        proportional_error = np.clip(current_kl / target - 1, -0.2, 0.2)
+        mult = 1 + proportional_error * n_steps / self.horizon
+        self.value *= mult
+
+
+class FixedKLController:
+    """Fixed KL controller."""
+
+    def __init__(self, kl_coef):
+        self.value = kl_coef
+
+    def update(self, current_kl, n_steps):
+        pass
+
+
+def get_kl_controller(kl_ctrl):
+    if kl_ctrl.type == "fixed":
+        return FixedKLController(kl_coef=kl_ctrl.kl_coef)
+    elif kl_ctrl.type == "adaptive":
+        assert kl_ctrl.horizon > 0, f"horizon must be larger than 0. Got {kl_ctrl.horizon}"
+        return AdaptiveKLController(init_kl_coef=kl_ctrl.kl_coef, target_kl=kl_ctrl.target_kl, horizon=kl_ctrl.horizon)
+    else:
+        raise NotImplementedError
+
+
+def compute_onlinedpo_pref(
+    token_level_rewards: torch.Tensor,
+    response_mask: torch.Tensor,
+) -> torch.Tensor:
+    """
+    Computes preferences between pairs of sequences based on summed rewards
+    and returns a mask aligned with the interleaved batch.
+
+    Assumes inputs are interleaved: [Resp1_Prompt0, Resp2_Prompt0, Resp1_Prompt1, Resp2_Prompt1, ...]
+
+    Args:
+        token_level_rewards: Tensor of shape [batch_size * 2, seq_len]
+        response_mask: Tensor of shape [batch_size * 2, seq_len]
+
+    Returns:
+        torch.Tensor: A boolean mask of shape [batch_size * 2], where True indicates
+                      the corresponding entry is the chosen response for its pair.
+                      Example: [True, False, False, True, ...] means for prompt 0,
+                               response 1 was chosen; for prompt 1, response 2 was chosen.
+    """
+    # print(f"---- [DEBUG] Inside compute_onlinedpo_pref ----")
+    if token_level_rewards.shape[0] % 2 != 0 or response_mask.shape[0] % 2 != 0:
+        raise ValueError(
+            f"Input tensor batch dimension must be even for pair comparison, got shapes: "
+            f"{token_level_rewards.shape}, {response_mask.shape}"
+        )
+    if token_level_rewards.shape != response_mask.shape:
+        raise ValueError(f"Shape mismatch between rewards {token_level_rewards.shape} and mask {response_mask.shape}")
+
+    # 1. Calculate Sequence Scores
+    scores = (token_level_rewards * response_mask).sum(dim=-1)
+    # print(f"  Calculated sequence scores shape: {scores.shape}") # [batch_size * 2]
+
+    # 2. Reshape scores to group pairs: [batch_size, 2]
+    try:
+        score_pairs = scores.view(-1, 2)
+    except RuntimeError as e:
+        print(f"ERROR reshaping scores (shape {scores.shape}) into pairs: {e}")
+        raise e
+    print(f"  Reshaped score pairs shape: {score_pairs.shape}")  # [batch_size, 2]
+
+    # 3. Compare scores to find which index (0 or 1) is the winner within each pair
+    #    winner_indices[i] = 0 if score_pairs[i, 0] >= score_pairs[i, 1] else 1
+    winner_indices = torch.argmax(score_pairs, dim=1)  # 0 if first is max, 1 if second is max
+    # Handle ties explicitly if argmax behavior isn't guaranteed (usually picks first max)
+    # Alternatively: winner_mask_original = score_pairs[:, 0] >= score_pairs[:, 1]
+    # print(f"  Winner indices shape: {winner_indices.shape}") # [batch_size]
+    # print(f"  Number where Response 2 (index 1) is preferred: {winner_indices.sum().item()}") # Counts number of 1s
+
+    # 4. Create the final [batch_size * 2] mask
+    num_pairs = score_pairs.shape[0]
+    full_batch_size = num_pairs * 2
+    # Create indices for the full batch [0, 1, 2, 3, ..., N*2-1]
+    # full_indices = torch.arange(full_batch_size, device=scores.device)
+    # Create indices corresponding to the winner within each pair's original index
+    # E.g., if winner_indices is [0, 1, 0], pair_indices is [0, 1, 2]
+    # winner_global_indices = (pair_indices * 2) + winner_indices -> [ (0*2)+0, (1*2)+1, (2*2)+0 ] -> [0, 3, 4]
+    pair_indices = torch.arange(num_pairs, device=scores.device)
+    winner_global_indices = (pair_indices * 2) + winner_indices
+
+    # Create boolean mask - True at the winner's position
+    output_preference_mask = torch.zeros(full_batch_size, dtype=torch.bool, device=scores.device)
+    output_preference_mask[winner_global_indices] = True
+
+    # print(f"  Output preference mask shape: {output_preference_mask.shape}") # Should be [batch_size * 2]
+    # print(f"  Output mask True count (Chosen): {output_preference_mask.sum().item()}") # Should be batch_size
+    # print(f"  Output mask False count (Rejected): {(~output_preference_mask).sum().item()}") # Should be batch_size
+    # print(f"---- [DEBUG] Exiting compute_onlinedpo_pref ----")
+
+    return output_preference_mask
+
+
+def compute_online_dpo_loss(
+    policy_chosen_logps: torch.Tensor,
+    policy_rejected_logps: torch.Tensor,
+    reference_chosen_logps: torch.Tensor,
+    reference_rejected_logps: torch.Tensor,
+    beta: float,
+    label_smoothing: float = 0.0,
+    loss_type: str = "sigmoid",
+    reference_free: bool = False,
+) -> torch.Tensor:
+    import torch.nn.functional as F
+
+    pi_logratios = policy_chosen_logps - policy_rejected_logps
+    ref_logratios = reference_chosen_logps - reference_rejected_logps
+
+    if reference_free:
+        ref_logratios = torch.zeros_like(pi_logratios)
+
+    logits = pi_logratios - ref_logratios
+
+    if loss_type == "sigmoid":
+        losses = -F.logsigmoid(beta * logits) * (1 - label_smoothing) - F.logsigmoid(-beta * logits) * label_smoothing
+    elif loss_type == "ipo":
+        losses = (logits - 1 / (2 * beta)) ** 2
+    else:
+        raise ValueError(f"Unsupported loss_type: {loss_type}. Choose 'sigmoid', 'ipo', or 'hinge'.")
+
+    return losses.mean()
+
+
+def get_batch_logps(
+    logits: torch.FloatTensor, labels: torch.LongTensor, average_log_prob: bool = False
+) -> torch.FloatTensor:
+    """
+    Compute the log probabilities of the given labels under the given logits.
+
+    Args:
+        logits: Logits of the model (e.g., huggingface CausalLMOutputs `logits`).
+                Shape: (batch_size, sequence_length, vocab_size)
+        labels: Labels for computing the sequence log probabilities. Shape: (batch_size, sequence_length)
+        average_log_prob: If True, return the average log probability per sequence. Otherwise, return the sum.
+
+    Returns:
+        A tensor of shape (batch_size,) containing the average/sum log probabilities of the given sequences.
+    """
+    if logits.shape[:-1] != labels.shape:
+        raise ValueError("Logits and labels must have the same shape[:-1]")
+
+    # Ensure labels are contiguous and on the same device as logits
+    labels = labels.contiguous().to(logits.device)
+    # Shift so that tokens < n predict n
+    shift_logits = logits[..., :-1, :].contiguous()
+    shift_labels = labels[..., 1:].contiguous()
+
+    # Calculate per token log probability
+    loss_fct = torch.nn.CrossEntropyLoss(ignore_index=-100, reduction="none")
+    per_token_logps = -loss_fct(shift_logits.view(-1, shift_logits.size(-1)), shift_labels.view(-1))
+    per_token_logps = per_token_logps.view(
+        shift_logits.size(0), shift_logits.size(1)
+    )  # Reshape back to (batch_size, seq_len-1)
+
+    # Create a mask for the labels that are not -100
+    loss_mask = shift_labels != -100
+
+    # Apply the mask to the per token log probabilities
+    masked_logps = per_token_logps * loss_mask
+
+    # Calculate the sum or average log probability per sequence
+    sequence_logps = masked_logps.sum(dim=-1)
+
+    if average_log_prob:
+        # Avoid division by zero for sequences with no valid tokens
+        num_valid_tokens = loss_mask.sum(dim=-1)
+        return sequence_logps / torch.clamp(num_valid_tokens, min=1)
+    else:
+        return sequence_logps
diff --git a/verl/recipe/spin/dp_actor.py b/verl/recipe/spin/dp_actor.py
new file mode 100644
index 0000000000000000000000000000000000000000..35caa29c7004756dc286e200b31018d8ba0fc8c7
--- /dev/null
+++ b/verl/recipe/spin/dp_actor.py
@@ -0,0 +1,288 @@
+# Copyright 2024 Bytedance Ltd. and/or its affiliates
+# Copyright 2023-2024 SGLang Team
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+
+import itertools
+import math
+from collections import defaultdict
+
+import numpy as np
+import torch
+
+from recipe.spin.core_algos import compute_online_dpo_loss, get_batch_logps
+from verl import DataProto
+from verl.utils.device import get_device_name
+from verl.utils.seqlen_balancing import get_reverse_idx, rearrange_micro_batches
+from verl.workers.actor import DataParallelPPOActor
+
+__all__ = ["DataParallelPPOActor"]
+
+
+class SPINDataParallelPPOActor(DataParallelPPOActor):
+    def compute_log_prob(self, data: DataProto) -> torch.Tensor:
+        """Compute the log probability of the responses given input_ids, attention_mask and position_ids
+
+        Args:
+            data (DataProto): a DataProto containing keys
+
+                ``input_ids``: tensor of shape [batch_size, sequence_length]. torch.int64. Note that input_ids is the
+                concatenation of prompt and response. Note that ``sequence_length = prompt_length + response_length``.
+
+                ``attention_mask``: tensor of shape [batch_size, sequence_length]. torch.int64.
+
+                ``position_ids``: tensor of shape [batch_size, sequence_length]. torch.int64.
+
+                ``responses``:  tensor of shape [batch_size, response_length]. torch.int64.
+
+        Returns:
+            torch.Tensor: the log_prob tensor
+        """
+        # set to eval
+        self.actor_module.eval()
+
+        micro_batch_size = data.meta_info["micro_batch_size"]
+        temperature = data.meta_info["temperature"]  # temperature must be in the data.meta_info to avoid silent error
+        use_dynamic_bsz = data.meta_info["use_dynamic_bsz"]
+
+        select_keys = ["responses", "input_ids", "attention_mask", "position_ids"]
+        batch = data.select(batch_keys=select_keys).batch
+        has_multi_modal_inputs = "multi_modal_inputs" in data.non_tensor_batch.keys()
+
+        if has_multi_modal_inputs:
+            num_micro_batches = data.batch.batch_size[0] // micro_batch_size
+            non_tensor_select_keys = ["multi_modal_inputs"]
+            micro_batches = data.select(select_keys, non_tensor_select_keys).chunk(num_micro_batches)
+        elif use_dynamic_bsz:
+            # split using dynamic bsz
+            max_token_len = data.meta_info["max_token_len"] * self.ulysses_sequence_parallel_size
+            micro_batches, indices = rearrange_micro_batches(batch=batch, max_token_len=max_token_len)
+        else:
+            micro_batches = batch.split(micro_batch_size)
+
+        log_probs_lst = []
+        for micro_batch in micro_batches:
+            if isinstance(micro_batch, DataProto):
+                micro_batch = {**micro_batch.batch, **micro_batch.non_tensor_batch}
+
+            with torch.no_grad():
+                _, log_probs = self._forward_micro_batch(micro_batch, temperature=temperature)
+            log_probs_lst.append(log_probs)
+        log_probs = torch.concat(log_probs_lst, dim=0)
+
+        if use_dynamic_bsz:
+            indices = list(itertools.chain.from_iterable(indices))
+            assert len(indices) == log_probs.size(0), f"{len(indices)} vs. {log_probs.size()}"
+            revert_indices = torch.tensor(get_reverse_idx(indices), dtype=torch.long)
+            log_probs = log_probs[revert_indices]
+
+        return log_probs
+
+    def update_policy_dpo_with_ref(self, data: DataProto):
+        """
+        Performs the DPO update step using pre-calculated reference log probs
+        from an external, periodically updated reference model.
+        """
+        self.actor_module.train()  # Ensure training mode
+
+        # --- Retrieve necessary data ---
+        try:
+            # Expects batch prepared by fit_dpo loop, including reference log probs
+            batch_td = data.batch
+            chosen_labels = batch_td["chosen_labels"]
+            rejected_labels = batch_td["rejected_labels"]
+            # ... other needed tensors like chosen/rejected input_ids, attention_mask, position_ids ...
+
+            # === Get PRE-CALCULATED reference log probs from input data ===
+            reference_chosen_logps = batch_td["reference_chosen_logps"]  # Should be sequence-level logps
+            reference_rejected_logps = batch_td["reference_rejected_logps"]  # Should be sequence-level logps
+            # ============================================================
+
+            # Get DPO params from meta_info
+            # beta = data.meta_info.get('dpo_beta', 0.1) # Default beta
+            beta = self.config.get("dpo_beta", 0.1)  # Default beta
+            loss_type = data.meta_info.get("dpo_loss_type", "sigmoid")
+            label_smoothing = data.meta_info.get("dpo_label_smoothing", 0.0)
+            # reference_free should now be False as we provide ref logps
+            reference_free = data.meta_info.get("reference_free", False)  # Default False
+
+        except KeyError as e:
+            print(f"ERROR: Missing required key for DPO update (in update_policy_dpo): {e}")
+            print(f"Available keys in data.batch: {list(batch_td.keys())}")  # Debug print
+            return {}  # Return empty metrics on error
+        except Exception as e_data:
+            print(f"ERROR accessing data for DPO update (in update_policy_dpo): {e_data}")
+            return {}
+
+        # --- Micro-batching Setup ---
+        micro_batch_size = self.config.get("ppo_micro_batch_size_per_gpu")
+        if micro_batch_size is None:
+            # Fallback or default if not set, or raise error
+            micro_batch_size = 1  # Example fallback, adjust as needed
+            print(f"Warning: 'ppo_micro_batch_size_per_gpu' not set, defaulting to {micro_batch_size}")
+            # raise ValueError("Config 'ppo_micro_batch_size_per_gpu' must be set.")
+
+        # Ensure chosen_input_ids exists before getting shape
+        if "chosen_input_ids" not in batch_td:
+            print("ERROR: 'chosen_input_ids' not found in batch_td for DPO update.")
+            return {}
+        bsz = batch_td["chosen_input_ids"].shape[0]
+
+        if bsz == 0:
+            print("Warning: DPO batch size is 0 in update_policy_dpo. Skipping update.")
+            return {"actor/dpo_loss": 0.0, "actor/grad_norm": 0.0}  # Return zero metrics if batch is empty
+
+        num_micro_batches = math.ceil(bsz / micro_batch_size)
+        gradient_accumulation_steps = num_micro_batches
+
+        # --- Metrics Accumulation ---
+        total_loss = 0.0
+        accumulated_metrics = defaultdict(list)
+        metrics = {}  # Final metrics dict
+
+        # --- Zero Gradients ---
+        self.actor_optimizer.zero_grad(set_to_none=True)
+
+        # --- Micro-batch Loop ---
+        for i in range(num_micro_batches):
+            start_idx = i * micro_batch_size
+            end_idx = min(start_idx + micro_batch_size, bsz)
+            if start_idx >= end_idx:
+                continue
+
+            # Slice the full DPO batch into micro-batches
+            # Important: Slice ALL required tensors, including labels and inputs
+            micro_batch_chosen_labels = chosen_labels[start_idx:end_idx]
+            micro_batch_rejected_labels = rejected_labels[start_idx:end_idx]
+            micro_batch_chosen_inputs = {
+                "input_ids": batch_td["chosen_input_ids"][start_idx:end_idx],
+                "attention_mask": batch_td["chosen_attention_mask"][start_idx:end_idx],
+            }
+            if "chosen_position_ids" in batch_td:
+                micro_batch_chosen_inputs["position_ids"] = batch_td["chosen_position_ids"][start_idx:end_idx]
+
+            micro_batch_rejected_inputs = {
+                "input_ids": batch_td["rejected_input_ids"][start_idx:end_idx],
+                "attention_mask": batch_td["rejected_attention_mask"][start_idx:end_idx],
+            }
+            if "rejected_position_ids" in batch_td:
+                micro_batch_rejected_inputs["position_ids"] = batch_td["rejected_position_ids"][start_idx:end_idx]
+
+            # Determine autocast dtype
+            autocast_dtype = torch.bfloat16  # Or get dynamically from config/FSDP settings
+            # --- Autocast Forward Pass ---
+            with torch.autocast(device_type=get_device_name(), dtype=autocast_dtype):
+                # --- Step 1: Forward pass for CURRENT policy log probs (with grad) ---
+                policy_chosen_outputs = self.actor_module(**micro_batch_chosen_inputs, use_cache=False)
+                policy_rejected_outputs = self.actor_module(**micro_batch_rejected_inputs, use_cache=False)
+
+                # --- Step 2: Calculate CURRENT policy log probs using get_batch_logps ---
+                policy_chosen_logps = get_batch_logps(
+                    policy_chosen_outputs.logits, micro_batch_chosen_labels, average_log_prob=False
+                )
+                policy_rejected_logps = get_batch_logps(
+                    policy_rejected_outputs.logits, micro_batch_rejected_labels, average_log_prob=False
+                )
+
+                # --- Step 3: Retrieve PRE-CALCULATED reference log probs (NO grad needed) ---
+                # Slice the full batch reference logps for the current micro-batch
+                micro_ref_chosen_logps = reference_chosen_logps[start_idx:end_idx]
+                micro_ref_rejected_logps = reference_rejected_logps[start_idx:end_idx]
+                # --- The ActorAsRef calculation block is REMOVED ---
+
+                # --- Step 4: Calculate DPO Logits and Loss ---
+                pi_logratios = policy_chosen_logps - policy_rejected_logps
+                ref_logratios = micro_ref_chosen_logps - micro_ref_rejected_logps  # Uses pre-calculated values
+                logits = pi_logratios - ref_logratios  # DPO logits
+
+                loss = compute_online_dpo_loss(
+                    policy_chosen_logps=policy_chosen_logps,  # Has grad
+                    policy_rejected_logps=policy_rejected_logps,  # Has grad
+                    reference_chosen_logps=micro_ref_chosen_logps,  # No grad (from input)
+                    reference_rejected_logps=micro_ref_rejected_logps,  # No grad (from input)
+                    beta=beta,
+                    label_smoothing=label_smoothing,
+                    loss_type=loss_type,
+                    reference_free=reference_free,  # Should be False now
+                )
+
+                # --- Scale loss for gradient accumulation ---
+                scaled_loss = loss / gradient_accumulation_steps
+
+                # --- Accumulate Metrics ---
+                total_loss += loss.item()  # Unscaled loss
+                accumulated_metrics["actor/dpo_loss_batch"].append(loss.item())
+                accumulated_metrics["actor/dpo_logits_batch"].append(logits.mean().item())
+                # Accumulate policy and reference log probs/ratios if needed for debugging
+                accumulated_metrics["actor/policy_chosen_logps_batch"].append(policy_chosen_logps.mean().item())
+                accumulated_metrics["actor/policy_rejected_logps_batch"].append(policy_rejected_logps.mean().item())
+                accumulated_metrics["actor/reference_chosen_logps_batch"].append(micro_ref_chosen_logps.mean().item())
+                accumulated_metrics["actor/reference_rejected_logps_batch"].append(
+                    micro_ref_rejected_logps.mean().item()
+                )
+
+            # --- Backward Pass (outside autocast) ---
+            # Check if loss requires grad before backward
+            if scaled_loss.requires_grad:
+                scaled_loss.backward()
+            else:
+                print(f"Warning: Scaled loss at micro-batch {i} does not require grad. Skipping backward.")
+
+        # --- End Micro-batch Loop ---
+
+        # --- Optimizer Step (after accumulating gradients for all micro-batches) ---
+        grad_norm = self._optimizer_step()
+
+        # --- Populate Final Metrics ---
+        if num_micro_batches > 0 and bsz > 0:  # Check if any processing happened
+            metrics["actor/dpo_loss"] = total_loss / num_micro_batches
+            metrics["actor/grad_norm"] = (
+                grad_norm.item() if torch.is_tensor(grad_norm) and torch.isfinite(grad_norm) else float("inf")
+            )
+            # Average other accumulated metrics
+            for key, val_list in accumulated_metrics.items():
+                if val_list:
+                    metrics[key.replace("_batch", "")] = np.mean(val_list)
+
+            # Calculate accuracy / rewards / margins based on averaged logprobs if desired
+            if (
+                "actor/policy_chosen_logps" in metrics
+                and "actor/policy_rejected_logps" in metrics
+                and "actor/reference_chosen_logps" in metrics
+                and "actor/reference_rejected_logps" in metrics
+            ):
+                policy_ratio_mean = metrics["actor/policy_chosen_logps"] - metrics["actor/policy_rejected_logps"]
+                ref_ratio_mean = metrics["actor/reference_chosen_logps"] - metrics["actor/reference_rejected_logps"]
+                logits_mean = policy_ratio_mean - ref_ratio_mean
+                metrics["actor/rewards_chosen"] = beta * (
+                    metrics["actor/policy_chosen_logps"] - metrics["actor/reference_chosen_logps"]
+                )
+                metrics["actor/rewards_rejected"] = beta * (
+                    metrics["actor/policy_rejected_logps"] - metrics["actor/reference_rejected_logps"]
+                )
+                metrics["actor/rewards_accuracies"] = float(logits_mean > 0)  # Mean accuracy proxy
+                metrics["actor/rewards_margins"] = metrics["actor/rewards_chosen"] - metrics["actor/rewards_rejected"]
+
+        else:  # Handle case where no micro-batches were run (e.g., bsz=0)
+            metrics["actor/dpo_loss"] = 0.0
+            metrics["actor/grad_norm"] = 0.0
+            # Initialize other metrics to 0 or NaN as appropriate
+            for key in accumulated_metrics.keys():
+                metrics[key.replace("_batch", "")] = 0.0
+            metrics["actor/rewards_chosen"] = 0.0
+            metrics["actor/rewards_rejected"] = 0.0
+            metrics["actor/rewards_accuracies"] = 0.0
+            metrics["actor/rewards_margins"] = 0.0
+
+        return metrics  # Return aggregated metrics
diff --git a/verl/recipe/spin/fsdp_workers.py b/verl/recipe/spin/fsdp_workers.py
new file mode 100644
index 0000000000000000000000000000000000000000..ccee0cb76f7c1022d6f695131778a30e3d33880e
--- /dev/null
+++ b/verl/recipe/spin/fsdp_workers.py
@@ -0,0 +1,598 @@
+# Copyright 2024 Bytedance Ltd. and/or its affiliates
+# Copyright 2023-2024 SGLang Team
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+
+import logging
+import os
+import warnings
+
+import numpy as np
+import psutil
+import torch
+import torch.distributed
+from codetiming import Timer
+from omegaconf import OmegaConf, open_dict
+from torch.distributed.device_mesh import init_device_mesh
+
+import verl.utils.torch_functional as verl_F
+from verl import DataProto
+from verl.single_controller.base import Worker
+from verl.single_controller.base.decorator import Dispatch, make_nd_compute_dataproto_dispatch_fn, register
+from verl.utils import hf_tokenizer
+from verl.utils.checkpoint.fsdp_checkpoint_manager import FSDPCheckpointManager
+from verl.utils.device import get_device_id, get_device_name, get_nccl_backend, get_torch_device
+from verl.utils.flops_counter import FlopsCounter
+from verl.utils.fs import copy_to_local
+from verl.utils.fsdp_utils import (
+    get_fsdp_wrap_policy,
+    get_init_weight_context_manager,
+    init_fn,
+    load_fsdp_model_to_gpu,
+    load_fsdp_optimizer,
+    offload_fsdp_model_to_cpu,
+    offload_fsdp_optimizer,
+)
+from verl.utils.import_utils import import_external_libs
+from verl.utils.model import compute_position_id_with_mask
+from verl.utils.profiler import log_gpu_memory_usage
+from verl.workers.fsdp_workers import ActorRolloutRefWorker
+from verl.workers.sharding_manager.fsdp_ulysses import FSDPUlyssesShardingManager
+
+logger = logging.getLogger(__file__)
+logger.setLevel(os.getenv("VERL_PPO_LOGGING_LEVEL", "WARN"))
+
+
+def create_device_mesh(world_size, fsdp_size):
+    if fsdp_size < 0 or fsdp_size >= world_size:
+        device_mesh = init_device_mesh(get_device_name(), mesh_shape=(world_size,), mesh_dim_names=["fsdp"])
+    else:
+        device_mesh = init_device_mesh(
+            get_device_name(), mesh_shape=(world_size // fsdp_size, fsdp_size), mesh_dim_names=["ddp", "fsdp"]
+        )
+    return device_mesh
+
+
+def get_sharding_strategy(device_mesh):
+    from torch.distributed.fsdp import ShardingStrategy
+
+    if device_mesh.ndim == 1:
+        sharding_strategy = ShardingStrategy.FULL_SHARD
+    elif device_mesh.ndim == 2:
+        sharding_strategy = ShardingStrategy.HYBRID_SHARD
+    else:
+        raise NotImplementedError(f"Get device mesh ndim={device_mesh.ndim}, but only support 1 or 2")
+    return sharding_strategy
+
+
+class SPINRolloutRefWorker(ActorRolloutRefWorker):
+    @register(dispatch_mode=Dispatch.ONE_TO_ALL)
+    def init_model(self):
+        from recipe.spin.dp_actor import SPINDataParallelPPOActor as DataParallelPPOActor
+
+        # This is used to import external_lib into the huggingface systems
+        import_external_libs(self.config.model.get("external_lib", None))
+
+        override_model_config = OmegaConf.to_container(OmegaConf.create(self.config.model.get("override_config", {})))
+        use_remove_padding = self.config.model.get("use_remove_padding", False)
+        use_fused_kernels = self.config.model.get("use_fused_kernels", False)
+
+        if self._is_actor or self._is_rollout or self._is_ref:
+            # we need the model for actor and rollout
+            if self._is_actor or self._is_ref:
+                optim_config = self.config.actor.optim
+                fsdp_config = self.config.actor.fsdp_config
+            else:
+                optim_config = None
+                fsdp_config = OmegaConf.create()
+            self.actor_module_fsdp, self.actor_optimizer, self.actor_lr_scheduler, self.actor_model_config = (
+                self._build_model_optimizer(
+                    model_path=self.config.model.path,
+                    fsdp_config=fsdp_config,
+                    optim_config=optim_config,
+                    override_model_config=override_model_config,
+                    use_remove_padding=use_remove_padding,
+                    use_fused_kernels=use_fused_kernels,
+                    enable_gradient_checkpointing=self.config.model.get("enable_gradient_checkpointing", False),
+                    trust_remote_code=self.config.model.get("trust_remote_code", False),
+                    use_liger=self.config.model.get("use_liger", False),
+                    role="actor",
+                )
+            )
+
+            # get the original unwrapped module
+            self.actor_module = self.actor_module_fsdp._fsdp_wrapped_module
+
+            if self._is_offload_optimizer:
+                offload_fsdp_optimizer(optimizer=self.actor_optimizer)
+                log_gpu_memory_usage("After offload actor optimizer during init", logger=logger)
+        # load from checkpoint
+        if self._is_actor or self._is_ref:
+            OmegaConf.set_struct(self.config.actor, True)
+            with open_dict(self.config.actor):
+                self.config.actor.use_remove_padding = use_remove_padding
+                self.config.actor.use_fused_kernels = use_fused_kernels
+            self.actor = DataParallelPPOActor(
+                config=self.config.actor, actor_module=self.actor_module_fsdp, actor_optimizer=self.actor_optimizer
+            )
+
+        if self._is_rollout:
+            self._build_rollout(trust_remote_code=self.config.model.get("trust_remote_code", False))
+
+        if self._is_ref:
+            self.ref_module_fsdp = self._build_model_optimizer(
+                model_path=self.config.model.path,
+                fsdp_config=self.config.ref.fsdp_config,
+                optim_config=None,
+                override_model_config=override_model_config,
+                use_remove_padding=use_remove_padding,
+                use_fused_kernels=use_fused_kernels,
+                trust_remote_code=self.config.model.get("trust_remote_code", False),
+                use_liger=self.config.model.get("use_liger", False),
+                role="ref",
+            )[0]
+            OmegaConf.set_struct(self.config.ref, True)
+            with open_dict(self.config.ref):
+                self.config.ref.use_remove_padding = use_remove_padding
+                self.config.ref.use_fused_kernels = use_fused_kernels
+            self.ref_policy = DataParallelPPOActor(config=self.config.ref, actor_module=self.ref_module_fsdp)
+            self.checkpoint_manager = FSDPCheckpointManager(
+                model=self.actor_module_fsdp,
+                optimizer=self.actor.actor_optimizer,
+                lr_scheduler=self.actor_lr_scheduler,
+                processing_class=self.processor if self.processor is not None else self.tokenizer,
+                checkpoint_config=self.config.actor.checkpoint,
+            )
+
+        if self._is_actor:
+            self.flops_counter = FlopsCounter(self.actor_model_config)
+            self.checkpoint_manager = FSDPCheckpointManager(
+                model=self.actor_module_fsdp,
+                optimizer=self.actor.actor_optimizer,
+                lr_scheduler=self.actor_lr_scheduler,
+                processing_class=self.processor if self.processor is not None else self.tokenizer,
+                checkpoint_config=self.config.actor.checkpoint,
+            )
+
+    @register(dispatch_mode=make_nd_compute_dataproto_dispatch_fn(mesh_name="actor"))
+    def compute_ref_log_prob(self, data: DataProto):
+        assert self._is_ref
+
+        # Support all hardwares
+        data = data.to(get_device_id())
+
+        micro_batch_size = self.config.ref.log_prob_micro_batch_size_per_gpu
+        data.meta_info["micro_batch_size"] = micro_batch_size
+        data.meta_info["temperature"] = self.config.rollout.temperature
+        data.meta_info["max_token_len"] = self.config.ref.log_prob_max_token_len_per_gpu
+        data.meta_info["use_dynamic_bsz"] = self.config.ref.log_prob_use_dynamic_bsz
+        with self.ulysses_sharding_manager:
+            output = self.ref_policy.compute_log_prob(data=data)
+            output = DataProto.from_dict(tensors={"ref_log_prob": output})
+
+        output = output.to("cpu")
+
+        # https://pytorch.org/docs/stable/notes/fsdp.html#fsdp-notes
+        # unshard the root FSDP module
+        if self.world_size > 1:
+            self.ref_policy.actor_module._handle.reshard(True)
+
+        return output
+
+    @register(dispatch_mode=make_nd_compute_dataproto_dispatch_fn(mesh_name="actor"))
+    def compute_log_prob(self, data: DataProto):
+        assert self._is_actor
+        if self._is_offload_param:
+            load_fsdp_model_to_gpu(self.actor_module_fsdp)
+
+        # Support all hardwares
+        data = data.to(get_device_id())
+        # we should always recompute old_log_probs when it is HybridEngine
+        data.meta_info["micro_batch_size"] = self.config.rollout.log_prob_micro_batch_size_per_gpu
+        data.meta_info["max_token_len"] = self.config.rollout.log_prob_max_token_len_per_gpu
+        data.meta_info["use_dynamic_bsz"] = self.config.rollout.log_prob_use_dynamic_bsz
+        data.meta_info["temperature"] = self.config.rollout.temperature
+        # perform recompute log_prob
+        with self.ulysses_sharding_manager:
+            output = self.actor.compute_log_prob(data=data)
+            output = DataProto.from_dict(
+                tensors={"old_log_probs": output}, meta_info={"temperature": self.config.rollout.temperature}
+            )
+
+        output = output.to("cpu")
+
+        # https://pytorch.org/docs/stable/notes/fsdp.html#fsdp-notes
+        # unshard the root FSDP module
+        if self.world_size > 1:
+            self.actor.actor_module._handle.reshard(True)
+
+        if self._is_offload_param:
+            offload_fsdp_model_to_cpu(self.actor_module_fsdp)
+
+        log_gpu_memory_usage("After compute_log_prob", logger=logger)
+        return output
+
+    @register(dispatch_mode=make_nd_compute_dataproto_dispatch_fn(mesh_name="actor"))
+    def update_actor_dpo(self, data: DataProto):
+        """
+        Wrapper for actor update step. Handles FSDP state management.
+        Calls self.actor.update_policy which now contains DPO logic based
+        on pre-calculated log probabilities.
+        """
+        # Support all hardwares
+        data = data.to(get_device_id())
+
+        assert self._is_actor  # Make sure this worker has the actor role
+        if self.actor is None:
+            raise RuntimeError("Actor instance (self.actor) not initialized in worker.")
+
+        # --- FSDP State Management ---
+        if self._is_offload_param:
+            load_fsdp_model_to_gpu(self.actor_module_fsdp)
+        if self._is_offload_optimizer:
+            load_fsdp_optimizer(optimizer=self.actor_optimizer, device_id=get_device_id())
+
+        log_gpu_memory_usage("Before update policy (DPO via PPO path)", logger=logger)
+
+        # --- Ulysses Sharding (if used) ---
+        with self.ulysses_sharding_manager:
+            # --- Call the core update method (now containing DPO logic) ---
+            with Timer(name="update_policy_dpo_via_ppo", logger=None) as timer:  # Use a distinct timer name
+                # Calls the modified update_policy method
+                metrics = self.actor.update_policy_dpo_with_ref(data=data)  # <-- THIS CALLS THE MODIFIED FUNCTION
+            delta_time = timer.last
+
+            # --- Add Performance Metrics ---
+            # MFU calculation might be less accurate/meaningful here for DPO
+            metrics["perf/approx_tokens_processed"] = torch.sum(
+                data.batch.get("attention_mask", torch.tensor(0))
+            ).item()  # Approx tokens
+            metrics["perf/max_memory_allocated_gb"] = get_torch_device().max_memory_allocated() / (1024**3)
+            metrics["perf/max_memory_reserved_gb"] = get_torch_device().max_memory_reserved() / (1024**3)
+            metrics["perf/cpu_memory_used_gb"] = psutil.virtual_memory().used / (1024**3)
+            global_num_tokens = data.meta_info["global_token_num"]
+            estimated_flops, promised_flops = self.flops_counter.estimate_flops(global_num_tokens, delta_time)
+            metrics["perf/mfu/actor"] = estimated_flops * self.config.ppo_epochs / promised_flops / self.world_size
+
+            # --- LR Scheduler Step ---
+            lr = self.actor_lr_scheduler.get_last_lr()[0]
+            metrics["actor/lr"] = lr
+            self.actor_lr_scheduler.step()
+
+            log_gpu_memory_usage("After update policy (DPO via PPO path)", logger=logger)
+
+            # --- Prepare Output ---
+            output = DataProto(meta_info={"metrics": metrics})
+            output = output.to("cpu")
+
+        # --- FSDP State Management (Offload) ---
+        if self._is_offload_param:
+            offload_fsdp_model_to_cpu(self.actor_module_fsdp)
+        if self._is_offload_optimizer:
+            offload_fsdp_optimizer(optimizer=self.actor_optimizer)
+
+        return output
+
+
+# TODO(sgm): we may need to extract it to dp_reward_model.py
+class RewardModelWorker(Worker):
+    """
+    Note that we only implement the reward model that is subclass of AutoModelForTokenClassification.
+    """
+
+    def __init__(self, config):
+        super().__init__()
+        import torch.distributed
+
+        if not torch.distributed.is_initialized():
+            torch.distributed.init_process_group(backend=get_nccl_backend())
+        self.config = config
+
+        # build device mesh for Ulysses Sequence Parallel
+        world_size = torch.distributed.get_world_size()
+        from torch.distributed.device_mesh import init_device_mesh
+
+        fsdp_size = self.config.model.fsdp_config.fsdp_size
+        self.device_mesh = create_device_mesh(world_size=world_size, fsdp_size=fsdp_size)
+
+        self.ulysses_device_mesh = None
+        self.ulysses_sequence_parallel_size = self.config.get("ulysses_sequence_parallel_size", 1)
+        dp = world_size // self.ulysses_sequence_parallel_size
+        if self.ulysses_sequence_parallel_size > 1:
+            self.ulysses_device_mesh = init_device_mesh(
+                get_device_name(), mesh_shape=(dp, self.ulysses_sequence_parallel_size), mesh_dim_names=["dp", "sp"]
+            )
+
+        if self.ulysses_device_mesh is not None:
+            is_collect = self.ulysses_device_mesh["sp"].get_local_rank() == 0
+            self._register_dispatch_collect_info(
+                "reward", dp_rank=self.ulysses_device_mesh["dp"].get_local_rank(), is_collect=is_collect
+            )
+        else:
+            self._register_dispatch_collect_info("reward", dp_rank=self.rank, is_collect=True)
+
+        self.ulysses_sharding_manager = FSDPUlyssesShardingManager(self.ulysses_device_mesh)
+
+        self.use_remove_padding = self.config.model.get("use_remove_padding", False)
+
+        # normalize config
+        if self.config.micro_batch_size is not None:
+            self.config.micro_batch_size //= torch.distributed.get_world_size()
+            self.config.micro_batch_size_per_gpu = self.config.micro_batch_size
+
+    def _build_model(self, config):
+        # the following line is necessary
+        from torch.distributed.fsdp import CPUOffload
+        from torch.distributed.fsdp import FullyShardedDataParallel as FSDP
+        from transformers import AutoConfig, AutoModelForTokenClassification
+
+        # download the checkpoint from hdfs
+        local_path = copy_to_local(config.model.path)
+
+        if self.config.model.input_tokenizer is None:
+            self._do_switch_chat_template = False
+        else:
+            self._do_switch_chat_template = True
+            input_tokenizer_local_path = copy_to_local(config.model.input_tokenizer)
+            self.input_tokenizer = hf_tokenizer(
+                input_tokenizer_local_path, trust_remote_code=config.model.get("trust_remote_code", False)
+            )
+            self.tokenizer = hf_tokenizer(local_path, trust_remote_code=config.model.get("trust_remote_code", False))
+
+        trust_remote_code = config.model.get("trust_remote_code", False)
+        model_config = AutoConfig.from_pretrained(local_path, trust_remote_code=trust_remote_code)
+        model_config.num_labels = 1
+
+        # note that we have to create model in fp32. Otherwise, the optimizer is in bf16, which is incorrect
+        init_context = get_init_weight_context_manager(
+            use_meta_tensor=not model_config.tie_word_embeddings, mesh=self.device_mesh
+        )
+
+        with init_context(), warnings.catch_warnings():
+            warnings.simplefilter("ignore")
+            model_config.classifier_dropout = 0.0
+            reward_module = AutoModelForTokenClassification.from_pretrained(
+                pretrained_model_name_or_path=local_path,
+                config=model_config,
+                torch_dtype=torch.bfloat16,
+                attn_implementation="flash_attention_2",
+                trust_remote_code=trust_remote_code,
+            )
+
+            if config.model.get("use_remove_padding", False) or self.ulysses_sequence_parallel_size > 1:
+                from verl.models.transformers.monkey_patch import apply_monkey_patch
+
+                apply_monkey_patch(model=reward_module, ulysses_sp_size=self.ulysses_sequence_parallel_size)
+
+            reward_module.to(torch.bfloat16)
+
+        auto_wrap_policy = get_fsdp_wrap_policy(module=reward_module, config=self.config.model.fsdp_config)
+
+        fsdp_mesh = self.device_mesh
+        sharding_strategy = get_sharding_strategy(fsdp_mesh)
+
+        reward_module = FSDP(
+            reward_module,
+            param_init_fn=init_fn,
+            use_orig_params=False,
+            auto_wrap_policy=auto_wrap_policy,
+            device_id=get_device_id(),
+            sharding_strategy=sharding_strategy,  # zero3
+            sync_module_states=True,
+            cpu_offload=CPUOffload(offload_params=True),
+            forward_prefetch=False,
+            device_mesh=self.device_mesh,
+        )
+
+        return reward_module
+
+    @register(dispatch_mode=Dispatch.ONE_TO_ALL)
+    def init_model(self):
+        # This is used to import external_lib into the huggingface systems
+        import_external_libs(self.config.model.get("external_lib", None))
+        self.reward_module = self._build_model(config=self.config)
+
+    def _forward_micro_batch(self, micro_batch):
+        from flash_attn.bert_padding import index_first_axis, pad_input, rearrange, unpad_input
+
+        from verl.utils.ulysses import gather_outputs_and_unpad, ulysses_pad_and_slice_inputs
+
+        with torch.no_grad(), torch.autocast(device_type=get_device_name(), dtype=torch.bfloat16):
+            input_ids = micro_batch["input_ids"]
+            batch_size, seqlen = input_ids.shape
+            attention_mask = micro_batch["attention_mask"]
+            position_ids = micro_batch["position_ids"]
+
+            if self.use_remove_padding:
+                input_ids_rmpad, indices, *_ = unpad_input(
+                    input_ids.unsqueeze(-1), attention_mask
+                )  # input_ids_rmpad (total_nnz, ...)
+                input_ids_rmpad = input_ids_rmpad.transpose(0, 1)  # (1, total_nnz)
+
+                # unpad the position_ids to align the rotary
+                position_ids_rmpad = index_first_axis(
+                    rearrange(position_ids.unsqueeze(-1), "b s ... -> (b s) ..."), indices
+                ).transpose(0, 1)
+
+                # pad and slice the inputs if sp > 1
+                if self.ulysses_sequence_parallel_size > 1:
+                    input_ids_rmpad, position_ids_rmpad, pad_size = ulysses_pad_and_slice_inputs(
+                        input_ids_rmpad, position_ids_rmpad, sp_size=self.ulysses_sequence_parallel_size
+                    )
+
+                # only pass input_ids and position_ids to enable flash_attn_varlen
+                output = self.reward_module(
+                    input_ids=input_ids_rmpad, attention_mask=None, position_ids=position_ids_rmpad, use_cache=False
+                )  # prevent model thinks we are generating
+                reward_rmpad = output.logits
+                reward_rmpad = reward_rmpad.squeeze(0)  # (total_nnz)
+
+                # gather output if sp > 1
+                if self.ulysses_sequence_parallel_size > 1:
+                    reward_rmpad = gather_outputs_and_unpad(
+                        reward_rmpad, gather_dim=0, unpad_dim=0, padding_size=pad_size
+                    )
+
+                # pad it back
+                rm_score = pad_input(reward_rmpad, indices=indices, batch=batch_size, seqlen=seqlen).squeeze(-1)
+            else:
+                output = self.reward_module(
+                    input_ids=input_ids, attention_mask=attention_mask, position_ids=position_ids, use_cache=False
+                )
+                rm_score = output.logits  # (batch_size, seq_len, 1)
+                rm_score = rm_score.squeeze(-1)
+
+            # extract the result of the last valid token
+            eos_mask_idx = torch.argmax(position_ids * attention_mask, dim=-1)  # (bsz,)
+            rm_score = rm_score[torch.arange(batch_size), eos_mask_idx]
+            return rm_score
+
+    def _expand_to_token_level(self, data: DataProto, scores: torch.Tensor):
+        batch_size = data.batch.batch_size[0]
+        # expand as token_level_reward
+        attention_mask = data.batch["attention_mask"]
+        position_ids = data.batch["position_ids"]
+        response_length = data.batch["responses"].shape[-1]
+        eos_mask_idx = torch.argmax(position_ids * attention_mask, dim=-1)  # (bsz,)
+        token_level_scores = torch.zeros_like(attention_mask, dtype=scores.dtype)  # (bsz, seqlen)
+        token_level_scores[torch.arange(batch_size), eos_mask_idx] = scores
+
+        # select the response part
+        token_level_scores = token_level_scores[:, -response_length:]
+
+        return token_level_scores
+
+    def _switch_chat_template(self, data: DataProto):
+        src_max_length = data.batch["attention_mask"].shape[-1]
+
+        src_tokenizer = self.input_tokenizer
+        target_tokenizer = self.tokenizer
+
+        rm_input_ids = []
+        rm_attention_mask = []
+
+        for i in range(data.batch.batch_size[0]):
+            if not isinstance(data.non_tensor_batch["raw_prompt"][i], list | np.ndarray):
+                raise TypeError(
+                    f"raw_prompt must be a list or numpy array, got {type(data.non_tensor_batch['raw_prompt'][i])}"
+                )
+
+            # extract raw prompt
+            chat: list = list(data.non_tensor_batch["raw_prompt"][i])
+
+            # extract response
+            response_ids = data.batch["responses"][i]
+            response_length = response_ids.shape[-1]
+            valid_response_length = data.batch["attention_mask"][i][-response_length:].sum()
+            valid_response_ids = response_ids[:valid_response_length]
+
+            # decode
+            response = src_tokenizer.decode(valid_response_ids)
+            # remove bos and eos
+            response = response.replace(src_tokenizer.eos_token, "")
+
+            chat.append({"role": "assistant", "content": response})
+
+            prompt_with_chat_template = target_tokenizer.apply_chat_template(
+                chat, add_generation_prompt=False, tokenize=False
+            )
+            if self.rank == 0 and i == 0:
+                # for debugging purpose
+                print(f"Switch template. chat: {prompt_with_chat_template}")
+
+            # the maximum length is actually determined by the reward model itself
+            max_length = self.config.get("max_length", src_max_length)
+            if max_length is None:
+                max_length = src_max_length
+
+            model_inputs = target_tokenizer(prompt_with_chat_template, return_tensors="pt", add_special_tokens=False)
+            input_ids, attention_mask = verl_F.postprocess_data(
+                input_ids=model_inputs["input_ids"],
+                attention_mask=model_inputs["attention_mask"],
+                max_length=max_length,
+                pad_token_id=target_tokenizer.pad_token_id,
+                left_pad=False,  # right padding
+                truncation=self.config.get("truncation", "right"),
+            )  # truncate from the right
+
+            rm_input_ids.append(input_ids)
+            rm_attention_mask.append(attention_mask)
+
+        rm_input_ids = torch.cat(rm_input_ids, dim=0)
+        rm_attention_mask = torch.cat(rm_attention_mask, dim=0)
+
+        rm_position_ids = compute_position_id_with_mask(rm_attention_mask)
+
+        rm_inputs = {"input_ids": rm_input_ids, "attention_mask": rm_attention_mask, "position_ids": rm_position_ids}
+
+        return DataProto.from_dict(rm_inputs)
+
+    @register(dispatch_mode=make_nd_compute_dataproto_dispatch_fn(mesh_name="reward"))
+    def compute_rm_score(self, data: DataProto):
+        import itertools
+
+        from verl.utils.seqlen_balancing import get_reverse_idx, rearrange_micro_batches
+
+        # Support all hardwares
+        data = data.to(get_device_id())
+        if self._do_switch_chat_template:
+            rm_data = self._switch_chat_template(data)
+        else:
+            rm_input_ids = data.batch["input_ids"]
+            rm_attention_mask = data.batch["attention_mask"]
+            rm_position_ids = data.batch["position_ids"]
+            rm_inputs = {
+                "input_ids": rm_input_ids,
+                "attention_mask": rm_attention_mask,
+                "position_ids": rm_position_ids,
+            }
+            rm_data = DataProto.from_dict(rm_inputs)
+
+        # Support all hardwares
+        rm_data.batch = rm_data.batch.to(get_device_id())
+
+        # perform forward computation
+        with self.ulysses_sharding_manager:
+            rm_data = self.ulysses_sharding_manager.preprocess_data(data=rm_data)
+            data = self.ulysses_sharding_manager.preprocess_data(data=data)
+
+            use_dynamic_bsz = self.config.use_dynamic_bsz
+            if use_dynamic_bsz:
+                max_token_len = self.config.forward_max_token_len_per_gpu * self.ulysses_sequence_parallel_size
+                micro_batches, indices = rearrange_micro_batches(batch=rm_data.batch, max_token_len=max_token_len)
+            else:
+                micro_batches = rm_data.batch.split(self.config.micro_batch_size_per_gpu)
+            output = []
+            for micro_batch in micro_batches:
+                rm_score = self._forward_micro_batch(micro_batch)
+                output.append(rm_score)
+            scores = torch.cat(output, dim=0)  # (batch_size)
+
+            if use_dynamic_bsz:
+                indices = list(itertools.chain.from_iterable(indices))
+                assert len(indices) == scores.size(0), f"{len(indices)} vs. {scores.size()}"
+                revert_indices = torch.tensor(get_reverse_idx(indices), dtype=torch.long)
+                scores = scores[revert_indices]
+
+            token_level_scores = self._expand_to_token_level(data, scores)
+            # Note that this is only the scores, may not be the final rewards used to train RL
+            output = DataProto.from_dict(tensors={"rm_scores": token_level_scores})
+            output = self.ulysses_sharding_manager.postprocess_data(data=output)
+
+        # https://pytorch.org/docs/stable/notes/fsdp.html#fsdp-notes
+        # unshard the root FSDP module
+        self.reward_module._handle.reshard(True)
+
+        output = output.to("cpu")
+        return output
diff --git a/verl/recipe/spin/main_spin.py b/verl/recipe/spin/main_spin.py
new file mode 100644
index 0000000000000000000000000000000000000000..0001a3841cd93b416a730184222fb56e36cc099e
--- /dev/null
+++ b/verl/recipe/spin/main_spin.py
@@ -0,0 +1,167 @@
+# Copyright 2024 Bytedance Ltd. and/or its affiliates
+# Copyright 2023-2024 SGLang Team
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import os
+
+import hydra
+import ray
+
+from recipe.spin.spin_trainer import RaySPINTrainer
+from recipe.spin.utils import validate_config
+from verl.trainer.ppo.reward import get_custom_reward_fn
+from verl.trainer.ppo.utils import need_reference_policy
+
+
+@hydra.main(config_path="config", config_name="spin_trainer", version_base=None)
+def main(config):
+    run_ppo(config)
+
+
+def run_ppo(config) -> None:
+    # TODO(linjunrong.ocss884): this ENV is left for resolving SGLang conflict with ray devices
+    # isolation, will solve in the future
+    os.environ["ENSURE_CUDA_VISIBLE_DEVICES"] = os.environ.get("CUDA_VISIBLE_DEVICES", "")
+    if not ray.is_initialized():
+        # this is for local ray cluster
+        ray.init(
+            runtime_env={
+                "env_vars": {"TOKENIZERS_PARALLELISM": "true", "NCCL_DEBUG": "WARN", "VLLM_LOGGING_LEVEL": "WARN"}
+            }
+        )
+
+    runner = TaskRunner.remote()
+    ray.get(runner.run.remote(config))
+
+
+@ray.remote(num_cpus=1)  # please make sure main_task is not scheduled on head
+class TaskRunner:
+    def run(self, config):
+        # print initial config
+        from pprint import pprint
+
+        from omegaconf import OmegaConf
+
+        from verl.utils.fs import copy_to_local
+
+        pprint(OmegaConf.to_container(config, resolve=True))  # resolve=True will eval symbol values
+        OmegaConf.resolve(config)
+
+        # define worker classes
+        if config.actor_rollout_ref.actor.strategy in {"fsdp", "fsdp2"}:
+            assert config.critic.strategy in {"fsdp", "fsdp2"}
+            # from recipe.spin.fsdp_workers import ActorRolloutRefWorker
+            from recipe.spin.fsdp_workers import SPINRolloutRefWorker
+            from verl.single_controller.ray import RayWorkerGroup
+
+            ray_worker_group_cls = RayWorkerGroup
+
+        elif config.actor_rollout_ref.actor.strategy == "megatron":
+            assert config.actor_rollout_ref.actor.strategy == config.critic.strategy
+            from verl.single_controller.ray import RayWorkerGroup
+
+            ray_worker_group_cls = RayWorkerGroup
+
+        else:
+            raise NotImplementedError
+
+        from recipe.spin.spin_trainer import ResourcePoolManager, Role
+
+        role_worker_mapping = {
+            # Role.ActorRollout: ray.remote(ActorRolloutRefWorker),
+            Role.ActorRollout: ray.remote(SPINRolloutRefWorker),
+            # Role.Critic: ray.remote(CriticWorker),
+        }
+
+        global_pool_id = "global_pool"
+        resource_pool_spec = {
+            global_pool_id: [config.trainer.n_gpus_per_node] * config.trainer.nnodes,
+        }
+        mapping = {
+            Role.ActorRollout: global_pool_id,
+            # Role.Critic: global_pool_id,
+        }
+
+        if config.reward_model.enable:
+            if config.reward_model.strategy in {"fsdp", "fsdp2"}:
+                from recipe.spin.fsdp_workers import RewardModelWorker
+            elif config.reward_model.strategy == "megatron":
+                from verl.workers.megatron_workers import RewardModelWorker
+            else:
+                raise NotImplementedError
+            role_worker_mapping[Role.RewardModel] = ray.remote(RewardModelWorker)
+            mapping[Role.RewardModel] = global_pool_id
+
+        # use reference model
+        # if config.algorithm.use_kl_in_reward or config.actor_rollout_ref.actor.use_kl_loss:
+        # role_worker_mapping[Role.RefPolicy] = ray.remote(ActorRolloutRefWorker)
+        role_worker_mapping[Role.RefPolicy] = ray.remote(SPINRolloutRefWorker)
+        mapping[Role.RefPolicy] = global_pool_id
+
+        # validate config
+        validate_config(
+            config=config,
+            use_reference_policy=need_reference_policy(role_worker_mapping),
+            use_critic=False,
+        )
+
+        # download the checkpoint from hdfs
+        local_path = copy_to_local(config.actor_rollout_ref.model.path)
+
+        # instantiate tokenizer
+        from verl.utils import hf_processor, hf_tokenizer
+
+        trust_remote_code = config.data.get("trust_remote_code", False)
+        tokenizer = hf_tokenizer(local_path, trust_remote_code=trust_remote_code)
+        processor = hf_processor(local_path, use_fast=True)  # used for multimodal LLM, could be none
+
+        from verl.workers.reward_manager import get_reward_manager_cls
+
+        # Note(haibin.lin): please make sure custom reward managers are imported and
+        # registered via `verl.workers.reward_manager.register`
+        reward_manager_name = config.reward_model.get("reward_manager", "naive")
+        reward_manager_cls = get_reward_manager_cls(reward_manager_name)
+
+        compute_score = get_custom_reward_fn(config)
+        reward_kwargs = dict(config.reward_model.get("reward_kwargs", {}))
+        reward_fn = reward_manager_cls(
+            tokenizer=tokenizer,
+            num_examine=0,
+            compute_score=compute_score,
+            reward_fn_key=config.data.reward_fn_key,
+            **reward_kwargs,
+        )
+
+        # Note that we always use function-based RM for validation
+        val_reward_fn = reward_manager_cls(
+            tokenizer=tokenizer, num_examine=1, compute_score=compute_score, reward_fn_key=config.data.reward_fn_key
+        )
+        resource_pool_manager = ResourcePoolManager(resource_pool_spec=resource_pool_spec, mapping=mapping)
+
+        trainer = RaySPINTrainer(
+            config=config,
+            tokenizer=tokenizer,
+            processor=processor,
+            role_worker_mapping=role_worker_mapping,
+            resource_pool_manager=resource_pool_manager,
+            ray_worker_group_cls=ray_worker_group_cls,
+            reward_fn=reward_fn,
+            val_reward_fn=val_reward_fn,
+        )
+        trainer.init_workers()
+        trainer.fit_dpo()
+
+
+if __name__ == "__main__":
+    main()
diff --git a/verl/recipe/spin/run_spin.sh b/verl/recipe/spin/run_spin.sh
new file mode 100644
index 0000000000000000000000000000000000000000..798dedabed0fae0c601899d83bd38f5adde909ea
--- /dev/null
+++ b/verl/recipe/spin/run_spin.sh
@@ -0,0 +1,29 @@
+set -e
+set -x
+VISIBLE_DEVICES="4,5,6,7"
+export HYDRA_FULL_ERROR=1
+
+CUDA_VISIBLE_DEVICES=${VISIBLE_DEVICES} python3 -m recipe.spin.main_spin \
+  data.train_files=$HOME/data/gsm8k/train.parquet \
+  data.val_files=$HOME/data/gsm8k/test.parquet \
+  data.train_batch_size=1024 \
+  data.max_prompt_length=1024 \
+  data.max_response_length=1024 \
+  actor_rollout_ref.model.path=Qwen/Qwen2.5-0.5B-Instruct \
+  actor_rollout_ref.actor.optim.lr=1e-6 \
+  actor_rollout_ref.actor.ppo_mini_batch_size=64 \
+  actor_rollout_ref.actor.ppo_micro_batch_size=8 \
+  actor_rollout_ref.rollout.log_prob_micro_batch_size=64 \
+  actor_rollout_ref.rollout.tensor_model_parallel_size=1 \
+  actor_rollout_ref.rollout.gpu_memory_utilization=0.4 \
+  actor_rollout_ref.ref.log_prob_micro_batch_size=64 \
+  algorithm.kl_ctrl.kl_coef=0.001 \
+  trainer.logger=console \
+  trainer.val_before_train=True \
+  trainer.n_gpus_per_node=4 \
+  trainer.nnodes=1 \
+  trainer.save_freq=-1 \
+  trainer.test_freq=1 \
+  +trainer.log_freq=1 \
+  trainer.ref_update_freq=1 \
+  trainer.total_epochs=1000 2>&1 | tee verl_demo.log
\ No newline at end of file
diff --git a/verl/recipe/spin/spin_trainer.py b/verl/recipe/spin/spin_trainer.py
new file mode 100644
index 0000000000000000000000000000000000000000..d312e7e4841ff4280da5ca5448ac76dff8e9c7c8
--- /dev/null
+++ b/verl/recipe/spin/spin_trainer.py
@@ -0,0 +1,1308 @@
+# Copyright 2024 Bytedance Ltd. and/or its affiliates
+# Copyright 2023-2024 SGLang Team
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import os
+import traceback
+import uuid
+from collections import defaultdict
+from contextlib import contextmanager
+from dataclasses import dataclass, field
+from pprint import pprint
+from typing import Any, Optional
+
+import numpy as np
+import ray
+import torch
+from codetiming import Timer
+from omegaconf import OmegaConf, open_dict
+from torch.utils.data import Dataset, Sampler
+from torchdata.stateful_dataloader import StatefulDataLoader
+from tqdm import tqdm
+
+from recipe.spin import core_algos
+from verl import DataProto
+from verl.protocol import pad_dataproto_to_divisor, unpad_dataproto
+from verl.single_controller.ray import RayClassWithInitArgs, RayResourcePool, RayWorkerGroup
+from verl.single_controller.ray.base import create_colocated_worker_cls
+from verl.trainer.ppo.metric_utils import (
+    compute_throughout_metrics,
+    compute_timing_metrics,
+    process_validation_metrics,
+    reduce_metrics,
+)
+from verl.trainer.ppo.utils import Role, WorkerType, need_reference_policy, need_reward_model
+from verl.utils.checkpoint.checkpoint_manager import find_latest_ckpt_path
+from verl.utils.seqlen_balancing import get_seqlen_balanced_partitions, log_seqlen_unbalance
+from verl.utils.torch_functional import masked_mean
+from verl.utils.tracking import ValidationGenerationsLogger
+
+
+@dataclass
+class ResourcePoolManager:
+    """
+    Define a resource pool specification. Resource pool will be initialized first.
+    Mapping
+    """
+
+    resource_pool_spec: dict[str, list[int]]
+    mapping: dict[Role, str]
+    resource_pool_dict: dict[str, RayResourcePool] = field(default_factory=dict)
+
+    def create_resource_pool(self):
+        for resource_pool_name, process_on_nodes in self.resource_pool_spec.items():
+            # max_colocate_count means the number of WorkerGroups (i.e. processes) in each RayResourcePool
+            # For FSDP backend, we recommend using max_colocate_count=1 that merge all WorkerGroups into one.
+            # For Megatron backend, we recommend using max_colocate_count>1 that can utilize different
+            # WorkerGroup for different models
+            resource_pool = RayResourcePool(
+                process_on_nodes=process_on_nodes, use_gpu=True, max_colocate_count=1, name_prefix=resource_pool_name
+            )
+            self.resource_pool_dict[resource_pool_name] = resource_pool
+
+        self._check_resource_available()
+
+    def get_resource_pool(self, role: Role) -> RayResourcePool:
+        """Get the resource pool of the worker_cls"""
+        return self.resource_pool_dict[self.mapping[role]]
+
+    def get_n_gpus(self) -> int:
+        """Get the number of gpus in this cluster."""
+        return sum([n_gpus for process_on_nodes in self.resource_pool_spec.values() for n_gpus in process_on_nodes])
+
+    def _check_resource_available(self):
+        """Check if the resource pool can be satisfied in this ray cluster."""
+        node_available_resources = ray._private.state.available_resources_per_node()
+        node_available_gpus = {node: node_info.get("GPU", 0) for node, node_info in node_available_resources.items()}
+
+        # check total required gpus can be satisfied
+        total_available_gpus = sum(node_available_gpus.values())
+        total_required_gpus = sum(
+            [n_gpus for process_on_nodes in self.resource_pool_spec.values() for n_gpus in process_on_nodes]
+        )
+        if total_available_gpus < total_required_gpus:
+            raise ValueError(
+                f"Total available GPUs {total_available_gpus} is less than total desired GPUs {total_required_gpus}"
+            )
+
+        # check each resource pool can be satisfied, O(#resource_pools * #nodes)
+        for resource_pool_name, process_on_nodes in self.resource_pool_spec.items():
+            num_gpus, num_nodes = process_on_nodes[0], len(process_on_nodes)
+            for node, available_gpus in node_available_gpus.items():
+                if available_gpus >= num_gpus:
+                    node_available_gpus[node] -= num_gpus
+                    num_nodes -= 1
+                    if num_nodes == 0:
+                        break
+            if num_nodes > 0:
+                raise ValueError(
+                    f"Resource pool {resource_pool_name}: {num_gpus}*{num_nodes} cannot be satisfied in this "
+                    f"ray cluster"
+                )
+
+
+def _compute_response_info(batch: DataProto) -> dict[str, Any]:
+    """Placeholder: Computes prompt and response lengths."""
+    try:
+        # Assuming 'prompts' and 'responses' keys exist after generation/union
+        prompt_len = batch.batch["prompts"].shape[1]
+        resp_len = batch.batch["responses"].shape[1]
+        # This is simplified - real implementation might use attention masks
+        # to get actual lengths per sample.
+        batch_size = batch.batch.batch_size[0]
+        prompt_lengths_tensor = torch.full((batch_size,), prompt_len, dtype=torch.float32, device=batch.batch.device)
+        response_lengths_tensor = torch.full((batch_size,), resp_len, dtype=torch.float32, device=batch.batch.device)
+
+        # Try getting actual lengths from attention mask if possible (more accurate)
+        if "response_mask" in batch.batch:
+            response_lengths_tensor = batch.batch["response_mask"].sum(dim=1).float()
+            # if "attention_mask" in batch.batch and "response_mask" in batch.batch:
+            # full_mask = batch.batch["attention_mask"]
+            # resp_mask = batch.batch["response_mask"]
+            # Infer prompt mask length based on where response mask starts or total length
+            # This logic depends heavily on how your masks are constructed.
+            # Example: prompt_lengths_tensor = full_mask.sum(dim=1).float() - response_lengths_tensor
+            # Fallback to using prompt shape if mask logic is complex:
+            prompt_lengths_tensor = torch.tensor(
+                [batch.batch["prompts"].shape[1]] * batch_size, dtype=torch.float32, device=batch.batch.device
+            )
+
+        return {
+            "prompt_length": prompt_lengths_tensor,
+            "response_length": response_lengths_tensor,
+            "max_response_length": resp_len,
+            "max_prompt_length": prompt_len,  # Or from config if fixed padding
+        }
+    except KeyError as e:
+        print(f"Warning: Missing key in _compute_response_info: {e}. Returning defaults.")
+        # Return default/dummy values if keys are missing
+        b_size = batch.batch.batch_size[0] if batch.batch.batch_size else 1
+        max_resp = batch.batch.get("responses").shape[1] if batch.batch.get("responses") is not None else 0
+        max_prompt = batch.batch.get("prompts").shape[1] if batch.batch.get("prompts") is not None else 0
+        return {
+            "prompt_length": torch.zeros(b_size),
+            "response_length": torch.zeros(b_size),
+            "max_response_length": max_resp,
+            "max_prompt_length": max_prompt,
+        }
+
+
+# --- Modified Metric Function ---
+def compute_dpo_data_metrics(batch: DataProto) -> dict[str, Any]:
+    """
+    Computes and returns metrics relevant for the DPO-like process.
+    Assumes 'batch' contains results after generation and preference marking,
+    potentially including 'dpo_logits', 'preferences', 'chosen_logps', etc.
+    Removes PPO-specific advantage/return/critic metrics.
+    """
+    print("---- [DEBUG] Computing DPO Data Metrics ----")
+    metrics = {}
+    try:
+        # --- Scores and Rewards (from reward_fn) ---
+        if "token_level_scores" in batch.batch and batch.batch["token_level_scores"] is not None:
+            sequence_score = batch.batch["token_level_scores"].sum(-1)
+            metrics.update(
+                {
+                    "reward/score/mean": torch.mean(sequence_score).item(),
+                    "reward/score/max": torch.max(sequence_score).item(),
+                    "reward/score/min": torch.min(sequence_score).item(),
+                }
+            )
+        else:
+            print("DEBUG compute_dpo_data_metrics: 'token_level_scores' not found.")
+
+        if "token_level_rewards" in batch.batch and batch.batch["token_level_rewards"] is not None:
+            sequence_reward = batch.batch["token_level_rewards"].sum(-1)
+            metrics.update(
+                {
+                    "reward/rewards/mean": torch.mean(sequence_reward).item(),
+                    "reward/rewards/max": torch.max(sequence_reward).item(),
+                    "reward/rewards/min": torch.min(sequence_reward).item(),
+                }
+            )
+        else:
+            print("DEBUG compute_dpo_data_metrics: 'token_level_rewards' not found.")
+
+        # --- DPO Specific Metrics (if stored previously) ---
+        if "dpo_logits" in batch.batch and batch.batch["dpo_logits"] is not None:
+            metrics["actor/dpo_logits"] = batch.batch["dpo_logits"].mean().item()
+        else:
+            print("DEBUG compute_dpo_data_metrics: 'dpo_logits' not found.")
+
+        if "chosen_logps" in batch.batch and batch.batch["chosen_logps"] is not None:
+            metrics["actor/chosen_logps"] = batch.batch["chosen_logps"].mean().item()
+        else:
+            print("DEBUG compute_dpo_data_metrics: 'chosen_logps' not found.")
+
+        if "rejected_logps" in batch.batch and batch.batch["rejected_logps"] is not None:
+            metrics["actor/rejected_logps"] = batch.batch["rejected_logps"].mean().item()
+        else:
+            print("DEBUG compute_dpo_data_metrics: 'rejected_logps' not found.")
+
+        # Add metrics based on the 'preferences' mask if available
+        # if "preferences" in batch.batch and batch.batch["preferences"] is not None:
+        # prefs_mask = batch.batch["preferences"]  # Shape [batch_size * n]
+        # Calculate accuracy based on RM scores (assuming higher score -> True in mask)
+        # Requires chosen/rejected scores to be available or recalculated
+        # This is complex here, better calculated in the main loop or update function
+
+        # --- Length Metrics ---
+        response_info = _compute_response_info(batch)
+        prompt_length = response_info["prompt_length"]
+        response_length = response_info["response_length"]
+        max_response_length = response_info["max_response_length"]
+        max_prompt_length = response_info["max_prompt_length"]  # Use calculated or from config
+
+        metrics.update(
+            {
+                "response_length/mean": torch.mean(response_length).item(),
+                "response_length/max": torch.max(response_length).item(),
+                "response_length/min": torch.min(response_length).item(),
+                "response_length/clip_ratio": torch.mean(torch.eq(response_length, max_response_length).float()).item(),
+                "prompt_length/mean": torch.mean(prompt_length).item(),
+                "prompt_length/max": torch.max(prompt_length).item(),
+                "prompt_length/min": torch.min(prompt_length).item(),
+                # Prompt clip ratio might need adjustment based on how max_prompt_length is defined
+                "prompt_length/clip_ratio": torch.mean(torch.eq(prompt_length, max_prompt_length).float()).item(),
+            }
+        )
+
+    except KeyError as e:
+        print(f"ERROR in compute_dpo_data_metrics: Missing key {e}")
+    except Exception as e:
+        print(f"ERROR in compute_dpo_data_metrics: {e}")
+        traceback.print_exc()
+
+    print(f"---- [DEBUG] Calculated DPO Data Metrics: {list(metrics.keys())} ----")
+    return metrics
+
+
+def apply_kl_penalty(data: DataProto, kl_ctrl: core_algos.AdaptiveKLController, kl_penalty="kl"):
+    responses = data.batch["responses"]
+    response_length = responses.size(1)
+    token_level_scores = data.batch["token_level_scores"]
+    batch_size = data.batch.batch_size[0]
+    attention_mask = data.batch["attention_mask"]
+    response_mask = attention_mask[:, -response_length:]
+
+    # compute kl between ref_policy and current policy
+    # When apply_kl_penalty, algorithm.use_kl_in_reward=True, so the reference model has been enabled.
+    kld = core_algos.kl_penalty(
+        data.batch["old_log_probs"], data.batch["ref_log_prob"], kl_penalty=kl_penalty
+    )  # (batch_size, response_length)
+    kld = kld * response_mask
+    beta = kl_ctrl.value
+
+    token_level_rewards = token_level_scores - beta * kld
+
+    current_kl = masked_mean(kld, mask=response_mask, axis=-1)  # average over sequence
+    current_kl = torch.mean(current_kl, dim=0).item()
+
+    # according to https://github.com/huggingface/trl/blob/951ca1841f29114b969b57b26c7d3e80a39f75a0/trl/trainer/ppo_trainer.py#L837
+    kl_ctrl.update(current_kl=current_kl, n_steps=batch_size)
+    data.batch["token_level_rewards"] = token_level_rewards
+
+    metrics = {"actor/reward_kl_penalty": current_kl, "actor/reward_kl_penalty_coeff": beta}
+
+    return data, metrics
+
+
+def compute_response_mask(data: DataProto):
+    responses = data.batch["responses"]
+    response_length = responses.size(1)
+    attention_mask = data.batch["attention_mask"]
+    return attention_mask[:, -response_length:]
+
+
+def compute_onlineDPO_pref(data: DataProto):
+    """
+    Wrapper to compute DPO preference and add it to the DataProto batch.
+    Includes debugging prints.
+    """
+    # print(f"\n---- [DEBUG] Entering compute_onlineDPO_pref ----")
+    # print(f"  Input batch keys: {list(data.batch.keys())}")
+
+    # Check inputs
+    rewards_tensor = data.batch.get("token_level_rewards")
+    mask_tensor = data.batch.get("response_mask")
+
+    if rewards_tensor is None or mask_tensor is None:
+        print("  ERROR: Missing 'token_level_rewards' or 'response_mask' in input data!")
+        # Handle error case - maybe return original data or raise?
+        # Returning original data for now to potentially allow skipping
+        return data
+
+    try:
+        preferences = core_algos.compute_onlinedpo_pref(token_level_rewards=rewards_tensor, response_mask=mask_tensor)
+        # Store the result
+        data.batch["preferences"] = preferences
+
+    except AttributeError:
+        print("ERROR: Function 'compute_online_dpo_preference' not found in core_algos.py!")
+        # Assign dummy value or raise error
+        data.batch["preferences"] = None  # Indicate failure
+    except Exception as e_pref:
+        print(f"ERROR during core_algos.compute_online_dpo_preference: {e_pref}")
+        import traceback
+
+        traceback.print_exc()
+        data.batch["preferences"] = None  # Indicate failure
+
+    # print(f"---- [DEBUG] Exiting compute_onlineDPO_pref ----")
+    return data
+
+
+@contextmanager
+def _timer(name: str, timing_raw: dict[str, float]):
+    with Timer(name=name, logger=None) as timer:
+        yield
+    timing_raw[name] = timer.last
+
+
+class RaySPINTrainer:
+    """
+    Note that this trainer runs on the driver process on a single CPU/GPU node.
+    """
+
+    # TODO: support each role have individual ray_worker_group_cls,
+    # i.e., support different backend of different role
+    def __init__(
+        self,
+        config,
+        tokenizer,
+        role_worker_mapping: dict[Role, WorkerType],
+        resource_pool_manager: ResourcePoolManager,
+        ray_worker_group_cls: RayWorkerGroup = RayWorkerGroup,
+        processor=None,
+        reward_fn=None,
+        val_reward_fn=None,
+        train_dataset: Optional[Dataset] = None,
+        val_dataset: Optional[Dataset] = None,
+        collate_fn=None,
+        train_sampler: Optional[Sampler] = None,
+        device_name=None,
+    ):
+        # assert get_torch_device().is_available(), 'cuda must be available on driver'
+
+        self.tokenizer = tokenizer
+        self.processor = processor
+        self.config = config
+        self.reward_fn = reward_fn
+        self.val_reward_fn = val_reward_fn
+
+        self.hybrid_engine = config.actor_rollout_ref.hybrid_engine
+        assert self.hybrid_engine, "Currently, only support hybrid engine"
+
+        if self.hybrid_engine:
+            assert Role.ActorRollout in role_worker_mapping, f"{role_worker_mapping.keys()=}"
+
+        self.role_worker_mapping = role_worker_mapping
+        self.resource_pool_manager = resource_pool_manager
+        self.use_reference_policy = need_reference_policy(role_worker_mapping)
+        self.use_rm = need_reward_model(role_worker_mapping)
+        self.use_critic = False
+        self.ray_worker_group_cls = ray_worker_group_cls
+        self.validation_generations_logger = ValidationGenerationsLogger()
+        self.async_rollout_mode = False
+        self.device_name = device_name if device_name else self.config.trainer.device
+
+        # define in-reward KL control
+        # kl loss control currently not suppoorted
+        if config.algorithm.use_kl_in_reward:
+            self.kl_ctrl_in_reward = core_algos.get_kl_controller(config.algorithm.kl_ctrl)
+
+        self._create_dataloader(train_dataset, val_dataset, collate_fn, train_sampler)
+
+    def _create_dataloader(self, train_dataset, val_dataset, collate_fn, train_sampler):
+        """
+        Creates the train and validation dataloaders.
+        """
+        # TODO: we have to make sure the batch size is divisible by the dp size
+        from verl.trainer.main_ppo import create_rl_dataset, create_rl_sampler
+
+        if train_dataset is None:
+            train_dataset = create_rl_dataset(
+                self.config.data.train_files, self.config.data, self.tokenizer, self.processor
+            )
+        if val_dataset is None:
+            val_dataset = create_rl_dataset(
+                self.config.data.val_files, self.config.data, self.tokenizer, self.processor
+            )
+        self.train_dataset, self.val_dataset = train_dataset, val_dataset
+
+        if train_sampler is None:
+            train_sampler = create_rl_sampler(self.config.data, self.train_dataset)
+        if collate_fn is None:
+            from verl.utils.dataset.rl_dataset import collate_fn as default_collate_fn
+
+            collate_fn = default_collate_fn
+
+        self.train_dataloader = StatefulDataLoader(
+            dataset=self.train_dataset,
+            batch_size=self.config.data.get("gen_batch_size", self.config.data.train_batch_size),
+            num_workers=self.config.data.get("dataloader_num_workers", 8),
+            drop_last=True,
+            collate_fn=collate_fn,
+            sampler=train_sampler,
+        )
+
+        val_batch_size = self.config.data.val_batch_size  # Prefer config value if set
+        if val_batch_size is None:
+            val_batch_size = len(self.val_dataset)
+
+        self.val_dataloader = StatefulDataLoader(
+            dataset=self.val_dataset,
+            batch_size=val_batch_size,
+            num_workers=self.config.data.get("dataloader_num_workers", 8),
+            shuffle=False,
+            drop_last=False,
+            collate_fn=collate_fn,
+        )
+
+        assert len(self.train_dataloader) >= 1, "Train dataloader is empty!"
+        assert len(self.val_dataloader) >= 1, "Validation dataloader is empty!"
+
+        print(
+            f"Size of train dataloader: {len(self.train_dataloader)}, "
+            f"Size of val dataloader: {len(self.val_dataloader)}"
+        )
+
+        total_training_steps = len(self.train_dataloader) * self.config.trainer.total_epochs
+
+        if self.config.trainer.total_training_steps is not None:
+            total_training_steps = self.config.trainer.total_training_steps
+
+        self.total_training_steps = total_training_steps
+        print(f"Total training steps: {self.total_training_steps}")
+
+        try:
+            OmegaConf.set_struct(self.config, True)
+            with open_dict(self.config):
+                if OmegaConf.select(self.config, "actor_rollout_ref.actor.optim"):
+                    self.config.actor_rollout_ref.actor.optim.total_training_steps = total_training_steps
+                if OmegaConf.select(self.config, "critic.optim"):
+                    self.config.critic.optim.total_training_steps = total_training_steps
+        except Exception as e:
+            print(f"Warning: Could not set total_training_steps in config. Structure missing? Error: {e}")
+
+    def _maybe_log_val_generations(self, inputs, outputs, scores):
+        """Log a table of validation samples to the configured logger (wandb or swanlab)"""
+
+        generations_to_log = self.config.trainer.log_val_generations
+
+        if generations_to_log == 0:
+            return
+
+        import numpy as np
+
+        # Create tuples of (input, output, score) and sort by input text
+        samples = list(zip(inputs, outputs, scores, strict=True))
+        samples.sort(key=lambda x: x[0])  # Sort by input text
+
+        # Use fixed random seed for deterministic shuffling
+        rng = np.random.RandomState(42)
+        rng.shuffle(samples)
+
+        # Take first N samples after shuffling
+        samples = samples[:generations_to_log]
+
+        # Log to each configured logger
+        self.validation_generations_logger.log(self.config.trainer.logger, samples, self.global_steps)
+
+    def _validate(self):
+        data_source_lst = []
+        reward_extra_infos_dict: dict[str, list] = defaultdict(list)
+
+        # Lists to collect samples for the table
+        sample_inputs = []
+        sample_outputs = []
+        sample_scores = []
+
+        for test_data in self.val_dataloader:
+            test_batch = DataProto.from_single_dict(test_data)
+
+            # repeat test batch
+            test_batch = test_batch.repeat(
+                repeat_times=self.config.actor_rollout_ref.rollout.val_kwargs.n, interleave=True
+            )
+
+            # we only do validation on rule-based rm
+            if self.config.reward_model.enable and test_batch[0].non_tensor_batch["reward_model"]["style"] == "model":
+                return {}
+
+            # Store original inputs
+            input_ids = test_batch.batch["input_ids"]
+            # TODO: Can we keep special tokens except for padding tokens?
+            input_texts = [self.tokenizer.decode(ids, skip_special_tokens=True) for ids in input_ids]
+            sample_inputs.extend(input_texts)
+
+            batch_keys_to_pop = ["input_ids", "attention_mask", "position_ids"]
+            non_tensor_batch_keys_to_pop = ["raw_prompt_ids"]
+            if "multi_modal_inputs" in test_batch.non_tensor_batch:
+                non_tensor_batch_keys_to_pop.extend(["multi_modal_data", "multi_modal_inputs"])
+            if "raw_prompt" in test_batch.non_tensor_batch:
+                non_tensor_batch_keys_to_pop.append("raw_prompt")
+            if "tools_kwargs" in test_batch.non_tensor_batch:
+                non_tensor_batch_keys_to_pop.append("tools_kwargs")
+            test_gen_batch = test_batch.pop(
+                batch_keys=batch_keys_to_pop,
+                non_tensor_batch_keys=non_tensor_batch_keys_to_pop,
+            )
+
+            test_gen_batch.meta_info = {
+                "eos_token_id": self.tokenizer.eos_token_id,
+                "pad_token_id": self.tokenizer.pad_token_id,
+                "recompute_log_prob": False,
+                "do_sample": self.config.actor_rollout_ref.rollout.val_kwargs.do_sample,
+                "validate": True,
+            }
+            print(f"test_gen_batch meta info: {test_gen_batch.meta_info}")
+
+            # pad to be divisible by dp_size
+            test_gen_batch_padded, pad_size = pad_dataproto_to_divisor(test_gen_batch, self.actor_rollout_wg.world_size)
+            if not self.async_rollout_mode:
+                test_output_gen_batch_padded = self.actor_rollout_wg.generate_sequences(test_gen_batch_padded)
+            else:
+                test_output_gen_batch_padded = self.async_rollout_manager.generate_sequences(test_gen_batch_padded)
+
+            # unpad
+            test_output_gen_batch = unpad_dataproto(test_output_gen_batch_padded, pad_size=pad_size)
+            print("validation generation end")
+
+            # Store generated outputs
+            output_ids = test_output_gen_batch.batch["responses"]
+            output_texts = [self.tokenizer.decode(ids, skip_special_tokens=True) for ids in output_ids]
+            sample_outputs.extend(output_texts)
+
+            test_batch = test_batch.union(test_output_gen_batch)
+
+            # evaluate using reward_function
+            result = self.val_reward_fn(test_batch, return_dict=True)
+            reward_tensor = result["reward_tensor"]
+            scores = reward_tensor.sum(-1).cpu().tolist()
+            sample_scores.extend(scores)
+
+            reward_extra_infos_dict["reward"].extend(scores)
+            if "reward_extra_info" in result:
+                for key, lst in result["reward_extra_info"].items():
+                    reward_extra_infos_dict[key].extend(lst)
+
+            data_source_lst.append(test_batch.non_tensor_batch.get("data_source", ["unknown"] * reward_tensor.shape[0]))
+
+        self._maybe_log_val_generations(inputs=sample_inputs, outputs=sample_outputs, scores=sample_scores)
+
+        # dump generations
+        val_data_dir = self.config.trainer.get("validation_data_dir", None)
+        if val_data_dir:
+            sample_gts = [
+                item.non_tensor_batch.get("reward_model", {}).get("ground_truth", None) for item in test_batch
+            ]
+            self._dump_generations(
+                inputs=sample_inputs,
+                outputs=sample_outputs,
+                gts=sample_gts,
+                scores=sample_scores,
+                reward_extra_infos_dict=reward_extra_infos_dict,
+                dump_path=val_data_dir,
+            )
+
+        for key_info, lst in reward_extra_infos_dict.items():
+            assert len(lst) == 0 or len(lst) == len(sample_scores), f"{key_info}: {len(lst)=}, {len(sample_scores)=}"
+
+        data_sources = np.concatenate(data_source_lst, axis=0)
+        print(f"DEBUG: Data sources shape: {data_sources.shape}")  # Added Print
+        print(f"DEBUG: reward_extra_infos_dict keys before processing: {reward_extra_infos_dict.keys()}")  # Added Print
+
+        data_src2var2metric2val = process_validation_metrics(data_sources, sample_inputs, reward_extra_infos_dict)
+        print(
+            f"DEBUG: Output of process_validation_metrics (data_src2var2metric2val): {data_src2var2metric2val}"
+        )  # Added Print
+        metric_dict = {}
+        for data_source, var2metric2val in data_src2var2metric2val.items():
+            core_var = "acc" if "acc" in var2metric2val else "reward"
+            for var_name, metric2val in var2metric2val.items():
+                n_max = max([int(name.split("@")[-1].split("/")[0]) for name in metric2val.keys()])
+                for metric_name, metric_val in metric2val.items():
+                    if (
+                        (var_name == core_var)
+                        and any(metric_name.startswith(pfx) for pfx in ["mean", "maj", "best"])
+                        and (f"@{n_max}" in metric_name)
+                    ):
+                        metric_sec = "val-core"
+                    else:
+                        metric_sec = "val-aux"
+                    pfx = f"{metric_sec}/{data_source}/{var_name}/{metric_name}"
+                    metric_dict[pfx] = metric_val
+
+        return metric_dict
+
+    def init_workers(self):
+        """Init resource pool and worker group"""
+        self.resource_pool_manager.create_resource_pool()
+
+        self.resource_pool_to_cls = {pool: {} for pool in self.resource_pool_manager.resource_pool_dict.values()}
+
+        # create actor and rollout
+        if self.hybrid_engine:
+            resource_pool = self.resource_pool_manager.get_resource_pool(Role.ActorRollout)
+            actor_rollout_cls = RayClassWithInitArgs(
+                cls=self.role_worker_mapping[Role.ActorRollout],
+                config=self.config.actor_rollout_ref,
+                role="actor_rollout",
+            )
+            self.resource_pool_to_cls[resource_pool]["actor_rollout"] = actor_rollout_cls
+        else:
+            raise NotImplementedError
+
+        # create critic
+        if self.use_critic:
+            resource_pool = self.resource_pool_manager.get_resource_pool(Role.Critic)
+            critic_cls = RayClassWithInitArgs(cls=self.role_worker_mapping[Role.Critic], config=self.config.critic)
+            self.resource_pool_to_cls[resource_pool]["critic"] = critic_cls
+
+        # create reference policy if needed
+        if self.use_reference_policy:
+            resource_pool = self.resource_pool_manager.get_resource_pool(Role.RefPolicy)
+            ref_policy_cls = RayClassWithInitArgs(
+                self.role_worker_mapping[Role.RefPolicy], config=self.config.actor_rollout_ref, role="ref"
+            )
+            self.resource_pool_to_cls[resource_pool]["ref"] = ref_policy_cls
+
+        # create a reward model if reward_fn is None
+        if self.use_rm:
+            # we create a RM here
+            resource_pool = self.resource_pool_manager.get_resource_pool(Role.RewardModel)
+            rm_cls = RayClassWithInitArgs(self.role_worker_mapping[Role.RewardModel], config=self.config.reward_model)
+            self.resource_pool_to_cls[resource_pool]["rm"] = rm_cls
+
+        # initialize WorkerGroup
+        # NOTE: if you want to use a different resource pool for each role, which can support different
+        # parallel size,
+        # you should not use `create_colocated_worker_cls`. Instead, directly pass different resource pool to
+        # different worker groups.
+        # See https://github.com/volcengine/verl/blob/master/examples/ray/tutorial.ipynb for more information.
+        all_wg = {}
+        self.wg_dicts = []
+        wg_kwargs = {}  # Setting up kwargs for RayWorkerGroup
+        if OmegaConf.select(self.config.trainer, "ray_wait_register_center_timeout") is not None:
+            wg_kwargs["ray_wait_register_center_timeout"] = self.config.trainer.ray_wait_register_center_timeout
+        wg_kwargs["device_name"] = self.device_name
+
+        for resource_pool, class_dict in self.resource_pool_to_cls.items():
+            worker_dict_cls = create_colocated_worker_cls(class_dict=class_dict)
+            wg_dict = self.ray_worker_group_cls(
+                resource_pool=resource_pool,
+                ray_cls_with_init=worker_dict_cls,
+                **wg_kwargs,
+            )
+            spawn_wg = wg_dict.spawn(prefix_set=class_dict.keys())
+            all_wg.update(spawn_wg)
+            # keep the referece of WorkerDict to support ray >= 2.31. Ref: https://github.com/ray-project/ray/pull/45699
+            self.wg_dicts.append(wg_dict)
+
+        if self.use_critic:
+            self.critic_wg = all_wg["critic"]
+            self.critic_wg.init_model()
+
+        if self.use_reference_policy:
+            self.ref_policy_wg = all_wg["ref"]
+            self.ref_policy_wg.init_model()
+
+        if self.use_rm:
+            self.rm_wg = all_wg["rm"]
+            self.rm_wg.init_model()
+
+        # we should create rollout at the end so that vllm can have a better estimation of kv cache memory
+        self.actor_rollout_wg = all_wg["actor_rollout"]
+        self.actor_rollout_wg.init_model()
+
+    def _save_checkpoint(self):
+        # path: given_path + `/global_step_{global_steps}` + `/actor`
+        local_global_step_folder = os.path.join(
+            self.config.trainer.default_local_dir, f"global_step_{self.global_steps}"
+        )
+
+        print(f"local_global_step_folder: {local_global_step_folder}")
+        actor_local_path = os.path.join(local_global_step_folder, "actor")
+
+        actor_remote_path = (
+            None
+            if self.config.trainer.default_hdfs_dir is None
+            else os.path.join(self.config.trainer.default_hdfs_dir, f"global_step_{self.global_steps}", "actor")
+        )
+
+        remove_previous_ckpt_in_save = self.config.trainer.get("remove_previous_ckpt_in_save", False)
+        if remove_previous_ckpt_in_save:
+            print(
+                "Warning: remove_previous_ckpt_in_save is deprecated, set max_actor_ckpt_to_keep=1 and "
+                "max_critic_ckpt_to_keep=1 instead"
+            )
+        max_actor_ckpt_to_keep = (
+            self.config.trainer.get("max_actor_ckpt_to_keep", None) if not remove_previous_ckpt_in_save else 1
+        )
+        max_critic_ckpt_to_keep = (
+            self.config.trainer.get("max_critic_ckpt_to_keep", None) if not remove_previous_ckpt_in_save else 1
+        )
+
+        self.actor_rollout_wg.save_checkpoint(
+            actor_local_path, actor_remote_path, self.global_steps, max_ckpt_to_keep=max_actor_ckpt_to_keep
+        )
+
+        if self.use_critic:
+            critic_local_path = os.path.join(local_global_step_folder, "critic")
+            critic_remote_path = (
+                None
+                if self.config.trainer.default_hdfs_dir is None
+                else os.path.join(self.config.trainer.default_hdfs_dir, f"global_step_{self.global_steps}", "critic")
+            )
+            self.critic_wg.save_checkpoint(
+                critic_local_path, critic_remote_path, self.global_steps, max_ckpt_to_keep=max_critic_ckpt_to_keep
+            )
+
+        # save dataloader
+        dataloader_local_path = os.path.join(local_global_step_folder, "data.pt")
+        dataloader_state_dict = self.train_dataloader.state_dict()
+        torch.save(dataloader_state_dict, dataloader_local_path)
+
+        # latest checkpointed iteration tracker (for atomic usage)
+        local_latest_checkpointed_iteration = os.path.join(
+            self.config.trainer.default_local_dir, "latest_checkpointed_iteration.txt"
+        )
+        with open(local_latest_checkpointed_iteration, "w") as f:
+            f.write(str(self.global_steps))
+
+    def _load_checkpoint(self):
+        if self.config.trainer.resume_mode == "disable":
+            return 0
+
+        # load from hdfs
+        if self.config.trainer.default_hdfs_dir is not None:
+            raise NotImplementedError("load from hdfs is not implemented yet")
+        else:
+            checkpoint_folder = self.config.trainer.default_local_dir  # TODO: check path
+            if not os.path.isabs(checkpoint_folder):
+                working_dir = os.getcwd()
+                checkpoint_folder = os.path.join(working_dir, checkpoint_folder)
+            global_step_folder = find_latest_ckpt_path(checkpoint_folder)  # None if no latest
+
+        # find global_step_folder
+        if self.config.trainer.resume_mode == "auto":
+            if global_step_folder is None:
+                print("Training from scratch")
+                return 0
+        else:
+            if self.config.trainer.resume_mode == "resume_path":
+                assert isinstance(self.config.trainer.resume_from_path, str), "resume ckpt must be str type"
+                assert "global_step_" in self.config.trainer.resume_from_path, (
+                    "resume ckpt must specify the global_steps"
+                )
+                global_step_folder = self.config.trainer.resume_from_path
+                if not os.path.isabs(global_step_folder):
+                    working_dir = os.getcwd()
+                    global_step_folder = os.path.join(working_dir, global_step_folder)
+        print(f"Load from checkpoint folder: {global_step_folder}")
+        # set global step
+        self.global_steps = int(global_step_folder.split("global_step_")[-1])
+
+        print(f"Setting global step to {self.global_steps}")
+        print(f"Resuming from {global_step_folder}")
+
+        actor_path = os.path.join(global_step_folder, "actor")
+        critic_path = os.path.join(global_step_folder, "critic")
+        # load actor
+        self.actor_rollout_wg.load_checkpoint(
+            actor_path, del_local_after_load=self.config.trainer.del_local_ckpt_after_load
+        )
+        # load critic
+        if self.use_critic:
+            self.critic_wg.load_checkpoint(
+                critic_path, del_local_after_load=self.config.trainer.del_local_ckpt_after_load
+            )
+
+        # load dataloader,
+        # TODO: from remote not implemented yet
+        dataloader_local_path = os.path.join(global_step_folder, "data.pt")
+        if os.path.exists(dataloader_local_path):
+            dataloader_state_dict = torch.load(dataloader_local_path, weights_only=False)
+            self.train_dataloader.load_state_dict(dataloader_state_dict)
+        else:
+            print(f"Warning: No dataloader state found at {dataloader_local_path}, will start from scratch")
+
+    def _balance_batch(self, batch: DataProto, metrics, logging_prefix="global_seqlen"):
+        """Reorder the data on single controller such that each dp rank gets similar total tokens"""
+        attention_mask = batch.batch["attention_mask"]
+        batch_size = attention_mask.shape[0]
+        global_seqlen_lst = batch.batch["attention_mask"].view(batch_size, -1).sum(-1).tolist()  # (train_batch_size,)
+        world_size = self.actor_rollout_wg.world_size
+        global_partition_lst = get_seqlen_balanced_partitions(
+            global_seqlen_lst, k_partitions=world_size, equal_size=True
+        )
+        # reorder based on index. The data will be automatically equally partitioned by dispatch function
+        global_idx = torch.tensor([j for partition in global_partition_lst for j in partition])
+        batch.reorder(global_idx)
+        global_balance_stats = log_seqlen_unbalance(
+            seqlen_list=global_seqlen_lst, partitions=global_partition_lst, prefix=logging_prefix
+        )
+        metrics.update(global_balance_stats)
+
+    def fit_dpo(self):  # Renamed for clarity as standard PPO loop
+        """
+        The training loop of Online DPO using a periodically updated reference model.
+        The driver process calls worker groups for computation.
+        Advantage computation is replaced by DPO logic.
+        """
+        import traceback  # Ensure traceback is imported
+
+        from omegaconf import OmegaConf
+
+        from verl.utils.tracking import Tracking
+
+        # Initialize logger
+        logger = None
+        try:
+            logger = Tracking(
+                project_name=self.config.trainer.project_name,
+                experiment_name=self.config.trainer.experiment_name,
+                default_backend=self.config.trainer.logger,
+                config=OmegaConf.to_container(self.config, resolve=True, throw_on_missing=False),
+            )
+        except Exception as e:
+            print(f"Warning: Failed to initialize logger: {e}")
+
+        self.global_steps = 0
+        # Load checkpoint before doing anything
+        loaded_step = self._load_checkpoint()
+        self.global_steps = loaded_step + 1 if loaded_step is not None and loaded_step > 0 else 1
+        print(
+            f"Starting Online DPO training from global step {self.global_steps}. "
+            f"Total steps: {self.total_training_steps}"
+        )
+        print(f"Reference model update frequency: {self.config.trainer.get('ref_update_freq', 'Not Set')}")
+
+        # Check if reference policy is configured correctly for this mode
+        if not self.use_reference_policy:
+            print(
+                "WARNING: 'use_reference_policy' is False. Periodic reference model update requires a "
+                "reference policy worker. DPO updates might fail or use incorrect logic."
+            )
+            # Consider raising an error if strict adherence is required:
+            # raise ValueError("Periodic reference model update requires 'use_reference_policy' to be True "
+            #                  "and a configured reference worker.")
+
+        # Perform validation before training
+        if self.val_reward_fn is not None and self.config.trainer.get("val_before_train", True):
+            print("Running validation before Online DPO training...")
+            val_metrics = self._validate()
+            pprint(f"Initial validation metrics: {val_metrics}")
+            if logger and val_metrics:
+                logger.log(data=val_metrics, step=max(0, self.global_steps - 1))
+            if self.config.trainer.get("val_only", False):
+                print("Validation only mode enabled. Exiting training.")
+                if logger and hasattr(logger, "finish"):
+                    logger.finish()
+                return
+
+        # Add tqdm progress bar
+        progress_bar = tqdm(
+            total=self.total_training_steps,
+            initial=self.global_steps,
+            desc="Online DPO Training Progress",
+            position=0,
+            leave=True,
+        )
+
+        last_val_metrics = None
+        should_stop = False
+
+        for epoch in range(self.config.trainer.total_epochs):
+            if should_stop:
+                break
+            print(f"--- Starting Online DPO Epoch {epoch} ---")
+            try:
+                train_iterator = iter(self.train_dataloader)
+            except TypeError:
+                print("Warning: Dataloader is not iterable.")
+                train_iterator = self.train_dataloader  # Fallback attempt
+
+            for batch_idx, batch_dict in enumerate(train_iterator):
+                if self.global_steps > self.total_training_steps:
+                    should_stop = True
+                    break
+
+                metrics = {}
+                timing_raw = {}
+                step_timer = Timer(logger=None)
+                ref_log_prob_computed = False  # Flag to track if ref log probs were computed
+
+                try:  # Outer try-except for the whole step
+                    step_timer.start()
+                    with _timer("step", timing_raw):
+                        batch: DataProto = DataProto.from_single_dict(batch_dict)
+                        current_batch_size = batch.batch.batch_size[0]
+                        print(
+                            f"\n[Step {self.global_steps}, Batch {batch_idx}] Processing batch size: "
+                            f"{current_batch_size}"
+                        )
+
+                        # --- Reference Model Update ---
+                        ref_update_freq = self.config.trainer.get("ref_update_freq", -1)
+                        if (
+                            self.use_reference_policy
+                            and ref_update_freq > 0
+                            and self.global_steps % ref_update_freq == 0
+                        ):
+                            print(f"\n[Step {self.global_steps}] Updating Reference Model Weights from Actor...")
+                            try:
+                                # --- This requires careful implementation with FSDP ---
+                                # 1. Save actor state dict (potentially to CPU memory or disk)
+                                #    This needs to be done collectively across actor worker ranks.
+                                #    The checkpoint_manager might be adaptable, or use FSDP APIs directly.
+                                #    Example placeholder using a conceptual save/load mechanism:
+                                actor_state_path = "/tmp/actor_state_mid"  # Temporary path
+                                self.actor_rollout_wg.save_checkpoint(actor_state_path)  # Adapt save logic
+
+                                # 2. Load the state dict onto the reference model worker group
+                                #    This also needs collective loading on the ref worker ranks.
+                                self.ref_policy_wg.load_checkpoint(actor_state_path, None, True)  # Adapt load logic
+
+                                print(f"[Step {self.global_steps}] Reference Model Weights Updated.")
+                                # Optionally remove the temporary state file
+                                # os.remove(actor_state_path) # Needs rank-aware removal or shared storage
+
+                            except Exception as sync_e:
+                                print(f"ERROR during reference model sync at step {self.global_steps}: {sync_e}")
+                                traceback.print_exc()
+
+                        # Pop keys for generation
+                        pop_batch_keys = ["input_ids", "attention_mask"]
+                        if "position_ids" in batch.batch:
+                            pop_batch_keys.append("position_ids")
+                        pop_non_tensor_keys = ["raw_prompt_ids"] if "raw_prompt_ids" in batch.non_tensor_batch else []
+                        if "multi_modal_inputs" in batch.non_tensor_batch.keys():
+                            pop_non_tensor_keys.extend(["multi_modal_data", "multi_modal_inputs"])
+                        original_non_tensor_data = batch.non_tensor_batch
+                        gen_batch = batch.pop(
+                            batch_keys=pop_batch_keys,
+                            non_tensor_batch_keys=pop_non_tensor_keys,
+                        )
+                        gen_batch = gen_batch.repeat(
+                            repeat_times=self.config.actor_rollout_ref.rollout.n, interleave=True
+                        )
+                        # (Add Debug prints for gen_batch if needed)
+
+                        # Generate sequences (chosen/rejected pairs)
+                        with _timer("gen", timing_raw):
+                            try:
+                                gen_batch_output = self.actor_rollout_wg.generate_sequences(gen_batch)
+                                # (Add Debug prints for gen_batch_output if needed)
+                            except Exception as gen_e:
+                                print(f"\n!!!!!!!! ERROR DURING GENERATION (Step {self.global_steps}) !!!!!!!!")
+                                print(gen_e)
+                                traceback.print_exc()
+                                print("!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!")
+                                step_timer.stop()
+                                continue
+
+                        # Combine original prompts with generated sequences
+                        batch.non_tensor_batch = original_non_tensor_data  # Restore non-tensor data
+                        batch.non_tensor_batch["uid"] = np.array(
+                            [str(uuid.uuid4()) for _ in range(current_batch_size)], dtype=object
+                        )
+                        batch = batch.repeat(repeat_times=self.config.actor_rollout_ref.rollout.n, interleave=True)
+                        batch = batch.union(gen_batch_output)
+                        # (Add Debug prints after union if needed)
+
+                        # Compute response mask (needed for ref logprob calc and DPO prep)
+                        batch.batch["response_mask"] = compute_response_mask(batch)
+
+                        if self.config.trainer.balance_batch:
+                            self._balance_batch(batch, metrics=metrics)
+
+                        batch.meta_info["global_token_num"] = torch.sum(batch.batch["attention_mask"], dim=-1).tolist()
+
+                        # --- Compute Log Probs for the CURRENT policy (used for KL if enabled, or ActorAsRef
+                        # fallback) ---
+                        # Note: For pure DPO with external ref, this 'old_log_probs' might not be strictly needed
+                        #       unless used for other metrics or a fallback. Keep it for now.
+                        with _timer("policy_log_prob", timing_raw):
+                            policy_log_prob_output = self.actor_rollout_wg.compute_log_prob(batch)
+                            batch = batch.union(policy_log_prob_output)  # Adds 'old_log_probs'
+                            # (Debug prints for old_log_probs)
+
+                        # --- Compute Log Probs using the EXTERNAL Reference Model ---
+                        if self.use_reference_policy:
+                            with _timer("ref_log_prob_dpo", timing_raw):
+                                # print(f"---- [Step {self.global_steps}] DEBUG DPO: Calling compute_ref_log_prob ----")
+                                try:
+                                    # 'batch' contains interleaved chosen/rejected sequences
+                                    ref_log_prob_output = self.ref_policy_wg.compute_ref_log_prob(
+                                        batch
+                                    )  # Returns DataProto with 'ref_log_prob'
+                                    batch = batch.union(
+                                        ref_log_prob_output
+                                    )  # Adds 'ref_log_prob' key [batch_size * n, seq_len]
+                                    ref_log_prob_computed = True  # Mark success
+                                    # print(f"---- [Step {self.global_steps}] DEBUG DPO: ref_log_prob tensor shape: "
+                                    #       f"{batch.batch['ref_log_prob'].shape} ----")
+                                except Exception as ref_e:
+                                    print(f"ERROR computing reference log probs at step {self.global_steps}: {ref_e}")
+                                    traceback.print_exc()
+                                    batch.batch["ref_log_prob"] = None  # Mark as failed
+                                    ref_log_prob_computed = False
+                        else:
+                            print(
+                                "Warning: Skipping external reference log prob calculation as use_reference_policy "
+                                "is False."
+                            )
+                            # DPO update will likely fail unless ActorAsRef logic is re-enabled in dp_actor
+
+                        # --- Compute Rewards/Scores (used to determine preference) ---
+                        with _timer("reward_calc", timing_raw):
+                            # (Reward calculation logic using RM or reward_fn as before)
+                            # ... Ensure this calculates 'token_level_rewards' or similar ...
+                            if self.use_rm:
+                                reward_tensor_rm = self.rm_wg.compute_rm_score(batch)
+                                batch = batch.union(reward_tensor_rm)  # Adds 'rm_scores'
+
+                            reward_extra_infos_dict = {}
+                            try:
+                                if self.reward_fn is None:
+                                    #  print(f"---- [DEBUG Step {self.global_steps}] ERROR: self.reward_fn is None! "
+                                    #        f"Using dummy rewards. ----")
+                                    # Use rm_scores if available, otherwise zeros
+                                    reward_tensor = batch.batch.get(
+                                        "rm_scores", torch.zeros_like(batch.batch["response_mask"], dtype=torch.float32)
+                                    )
+                                else:
+                                    reward_result = self.reward_fn(batch, return_dict=True)
+                                    reward_tensor = reward_result["reward_tensor"]  # Final combined reward
+                                    reward_extra_infos_dict = reward_result.get("reward_extra_info", {})
+
+                            except Exception:
+                                # print(f'---- [DEBUG Step {self.global_steps}] Error in reward_fn call: {e}. '
+                                #       f'Using dummy rewards. ----')
+                                traceback.print_exc()
+                                reward_tensor = torch.zeros_like(batch.batch["response_mask"], dtype=torch.float32)
+                                reward_extra_infos_dict = {}
+
+                            # Use 'token_level_rewards' as the key for preference calculation
+                            batch.batch["token_level_rewards"] = reward_tensor
+                            if reward_extra_infos_dict:
+                                batch.non_tensor_batch.update(
+                                    {k: np.array(v) for k, v in reward_extra_infos_dict.items()}
+                                )
+
+                        # --- Determine Preferences ---
+                        # Uses 'token_level_rewards' to determine chosen/rejected based on score
+                        batch = compute_onlineDPO_pref(batch)  # Adds 'preferences' key
+
+                        # --- Prepare DPO Batch ---
+                        dpo_update_batch_proto = None  # Initialize
+                        with _timer("prepare_dpo_batch", timing_raw):
+                            try:
+                                if "preferences" not in batch.batch or batch.batch["preferences"] is None:
+                                    raise ValueError("'preferences' key missing or None after compute_onlineDPO_pref.")
+
+                                # Check if reference log probs were computed successfully (if needed)
+                                if self.use_reference_policy and not ref_log_prob_computed:
+                                    raise ValueError("Reference log probs required but failed to compute.")
+
+                                # Check required base keys
+                                required_keys = ["input_ids", "attention_mask", "response_mask"]
+                                for rk in required_keys:
+                                    if rk not in batch.batch or batch.batch[rk] is None:
+                                        raise KeyError(f"Required key '{rk}' missing from batch for DPO prep.")
+
+                                preferences_mask = batch.batch["preferences"]  # Shape [batch_size * n]
+                                not_preferences_mask = ~preferences_mask
+
+                                # Gather Chosen/Rejected Base Tensors
+                                chosen_input_ids = batch.batch["input_ids"][preferences_mask]
+                                chosen_attention_mask = batch.batch["attention_mask"][preferences_mask]
+                                rejected_input_ids = batch.batch["input_ids"][not_preferences_mask]
+                                rejected_attention_mask = batch.batch["attention_mask"][not_preferences_mask]
+                                chosen_position_ids = (
+                                    batch.batch.get("position_ids")[preferences_mask]
+                                    if "position_ids" in batch.batch
+                                    else None
+                                )
+                                rejected_position_ids = (
+                                    batch.batch.get("position_ids")[not_preferences_mask]
+                                    if "position_ids" in batch.batch
+                                    else None
+                                )
+
+                                # Create Labels
+                                print("WARNING: Creating DPO labels using configured max_prompt_length...")
+                                prompt_len = self.config.data.max_prompt_length
+                                chosen_labels = chosen_input_ids.clone()
+                                chosen_labels[:, :prompt_len] = -100
+                                rejected_labels = rejected_input_ids.clone()
+                                rejected_labels[:, :prompt_len] = -100
+
+                                # Calculate and Gather Reference Log Probs (Sequence Level)
+                                if self.use_reference_policy:
+                                    ref_log_prob_tensor = batch.batch["ref_log_prob"]  # Token level [bsz * n, seq_len]
+                                    response_mask_full = batch.batch[
+                                        "response_mask"
+                                    ]  # Response mask [bsz * n, seq_len]
+                                    ref_sequence_logps = (ref_log_prob_tensor * response_mask_full).sum(
+                                        dim=-1
+                                    )  # Sequence level [bsz * n]
+                                    reference_chosen_logps = ref_sequence_logps[preferences_mask]
+                                    reference_rejected_logps = ref_sequence_logps[not_preferences_mask]
+                                else:
+                                    # If not using external ref, DPO needs ActorAsRef logic in dp_actor
+                                    # We won't add the keys here, dp_actor will handle it (or fail if not modified)
+                                    print(
+                                        "Info: Not adding explicit reference logps to DPO batch "
+                                        "(use_reference_policy=False)."
+                                    )
+                                    reference_chosen_logps = None  # Explicitly None
+                                    reference_rejected_logps = None
+
+                                # Package Tensors
+                                dpo_tensors = {
+                                    "chosen_input_ids": chosen_input_ids,
+                                    "chosen_attention_mask": chosen_attention_mask,
+                                    "chosen_labels": chosen_labels,
+                                    "rejected_input_ids": rejected_input_ids,
+                                    "rejected_attention_mask": rejected_attention_mask,
+                                    "rejected_labels": rejected_labels,
+                                }
+                                # Conditionally add reference logps if computed
+                                if reference_chosen_logps is not None:
+                                    dpo_tensors["reference_chosen_logps"] = reference_chosen_logps
+                                if reference_rejected_logps is not None:
+                                    dpo_tensors["reference_rejected_logps"] = reference_rejected_logps
+                                # Add position ids if they exist
+                                if chosen_position_ids is not None:
+                                    dpo_tensors["chosen_position_ids"] = chosen_position_ids
+                                if rejected_position_ids is not None:
+                                    dpo_tensors["rejected_position_ids"] = rejected_position_ids
+
+                                # Prepare Meta Info
+                                dpo_meta = {
+                                    "dpo_beta": OmegaConf.select(self.config.algorithm, "dpo_beta", default=0.1),
+                                    "dpo_loss_type": OmegaConf.select(
+                                        self.config.algorithm, "dpo_loss_type", default="sigmoid"
+                                    ),
+                                    "dpo_label_smoothing": OmegaConf.select(
+                                        self.config.algorithm, "dpo_label_smoothing", default=0.0
+                                    ),
+                                    "use_reference_policy": self.use_reference_policy,
+                                    "reference_free": not self.use_reference_policy,  # False if using external ref
+                                    "global_step": self.global_steps,
+                                }
+
+                                dpo_update_batch_proto = DataProto.from_dict(tensors=dpo_tensors, meta_info=dpo_meta)
+                                # print(f"---- [Step {self.global_steps}] DEBUG DPO: Prepared DPO Update Batch ----")
+                                # print(f"  Keys: {list(dpo_update_batch_proto.batch.keys())}")
+                                # print(f"  Meta Info: {dpo_meta}")
+
+                            except Exception as e_prep:
+                                print(f"ERROR preparing DPO batch at step {self.global_steps}: {e_prep}")
+                                traceback.print_exc()
+                                dpo_update_batch_proto = None  # Skip update on error
+
+                        # --- Actor Update Step ---
+                        actor_output = None
+                        if self.config.trainer.critic_warmup <= self.global_steps and dpo_update_batch_proto:
+                            with _timer("update_actor", timing_raw):
+                                # Pass the batch containing reference log probs (if computed)
+                                # The modified update_actor_dpo expects them if reference_free=False
+                                actor_output = self.actor_rollout_wg.update_actor_dpo(dpo_update_batch_proto)
+                            if actor_output and "metrics" in actor_output.meta_info:
+                                metrics.update(reduce_metrics(actor_output.meta_info["metrics"]))
+                        elif dpo_update_batch_proto is None:
+                            print(
+                                f"Skipping actor update at step {self.global_steps} due to DPO batch preparation error."
+                            )
+
+                        # --- Validation and Saving ---
+                        test_freq = OmegaConf.select(self.config.trainer, "test_freq", default=-1)
+                        is_last_step = self.global_steps >= self.total_training_steps
+                        if (
+                            self.val_reward_fn is not None
+                            and test_freq > 0
+                            and (is_last_step or self.global_steps % test_freq == 0)
+                        ):
+                            print(f"\nRunning DPO validation at step {self.global_steps}...")
+                            val_timing_raw = {}
+                            with _timer("testing", val_timing_raw):
+                                val_metrics: dict = self._validate()
+                            if is_last_step:
+                                last_val_metrics = val_metrics
+                            if val_metrics:
+                                metrics["time/validation_run"] = val_timing_raw.get("testing", 0)
+                                metrics.update(val_metrics)
+                            else:
+                                print("Validation skipped or returned no metrics.")
+
+                        save_freq = OmegaConf.select(self.config.trainer, "save_freq", default=-1)
+                        if save_freq > 0 and (is_last_step or self.global_steps % save_freq == 0):
+                            print(f"\nSaving DPO checkpoint at step {self.global_steps}...")
+                            with _timer("save_checkpoint", timing_raw):
+                                self._save_checkpoint()  # Saves actor (and potentially critic if used elsewhere)
+                            metrics["time/save_checkpoint"] = timing_raw.get("save_checkpoint", 0)
+
+                    # --- End main step timer context ---
+
+                    # --- Metrics calculation AFTER the 'step' timer block ---
+                    metrics.update(compute_dpo_data_metrics(batch=batch))  # Use DPO-specific metrics
+                    metrics.update(compute_timing_metrics(batch=batch, timing_raw=timing_raw))
+                    n_gpus = self.resource_pool_manager.get_n_gpus()
+                    if "step" in timing_raw:
+                        metrics.update(compute_throughout_metrics(batch=batch, timing_raw=timing_raw, n_gpus=n_gpus))
+                    else:
+                        print(
+                            f"Warning: 'step' key missing from timing_raw at step {self.global_steps}. "
+                            f"Skipping throughput."
+                        )
+
+                    step_timer.stop()
+                    metrics["time/step"] = step_timer.last
+
+                    # Log metrics
+                    log_freq = OmegaConf.select(self.config.trainer, "log_freq", default=1)
+                    if logger and self.global_steps % log_freq == 0:
+                        log_payload = metrics.copy()
+                        # Add learning rate to log payload
+                        if actor_output and "actor/lr" in metrics:
+                            log_payload["actor/lr"] = metrics["actor/lr"]
+
+                        print(f"[Step {self.global_steps} DPO] Logging Step Payload Keys: {list(log_payload.keys())}")
+                        try:
+                            logger.log(data=log_payload, step=self.global_steps)
+                        except Exception as e:
+                            print(f"Logging failed at step {self.global_steps}: {e}")
+
+                    # Update progress bar
+                    postfix_metrics = {
+                        k: f"{v:.3f}" if isinstance(v, float) else v
+                        for k, v in metrics.items()
+                        if isinstance(v, int | float)
+                    }
+                    progress_bar.set_postfix(postfix_metrics)
+
+                except Exception as step_e:
+                    print(f"\n!!!!!!!! ERROR DURING DPO Step {self.global_steps} !!!!!!!!")
+                    print(f"Caught Exception: {step_e}")
+                    traceback.print_exc()
+                    print("!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!")
+                    step_timer.stop()
+                    should_stop = True
+                    break
+
+                if is_last_step or should_stop:
+                    print(f"Stopping DPO training at step {self.global_steps}.")
+                    break
+
+                self.global_steps += 1
+                progress_bar.update(1)
+
+            # End of epoch handling
+            if hasattr(self.train_dataloader, "reset"):
+                try:
+                    self.train_dataloader.reset()
+                except Exception as e:
+                    print(f"Warning: Failed to reset train dataloader state: {e}")
+            if should_stop:
+                break
+
+        # --- Final cleanup and logging ---
+        progress_bar.close()
+        final_step = max(0, self.global_steps - 1)
+        print(f"Online DPO Training finished at step {final_step}.")
+        # Save final checkpoint
+        save_freq = OmegaConf.select(self.config.trainer, "save_freq", default=-1)
+        if not self.config.trainer.get("val_only", False) and (save_freq <= 0 or final_step % save_freq != 0):
+            print(f"Saving final DPO checkpoint at step {final_step}...")
+            self._save_checkpoint()
+
+        # Final validation run
+        if self.val_reward_fn and last_val_metrics is None and not self.config.trainer.get("val_only", False):
+            print("Running final validation...")
+            last_val_metrics = self._validate()
+            if last_val_metrics and logger:
+                last_val_metrics["final_validation"] = True
+                try:
+                    logger.log(data=last_val_metrics, step=final_step)
+                except Exception as e:
+                    print(f"[Final Val Metrics Log Error]: {e}")
+
+        pprint(f"Final validation metrics: {last_val_metrics}")
+        if logger and hasattr(logger, "finish"):
+            logger.finish()
+        print("Online DPO Training Run Complete.")
diff --git a/verl/recipe/spin/utils.py b/verl/recipe/spin/utils.py
new file mode 100644
index 0000000000000000000000000000000000000000..571ad1e91546c99e5341e2d027c6f8d0ad03c0f9
--- /dev/null
+++ b/verl/recipe/spin/utils.py
@@ -0,0 +1,160 @@
+# Copyright 2024 Bytedance Ltd. and/or its affiliates
+# Copyright 2023-2024 SGLang Team
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+from omegaconf import DictConfig
+
+
+def validate_config(
+    config: DictConfig,
+    use_reference_policy: bool,
+    use_critic: bool,
+) -> None:
+    """
+    Validate an OmegaConf DictConfig
+
+    Args:
+        config: The OmegaConf DictConfig to validate.
+        use_reference_policy (bool): is ref policy needed
+        use_critic (bool): is critic needed
+    """
+    # number of GPUs total
+    n_gpus = config.trainer.n_gpus_per_node * config.trainer.nnodes
+
+    # 1. Check total batch size for data correctness
+    real_train_batch_size = config.data.train_batch_size * config.actor_rollout_ref.rollout.n
+    assert real_train_batch_size % n_gpus == 0, (
+        f"real_train_batch_size ({real_train_batch_size}) must be divisible by total n_gpus ({n_gpus})."
+    )
+
+    # A helper function to check "micro_batch_size" vs "micro_batch_size_per_gpu"
+    # We throw an error if the user sets both. The new convention is "..._micro_batch_size_per_gpu".
+    def check_mutually_exclusive(mbs, mbs_per_gpu, name: str):
+        settings = {
+            "actor_rollout_ref.actor": "micro_batch_size",
+            "critic": "micro_batch_size",
+            "reward_model": "micro_batch_size",
+            "actor_rollout_ref.ref": "log_prob_micro_batch_size",
+            "actor_rollout_ref.rollout": "log_prob_micro_batch_size",
+        }
+
+        if name in settings:
+            param = settings[name]
+            param_per_gpu = f"{param}_per_gpu"
+
+            if mbs is None and mbs_per_gpu is None:
+                raise ValueError(f"[{name}] Please set at least one of '{name}.{param}' or '{name}.{param_per_gpu}'.")
+
+            if mbs is not None and mbs_per_gpu is not None:
+                raise ValueError(
+                    f"[{name}] You have set both '{name}.{param}' AND '{name}.{param_per_gpu}'. "
+                    f"Please remove '{name}.{param}' because only '*_{param_per_gpu}' is supported "
+                    f"(the former is deprecated)."
+                )
+
+    if not config.actor_rollout_ref.actor.use_dynamic_bsz:
+        # actor: ppo_micro_batch_size vs. ppo_micro_batch_size_per_gpu
+        check_mutually_exclusive(
+            config.actor_rollout_ref.actor.ppo_micro_batch_size,
+            config.actor_rollout_ref.actor.ppo_micro_batch_size_per_gpu,
+            "actor_rollout_ref.actor",
+        )
+
+        if use_reference_policy:
+            # reference: log_prob_micro_batch_size vs. log_prob_micro_batch_size_per_gpu
+            check_mutually_exclusive(
+                config.actor_rollout_ref.ref.log_prob_micro_batch_size,
+                config.actor_rollout_ref.ref.log_prob_micro_batch_size_per_gpu,
+                "actor_rollout_ref.ref",
+            )
+
+        #  The rollout section also has log_prob_micro_batch_size vs. log_prob_micro_batch_size_per_gpu
+        check_mutually_exclusive(
+            config.actor_rollout_ref.rollout.log_prob_micro_batch_size,
+            config.actor_rollout_ref.rollout.log_prob_micro_batch_size_per_gpu,
+            "actor_rollout_ref.rollout",
+        )
+
+    if use_critic and not config.critic.use_dynamic_bsz:
+        # Check for critic micro-batch size conflicts
+        check_mutually_exclusive(
+            config.critic.ppo_micro_batch_size, config.critic.ppo_micro_batch_size_per_gpu, "critic"
+        )
+
+    # Check for reward model micro-batch size conflicts
+    if config.reward_model.enable and not config.reward_model.use_dynamic_bsz:
+        check_mutually_exclusive(
+            config.reward_model.micro_batch_size, config.reward_model.micro_batch_size_per_gpu, "reward_model"
+        )
+
+    # Actor
+    # check if train_batch_size is larger than ppo_mini_batch_size
+    # if NOT dynamic_bsz, we must ensure:
+    #    ppo_mini_batch_size is divisible by ppo_micro_batch_size
+    #    ppo_micro_batch_size * sequence_parallel_size >= n_gpus
+    if not config.actor_rollout_ref.actor.use_dynamic_bsz:
+        assert config.data.train_batch_size >= config.actor_rollout_ref.actor.ppo_mini_batch_size
+        sp_size = config.actor_rollout_ref.actor.get("ulysses_sequence_parallel_size", 1)
+        if config.actor_rollout_ref.actor.ppo_micro_batch_size is not None:
+            assert (
+                config.actor_rollout_ref.actor.ppo_mini_batch_size % config.actor_rollout_ref.actor.ppo_micro_batch_size
+                == 0
+            )
+            assert config.actor_rollout_ref.actor.ppo_micro_batch_size * sp_size >= n_gpus
+
+    assert config.actor_rollout_ref.actor.loss_agg_mode in [
+        "token-mean",
+        "seq-mean-token-sum",
+        "seq-mean-token-mean",
+    ], f"Invalid loss_agg_mode: {config.actor_rollout_ref.actor.loss_agg_mode}"
+
+    if config.algorithm.use_kl_in_reward and config.actor_rollout_ref.actor.use_kl_loss:
+        print("NOTICE: You have both enabled in-reward kl and kl loss.")
+
+    # critic
+    if use_critic and not config.critic.use_dynamic_bsz:
+        assert config.data.train_batch_size >= config.critic.ppo_mini_batch_size
+        sp_size = config.critic.get("ulysses_sequence_parallel_size", 1)
+        if config.critic.ppo_micro_batch_size is not None:
+            assert config.critic.ppo_mini_batch_size % config.critic.ppo_micro_batch_size == 0
+            assert config.critic.ppo_micro_batch_size * sp_size >= n_gpus
+
+    # Check if use_remove_padding is enabled when using sequence parallelism for fsdp
+    if config.actor_rollout_ref.actor.strategy in {"fsdp", "fsdp2"}:
+        if (
+            config.actor_rollout_ref.actor.get("ulysses_sequence_parallel_size", 1) > 1
+            or config.actor_rollout_ref.ref.get("ulysses_sequence_parallel_size", 1) > 1
+        ):
+            assert config.actor_rollout_ref.model.use_remove_padding, (
+                "When using sequence parallelism for actor/ref policy, you must enable `use_remove_padding`."
+            )
+
+    if use_critic and config.critic.strategy in {"fsdp", "fsdp2"}:
+        if config.critic.get("ulysses_sequence_parallel_size", 1) > 1:
+            assert config.critic.model.use_remove_padding, (
+                "When using sequence parallelism for critic, you must enable `use_remove_padding`."
+            )
+
+    if config.data.get("val_batch_size", None) is not None:
+        print(
+            "WARNING: val_batch_size is deprecated. Validation datasets are sent to inference engines "
+            "as a whole batch, which will schedule the memory themselves."
+        )
+
+    # check eval config
+    if config.actor_rollout_ref.rollout.val_kwargs.do_sample:
+        assert config.actor_rollout_ref.rollout.temperature > 0, (
+            "validation gen temperature should be greater than 0 when enabling do_sample"
+        )
+
+    print("[validate_config] All configuration checks passed successfully!")
diff --git a/verl/recipe/sppo/README.md b/verl/recipe/sppo/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..f87efa853b87857d7fd19de4e4159275619edec3
--- /dev/null
+++ b/verl/recipe/sppo/README.md
@@ -0,0 +1,50 @@
+# SPPO: Self-Play Preference Optimization for Language Model Alignment
+
+This repository hosts the community implementation for the paper [Self-Play Preference Optimization for Language Model Alignment](https://arxiv.org/abs/2405.00675). SPPO can significantly enhance the performance of an LLM without strong external signals such as responses or preferences from GPT-4. It can outperform the model trained with iterative direct preference optimization (DPO), among other methods. SPPO is theoretically grounded, ensuring that the LLM can converge to the von Neumann winner (i.e., Nash equilibrium) under general, potentially intransitive preference, and empirically validated through extensive evaluations on multiple datasets.
+
+Paper Authors: [Yue Wu](https://yuewu.us/)\*, [Zhiqing Sun](https://www.cs.cmu.edu/~zhiqings/)\*, [Huizhuo Yuan](https://scholar.google.com/citations?user=8foZzX4AAAAJ)\*, [Kaixuan Ji](https://scholar.google.com/citations?user=FOoKDukAAAAJ), [Yiming Yang](https://www.cs.cmu.edu/~yiming/), [Quanquan Gu](https://web.cs.ucla.edu/~qgu/)
+
+verl Implementation Authors: [Yuhao Yang](https://github.com/yhyang201), [Chenyang Zhao](https://github.com/zhaochenyang20)
+
+[[Webpage](https://uclaml.github.io/SPPO/)] [[Huggingface](https://huggingface.co/papers/2405.00675)] [[Paper](https://arxiv.org/abs/2405.00675)][[Original Implementation](https://github.com/uclaml/SPPO)]
+
+## Reproduce the Experiment
+
+We evaluate the performance of SPPO on the MATH dataset. Starting from an initial score of 46.6 with Qwen2.5-7B-Instruct, we achieve a score of 65.6 after 20 epochs of training, placing our model approximately in the top 20 on the [MATH leaderboard](https://paperswithcode.com/sota/math-word-problem-solving-on-math). It's important to note that verl's internal evaluation metrics may not perfectly align with the official evaluation methodology for Qwen2.5-7B-Instruct. Therefore, for consistency and fair comparison, we report only the results based on verl's evaluation framework.
+
+```
+git clone git@github.com:volcengine/verl.git
+cd verl
+python3 -m uv pip install -e ".[sglang]"
+
+export WANDB_API_KEY=<YOUR_WANDB_API_KEY>
+
+python3 examples/data_preprocess/math_dataset.py --local_dir ~/data/math
+huggingface-cli download Qwen/Qwen2.5-7B-Instruct --local-dir $HOME/models/Qwen2.5-7B-Instruct
+
+export CUDA_VISIBLE_DEVICES=0,1,2,3
+bash recipe/sppo/run_qwen2.5-7b_rm.sh
+```
+
+Note that the installation would occasionally fail to install flash-attn. If this happens, you can install it manually by running:
+
+```bash
+python3 -m uv pip install wheel
+python3 -m uv pip install packaging
+python3 -m uv pip install flash-attn --no-build-isolation --no-deps
+```
+
+## Acknowledgement
+
+We sincerely thank the contribution and guidance from:
+
+- [Yue Wu](https://yuewu.us/)
+- [Chendong Wang](https://cdwang96.github.io/)
+- [Yifan Zhang](https://github.com/yifanzhang-pro)
+- [Yongan Xiang](https://github.com/BearBiscuit05)
+- [Junrong Lin](https://github.com/ocss884)
+- [Yuxuan Tong](https://github.com/tongyx361)
+- [Guangming Shen](https://github.com/PeterSH6)
+- [Biao He](https://www.linkedin.com/in/biao-he/)
+- [Qingquan Song](https://qingquansong.github.io/)
+- [Quanquan Gu](https://web.cs.ucla.edu/~qgu/)
diff --git a/verl/recipe/sppo/__init__.py b/verl/recipe/sppo/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..bc88468e3aa17ae3dd07e0492b253c60c0d71d03
--- /dev/null
+++ b/verl/recipe/sppo/__init__.py
@@ -0,0 +1,14 @@
+# Copyright 2024 Bytedance Ltd. and/or its affiliates
+# Copyright 2023-2024 SGLang Team
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
diff --git a/verl/recipe/sppo/config.py b/verl/recipe/sppo/config.py
new file mode 100644
index 0000000000000000000000000000000000000000..6894e1d7cf234db441a500013e85d5aeb6c3cb6b
--- /dev/null
+++ b/verl/recipe/sppo/config.py
@@ -0,0 +1,22 @@
+# Copyright 2025 Bytedance Ltd. and/or its affiliates
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from dataclasses import dataclass
+
+from verl.workers.config import FSDPActorConfig
+
+
+@dataclass
+class SPPOActorConfig(FSDPActorConfig):
+    sppo_eta: float = 1.0
diff --git a/verl/recipe/sppo/config/sppo_trainer.yaml b/verl/recipe/sppo/config/sppo_trainer.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..cf750eea06cf4358575e69871e2fa22ba3fd8735
--- /dev/null
+++ b/verl/recipe/sppo/config/sppo_trainer.yaml
@@ -0,0 +1,38 @@
+# the sppo config will override default ppo_trainer.yaml
+
+hydra:
+  searchpath:
+    - file://verl/trainer/config
+
+defaults:
+  - ppo_trainer
+  - _self_
+
+actor_rollout_ref:
+  actor:
+    _target_: recipe.sppo.config.SPPOActorConfig
+
+    # sppo_eta is an additional hyperparameter for SPPO, not available in
+    # verl core. specifying _target_ with SPPOActorConfig is needed to
+    # extend verl ActorConfig with custom fields.
+    # additional, it is also possible to use the `extra` field natively supported
+    # by all verl core dataclasses, without having to define SPPOActorConfig
+    # extra:
+    #   sppo_eta: 1.0
+    sppo_eta: 1.0
+
+    optim:
+      lr_warmup_steps: 15
+  rollout:
+    name: sglang
+    tensor_model_parallel_size: 2
+    gpu_memory_utilization: 0.5
+    val_kwargs:
+      n: 2  # 2 will trigger validation, 1 will bypass
+
+algorithm:
+  adv_estimator: null
+  sppo_eta: 1.0
+
+trainer:
+  log_val_generations: 0
\ No newline at end of file
diff --git a/verl/recipe/sppo/dp_actor.py b/verl/recipe/sppo/dp_actor.py
new file mode 100644
index 0000000000000000000000000000000000000000..df14c0b4ed60be3ebc4f0b67aecf242199544b5d
--- /dev/null
+++ b/verl/recipe/sppo/dp_actor.py
@@ -0,0 +1,187 @@
+# Copyright 2024 Bytedance Ltd. and/or its affiliates
+# Copyright 2023-2024 SGLang Team
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import logging
+import os
+
+import torch
+
+import verl.utils.torch_functional as verl_F
+from verl import DataProto
+from verl.trainer.ppo.core_algos import agg_loss, kl_penalty
+from verl.utils.device import get_device_id
+from verl.utils.profiler import GPUMemoryLogger
+from verl.utils.py_functional import append_to_dict
+from verl.utils.seqlen_balancing import rearrange_micro_batches
+from verl.workers.actor.dp_actor import DataParallelPPOActor
+
+logger = logging.getLogger(__file__)
+logger.setLevel(os.getenv("VERL_LOGGING_LEVEL", "WARN"))
+
+
+def compute_sppo_loss(
+    old_log_prob: torch.Tensor,  # (bs, seq_len)
+    log_prob: torch.Tensor,  # (bs, seq_len)
+    rewards: torch.Tensor,  # (bs,)
+    response_mask: torch.Tensor,  # (bs, seq_len)
+    eta: float = 1.0,
+    loss_agg_mode: str = "token-mean",
+):
+    """
+    SPPO Loss computation.
+    """
+    # Compute log-ratios over masked tokens
+    log_prob_sum = (log_prob * response_mask).sum(dim=1)  # (bs,)
+    old_log_prob_sum = (old_log_prob * response_mask).sum(dim=1)  # (bs,)
+    log_ratios = log_prob_sum - old_log_prob_sum  # (bs,)
+
+    scaled_rewards = eta * (rewards)
+    loss_vec = (log_ratios - scaled_rewards) ** 2  # (bs,)
+
+    if loss_agg_mode == "token-mean":
+        sample_mask = response_mask.any(dim=1).float()  # (bs,)
+        loss = verl_F.masked_mean(loss_vec, sample_mask)
+
+    return loss, log_ratios, scaled_rewards
+
+
+class DataParallelSPPOActor(DataParallelPPOActor):
+    @GPUMemoryLogger(role="dp actor", logger=logger)
+    def update_policy(self, data: DataProto):
+        # make sure we are in training mode
+        self.actor_module.train()
+
+        temperature = data.meta_info["temperature"]  # temperature must be in the data.meta_info to avoid slient error
+        multi_turn = data.meta_info.get("multi_turn", False)
+
+        select_keys = ["responses", "input_ids", "attention_mask", "position_ids", "old_log_probs", "seq_level_rewards"]
+        if multi_turn:
+            select_keys.append("loss_mask")
+        if self.config.use_kl_loss:
+            select_keys.append("ref_log_prob")
+        batch = data.select(batch_keys=select_keys).batch
+        has_multi_modal_inputs = "multi_modal_inputs" in data.non_tensor_batch.keys()
+
+        # Split to make minibatch iterator for updating the actor
+        # See PPO paper for details. https://arxiv.org/abs/1707.06347
+        if has_multi_modal_inputs:
+            num_mini_batches = data.batch.batch_size[0] // self.config.ppo_mini_batch_size
+            non_tensor_select_keys = ["multi_modal_inputs"]
+            dataloader = data.select(select_keys, non_tensor_select_keys).chunk(num_mini_batches)
+        else:
+            dataloader = batch.split(self.config.ppo_mini_batch_size)
+
+        metrics = {}
+        for epoch in range(self.config.ppo_epochs):
+            for batch_idx, data in enumerate(dataloader):
+                # split batch into micro_batches
+                mini_batch = data
+                if has_multi_modal_inputs:
+                    self.gradient_accumulation = (
+                        self.config.ppo_mini_batch_size // self.config.ppo_micro_batch_size_per_gpu
+                    )
+                    num_micro_batches = mini_batch.batch.batch_size[0] // self.config.ppo_micro_batch_size_per_gpu
+                    micro_batches = data.select(select_keys, non_tensor_select_keys).chunk(num_micro_batches)
+                elif self.config.use_dynamic_bsz:
+                    max_token_len = self.config.ppo_max_token_len_per_gpu * self.ulysses_sequence_parallel_size
+                    micro_batches, _ = rearrange_micro_batches(batch=mini_batch, max_token_len=max_token_len)
+                else:
+                    self.gradient_accumulation = (
+                        self.config.ppo_mini_batch_size // self.config.ppo_micro_batch_size_per_gpu
+                    )
+                    # split batch into micro_batches
+                    micro_batches = mini_batch.split(self.config.ppo_micro_batch_size_per_gpu)
+
+                self.actor_optimizer.zero_grad()
+
+                for data in micro_batches:
+                    # Support all hardwares
+                    if isinstance(data, DataProto):
+                        data = {**data.batch.to(get_device_id()), **data.non_tensor_batch}
+                    else:
+                        data = data.to(get_device_id())  # actor device is cpu when using offload
+                    responses = data["responses"]
+                    response_length = responses.size(1)
+                    attention_mask = data["attention_mask"]
+                    if multi_turn:
+                        response_mask = data["loss_mask"][:, -response_length:]
+                    else:
+                        response_mask = attention_mask[:, -response_length:]
+
+                    old_log_prob = data["old_log_probs"]
+                    rewards = data["seq_level_rewards"]
+
+                    entropy_coeff = self.config.entropy_coeff
+                    loss_agg_mode = self.config.loss_agg_mode
+                    eta = self.config.get("sppo_eta", 1.0)
+
+                    # all return: (bsz, response_length)
+                    calculate_entropy = False
+                    if entropy_coeff != 0:
+                        calculate_entropy = True
+                    entropy, log_prob = self._forward_micro_batch(
+                        micro_batch=data, temperature=temperature, calculate_entropy=calculate_entropy
+                    )
+
+                    pg_loss, log_ratios, preference = compute_sppo_loss(
+                        old_log_prob=old_log_prob,
+                        log_prob=log_prob,
+                        rewards=rewards,
+                        response_mask=response_mask,
+                        eta=eta,
+                        loss_agg_mode=loss_agg_mode,
+                    )
+
+                    if entropy_coeff != 0:
+                        entropy_loss = agg_loss(loss_mat=entropy, loss_mask=response_mask, loss_agg_mode=loss_agg_mode)
+
+                        # compute policy loss
+                        policy_loss = pg_loss - entropy_loss * entropy_coeff
+                    else:
+                        policy_loss = pg_loss
+
+                    if self.config.use_kl_loss:
+                        ref_log_prob = data["ref_log_prob"]
+                        # compute kl loss
+                        kld = kl_penalty(
+                            logprob=log_prob, ref_logprob=ref_log_prob, kl_penalty=self.config.kl_loss_type
+                        )
+                        kl_loss = agg_loss(
+                            loss_mat=kld, loss_mask=response_mask, loss_agg_mode=self.config.loss_agg_mode
+                        )
+
+                        policy_loss = policy_loss + kl_loss * self.config.kl_loss_coef
+                        metrics["actor/kl_loss"] = kl_loss.detach().item()
+                        metrics["actor/kl_coef"] = self.config.kl_loss_coef
+
+                    if self.config.use_dynamic_bsz:
+                        # relative to the dynamic bsz
+                        loss = policy_loss * (len(data) / self.config.ppo_mini_batch_size)
+                    else:
+                        loss = policy_loss / self.gradient_accumulation
+                    loss.backward()
+
+                    data = {
+                        "actor/loss": loss.detach().item(),
+                        "actor/log_ratio_mean": log_ratios.mean().detach().item(),
+                        "actor/preference_mean": preference.mean().detach().item(),
+                    }
+                    append_to_dict(metrics, data)
+
+                grad_norm = self._optimizer_step()
+                data = {"actor/grad_norm": grad_norm.detach().item()}
+            append_to_dict(metrics, data)
+        self.actor_optimizer.zero_grad()
+        return metrics
diff --git a/verl/recipe/sppo/main_sppo.py b/verl/recipe/sppo/main_sppo.py
new file mode 100644
index 0000000000000000000000000000000000000000..7f5a9e2c9ad63316364eef146299e2ed1c12d419
--- /dev/null
+++ b/verl/recipe/sppo/main_sppo.py
@@ -0,0 +1,166 @@
+# Copyright 2024 Bytedance Ltd. and/or its affiliates
+# Copyright 2023-2024 SGLang Team
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+"""
+Note that we don't combine the main with ray_trainer as ray_trainer is used by other main.
+"""
+
+import os
+
+import hydra
+import ray
+from omegaconf import OmegaConf
+
+from verl.trainer.ppo.reward import load_reward_manager
+from verl.trainer.ppo.utils import need_reference_policy
+from verl.utils.config import validate_config
+
+from .sppo_ray_trainer import RaySPPOTrainer
+
+
+@hydra.main(config_path="config", config_name="sppo_trainer", version_base=None)
+def main(config):
+    run_ppo(config)
+
+
+def run_ppo(config) -> None:
+    # TODO(linjunrong.ocss884): this ENV is left for resolving SGLang conflict with ray devices
+    # isolation, will solve in the future
+    os.environ["ENSURE_CUDA_VISIBLE_DEVICES"] = os.environ.get("CUDA_VISIBLE_DEVICES", "")
+    if not ray.is_initialized():
+        # this is for local ray cluster
+        default_runtime_env = {
+            "env_vars": {"TOKENIZERS_PARALLELISM": "true", "NCCL_DEBUG": "WARN", "VLLM_LOGGING_LEVEL": "WARN"}
+        }
+        ray_init_kwargs = config.ray_kwargs.get("ray_init", {})
+        runtime_env_kwargs = ray_init_kwargs.get("runtime_env", {})
+        runtime_env = OmegaConf.merge(default_runtime_env, runtime_env_kwargs)
+        ray_init_kwargs = OmegaConf.create({**ray_init_kwargs, "runtime_env": runtime_env})
+        print(f"ray init kwargs: {ray_init_kwargs}")
+        ray.init(**OmegaConf.to_container(ray_init_kwargs))
+
+    runner = TaskRunner.remote()
+    ray.get(runner.run.remote(config))
+
+
+@ray.remote(num_cpus=1)  # please make sure main_task is not scheduled on head
+class TaskRunner:
+    def run(self, config):
+        # print initial config
+        from pprint import pprint
+
+        from omegaconf import OmegaConf
+
+        from verl.utils.fs import copy_to_local
+
+        pprint(OmegaConf.to_container(config, resolve=True))  # resolve=True will eval symbol values
+        OmegaConf.resolve(config)
+
+        # define worker classes
+        if config.actor_rollout_ref.actor.strategy in {"fsdp", "fsdp2"}:
+            assert config.critic.strategy in {"fsdp", "fsdp2"}
+            from verl.single_controller.ray import RayWorkerGroup
+
+            from .sppo_worker import SPPOActorRolloutRefWorker  # , CriticWorker
+
+            actor_rollout_cls = SPPOActorRolloutRefWorker
+            ray_worker_group_cls = RayWorkerGroup
+
+        elif config.actor_rollout_ref.actor.strategy == "megatron":
+            assert config.actor_rollout_ref.actor.strategy == config.critic.strategy
+            from verl.single_controller.ray import RayWorkerGroup
+            from verl.workers.megatron_workers import ActorRolloutRefWorker
+
+            actor_rollout_cls = ActorRolloutRefWorker
+            ray_worker_group_cls = RayWorkerGroup
+
+        else:
+            raise NotImplementedError
+
+        from verl.trainer.ppo.ray_trainer import ResourcePoolManager, Role
+
+        # sppo does not use critic
+        role_worker_mapping = {
+            Role.ActorRollout: ray.remote(actor_rollout_cls),
+        }
+
+        global_pool_id = "global_pool"
+        resource_pool_spec = {
+            global_pool_id: [config.trainer.n_gpus_per_node] * config.trainer.nnodes,
+        }
+        mapping = {
+            Role.ActorRollout: global_pool_id,
+        }
+
+        # we should adopt a multi-source reward function here
+        # - for rule-based rm, we directly call a reward score
+        # - for model-based rm, we call a model
+        # - for code related prompt, we send to a sandbox if there are test cases
+        # - finally, we combine all the rewards together
+        # - The reward type depends on the tag of the data
+        if config.reward_model.enable:
+            if config.reward_model.strategy in {"fsdp", "fsdp2"}:
+                from verl.workers.fsdp_workers import RewardModelWorker
+            elif config.reward_model.strategy == "megatron":
+                from verl.workers.megatron_workers import RewardModelWorker
+            else:
+                raise NotImplementedError
+            role_worker_mapping[Role.RewardModel] = ray.remote(RewardModelWorker)
+            mapping[Role.RewardModel] = global_pool_id
+
+        # use reference model
+        if config.algorithm.use_kl_in_reward or config.actor_rollout_ref.actor.use_kl_loss:
+            role_worker_mapping[Role.RefPolicy] = ray.remote(SPPOActorRolloutRefWorker)
+            mapping[Role.RefPolicy] = global_pool_id
+
+        # validate config
+        validate_config(
+            config=config,
+            use_reference_policy=need_reference_policy(role_worker_mapping),
+            use_critic=False,
+        )
+
+        # download the checkpoint from hdfs
+        local_path = copy_to_local(config.actor_rollout_ref.model.path)
+
+        # instantiate tokenizer
+        from verl.utils import hf_processor, hf_tokenizer
+
+        trust_remote_code = config.data.get("trust_remote_code", False)
+        tokenizer = hf_tokenizer(local_path, trust_remote_code=trust_remote_code)
+        processor = hf_processor(local_path, use_fast=True)  # used for multimodal LLM, could be none
+
+        reward_fn = load_reward_manager(
+            config, tokenizer, num_examine=0, **config.reward_model.get("reward_kwargs", {})
+        )
+        val_reward_fn = load_reward_manager(config, tokenizer, num_examine=1)
+        resource_pool_manager = ResourcePoolManager(resource_pool_spec=resource_pool_spec, mapping=mapping)
+
+        trainer = RaySPPOTrainer(
+            config=config,
+            tokenizer=tokenizer,
+            processor=processor,
+            role_worker_mapping=role_worker_mapping,
+            resource_pool_manager=resource_pool_manager,
+            ray_worker_group_cls=ray_worker_group_cls,
+            reward_fn=reward_fn,
+            val_reward_fn=val_reward_fn,
+        )
+        trainer.init_workers()
+        trainer.fit()
+
+
+if __name__ == "__main__":
+    main()
diff --git a/verl/recipe/sppo/run_qwen2.5-7b_rm.sh b/verl/recipe/sppo/run_qwen2.5-7b_rm.sh
new file mode 100644
index 0000000000000000000000000000000000000000..cc614d02511f5d3c97a90d97f7dc5d8420ff1bdc
--- /dev/null
+++ b/verl/recipe/sppo/run_qwen2.5-7b_rm.sh
@@ -0,0 +1,56 @@
+# Discliamer: the model used in the script is only for academic purpose.
+set -x
+
+# Data preparation scripts are available in ``examples/data_preprocess``.
+# Example usage:
+#
+#   python3 examples/data_preprocess/math_dataset.py --local_dir ~/data/math
+#   python3 examples/data_preprocess/gsm8k.py --local_save_dir ~/data/gsm8k
+
+gsm8k_train_path=$HOME/data/math/train.parquet
+gsm8k_test_path=$HOME/data/math/test.parquet
+
+train_files="['$gsm8k_train_path']"
+test_files="['$gsm8k_test_path']"
+
+# prepare model ckpt
+huggingface-cli download Qwen/Qwen2.5-7B-Instruct --local-dir $HOME/models/Qwen2.5-7B-Instruct &
+# huggingface-cli download sfairXC/FsfairX-LLaMA3-RM-v0.1 --local-dir $HOME/models/FsfairX-LLaMA3-RM-v0.1 &
+wait
+
+python3 -m recipe.sppo.main_sppo \
+    data.train_files="$train_files" \
+    data.val_files="$test_files" \
+    data.train_batch_size=1024 \
+    data.max_prompt_length=1024 \
+    data.max_response_length=512 \
+    data.filter_overlong_prompts=True \
+    data.truncation='error' \
+    data.return_raw_chat=True \
+    actor_rollout_ref.model.path="$HOME/models/Qwen2.5-7B-Instruct" \
+    actor_rollout_ref.actor.optim.lr=1e-6 \
+    actor_rollout_ref.model.use_remove_padding=True \
+    actor_rollout_ref.actor.optim.lr_warmup_steps_ratio=0.1 \
+    actor_rollout_ref.actor.ppo_mini_batch_size=256 \
+    actor_rollout_ref.actor.ppo_micro_batch_size_per_gpu=4 \
+    actor_rollout_ref.actor.use_kl_loss=False \
+    actor_rollout_ref.model.enable_gradient_checkpointing=True \
+    actor_rollout_ref.actor.fsdp_config.param_offload=False \
+    actor_rollout_ref.actor.fsdp_config.optimizer_offload=False \
+    actor_rollout_ref.rollout.log_prob_micro_batch_size_per_gpu=4 \
+    actor_rollout_ref.rollout.tensor_model_parallel_size=1 \
+    actor_rollout_ref.rollout.name=sglang  \
+    actor_rollout_ref.rollout.gpu_memory_utilization=0.3 \
+    algorithm.use_kl_in_reward=False \
+    trainer.critic_warmup=0 \
+    trainer.logger='["console","wandb"]' \
+    trainer.project_name='sppo-sglang' \
+    trainer.val_before_train=True \
+    trainer.experiment_name='Qwen2-7B-Instruct_hybrid_rm' \
+    trainer.n_gpus_per_node=4 \
+    trainer.nnodes=1 \
+    trainer.save_freq=-1 \
+    trainer.test_freq=1 \
+    trainer.total_epochs=1000 $@
+    # Note that we set lr_warmup_steps = 15 in config/sppo_trainer.yaml
+    # The experiment will converge to 0.656 on MATH dataset after 20 epochs
\ No newline at end of file
diff --git a/verl/recipe/sppo/sppo_ray_trainer.py b/verl/recipe/sppo/sppo_ray_trainer.py
new file mode 100644
index 0000000000000000000000000000000000000000..e075beec8c3e5d1a3d34e9aabc2993797778bf26
--- /dev/null
+++ b/verl/recipe/sppo/sppo_ray_trainer.py
@@ -0,0 +1,348 @@
+# Copyright 2024 Bytedance Ltd. and/or its affiliates
+# Copyright 2023-2024 SGLang Team
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+"""
+FSDP PPO Trainer with Ray-based single controller.
+This trainer supports model-agonistic model initialization with huggingface
+"""
+
+import uuid
+from copy import deepcopy
+from pprint import pprint
+from typing import Optional
+
+import numpy as np
+import ray
+import torch
+from torch.utils.data import Dataset, Sampler
+from tqdm import tqdm
+
+from verl import DataProto
+from verl.single_controller.ray import RayWorkerGroup
+from verl.trainer.ppo import core_algos
+from verl.trainer.ppo.core_algos import agg_loss
+from verl.trainer.ppo.metric_utils import reduce_metrics
+from verl.trainer.ppo.ray_trainer import (
+    AdvantageEstimator,
+    RayPPOTrainer,
+    ResourcePoolManager,
+    apply_kl_penalty,
+    compute_response_mask,
+)
+from verl.trainer.ppo.reward import compute_reward, compute_reward_async
+from verl.trainer.ppo.utils import Role, WorkerType, need_reference_policy, need_reward_model
+from verl.utils.profiler.performance import simple_timer
+from verl.utils.tracking import ValidationGenerationsLogger
+
+
+def softmean(x: torch.Tensor, beta: float, dim: int = -1, keepdim: bool = False) -> torch.Tensor:
+    """
+    Compute SoftMean_β(x) = (1/β) * log( (1/n) * Σ exp(β * x_i) )
+    Falls back to arithmetic mean when β=0.
+    """
+    if beta == 0.0:
+        return x.mean(dim=dim, keepdim=keepdim)
+
+    # cast beta to tensor on same device/dtype
+    beta_t = x.new_tensor(beta)
+    # numerically-stable logsumexp(β x)
+    lse = torch.logsumexp(x * beta_t, dim=dim, keepdim=keepdim)
+    n = x.size(dim)
+    log_n = x.new_tensor(n).log()
+
+    return (lse - log_n) / beta_t
+
+
+def compute_advantage(data: DataProto, beta=1.0):
+    rewards = data.batch["token_level_rewards"].sum(axis=-1)  # (bs, )
+    s_mean = softmean(rewards, beta, keepdim=True)  # (bs, )
+    rewards = rewards - s_mean  # (bs, )
+    data.batch["seq_level_rewards"] = rewards  # (bs, )
+    return data
+
+
+class RaySPPOTrainer(RayPPOTrainer):
+    """
+    Note that this trainer runs on the driver process on a single CPU/GPU node.
+    """
+
+    # TODO: support each role have individual ray_worker_group_cls,
+    # i.e., support different backend of different role
+    def __init__(
+        self,
+        config,
+        tokenizer,
+        role_worker_mapping: dict[Role, WorkerType],
+        resource_pool_manager: ResourcePoolManager,
+        ray_worker_group_cls: RayWorkerGroup = RayWorkerGroup,
+        processor=None,
+        reward_fn=None,
+        val_reward_fn=None,
+        train_dataset: Optional[Dataset] = None,
+        val_dataset: Optional[Dataset] = None,
+        collate_fn=None,
+        train_sampler: Optional[Sampler] = None,
+        device_name=None,
+    ):
+        self.tokenizer = tokenizer
+        self.processor = processor
+        self.config = config
+        self.reward_fn = reward_fn
+        self.val_reward_fn = val_reward_fn
+
+        self.hybrid_engine = config.actor_rollout_ref.hybrid_engine
+        assert self.hybrid_engine, "Currently, only support hybrid engine"
+
+        if self.hybrid_engine:
+            assert Role.ActorRollout in role_worker_mapping, f"{role_worker_mapping.keys()=}"
+
+        self.role_worker_mapping = role_worker_mapping
+        self.resource_pool_manager = resource_pool_manager
+        self.use_reference_policy = need_reference_policy(role_worker_mapping)
+        self.use_rm = need_reward_model(role_worker_mapping)
+        self.use_critic = False
+        self.ray_worker_group_cls = ray_worker_group_cls
+        self.validation_generations_logger = ValidationGenerationsLogger()
+        self.device_name = device_name if device_name else self.config.trainer.device
+
+        # define in-reward KL control
+        # kl loss control currently not supported
+        if config.algorithm.use_kl_in_reward:
+            self.kl_ctrl_in_reward = core_algos.get_kl_controller(config.algorithm.kl_ctrl)
+
+        self._create_dataloader(train_dataset, val_dataset, collate_fn, train_sampler)
+
+    def fit(self):
+        """
+        The training loop of PPO.
+        The driver process only need to call the compute functions of the
+        worker group through RPC to construct the PPO dataflow.
+        The light-weight advantage computation is done on the driver process.
+        """
+        from omegaconf import OmegaConf
+
+        from verl.utils.tracking import Tracking
+
+        logger = Tracking(
+            project_name=self.config.trainer.project_name,
+            experiment_name=self.config.trainer.experiment_name,
+            default_backend=self.config.trainer.logger,
+            config=OmegaConf.to_container(self.config, resolve=True),
+        )
+
+        self.global_steps = 0
+
+        # load checkpoint before doing anything
+        self._load_checkpoint()
+
+        # perform validation before training
+        # currently, we only support validation using the reward_function.
+        if self.val_reward_fn is not None and self.config.trainer.get("val_before_train", True):
+            val_metrics = self._validate()
+            pprint(f"Initial validation metrics: {val_metrics}")
+            logger.log(data=val_metrics, step=self.global_steps)
+            if self.config.trainer.get("val_only", False):
+                return
+
+        # add tqdm
+        progress_bar = tqdm(total=self.total_training_steps, initial=self.global_steps, desc="Training Progress")
+
+        # we start from step 1
+        self.global_steps += 1
+        last_val_metrics = None
+
+        for epoch in range(self.config.trainer.total_epochs):
+            for batch_dict in self.train_dataloader:
+                metrics = {}
+                timing_raw = {}
+                batch: DataProto = DataProto.from_single_dict(batch_dict)
+
+                # pop those keys for generation
+                batch_keys_to_pop = ["input_ids", "attention_mask", "position_ids"]
+                non_tensor_batch_keys_to_pop = ["raw_prompt_ids"]
+                if "multi_modal_data" in batch.non_tensor_batch:
+                    non_tensor_batch_keys_to_pop.append("multi_modal_data")
+                if "raw_prompt" in batch.non_tensor_batch:
+                    non_tensor_batch_keys_to_pop.append("raw_prompt")
+                if "tools_kwargs" in batch.non_tensor_batch:
+                    non_tensor_batch_keys_to_pop.append("tools_kwargs")
+                gen_batch = batch.pop(
+                    batch_keys=batch_keys_to_pop,
+                    non_tensor_batch_keys=non_tensor_batch_keys_to_pop,
+                )
+                gen_batch = gen_batch.repeat(repeat_times=self.config.actor_rollout_ref.rollout.n, interleave=True)
+
+                is_last_step = self.global_steps >= self.total_training_steps
+
+                with simple_timer("step", timing_raw):
+                    # generate a batch
+                    with simple_timer("gen", timing_raw):
+                        if not self.async_rollout_mode:
+                            gen_batch_output = self.actor_rollout_wg.generate_sequences(gen_batch)
+                        else:
+                            gen_batch_output = self.async_rollout_manager.generate_sequences(gen_batch)
+                        timing_raw.update(gen_batch_output.meta_info["timing"])
+                        gen_batch_output.meta_info.pop("timing", None)
+
+                    if self.config.algorithm.adv_estimator == AdvantageEstimator.REMAX:
+                        with simple_timer("gen_max", timing_raw):
+                            gen_baseline_batch = deepcopy(gen_batch)
+                            gen_baseline_batch.meta_info["do_sample"] = False
+                            gen_baseline_output = self.actor_rollout_wg.generate_sequences(gen_baseline_batch)
+
+                            batch = batch.union(gen_baseline_output)
+                            reward_baseline_tensor = self.reward_fn(batch)
+                            reward_baseline_tensor = reward_baseline_tensor.sum(dim=-1)
+
+                            batch.pop(batch_keys=list(gen_baseline_output.batch.keys()))
+
+                            batch.batch["reward_baselines"] = reward_baseline_tensor
+
+                            del gen_baseline_batch, gen_baseline_output
+
+                    batch.non_tensor_batch["uid"] = np.array(
+                        [str(uuid.uuid4()) for _ in range(len(batch.batch))], dtype=object
+                    )
+                    # repeat to align with repeated responses in rollout
+                    batch = batch.repeat(repeat_times=self.config.actor_rollout_ref.rollout.n, interleave=True)
+                    batch = batch.union(gen_batch_output)
+
+                    batch.batch["response_mask"] = compute_response_mask(batch)
+                    # Balance the number of valid tokens across DP ranks.
+                    # NOTE: This usually changes the order of data in the `batch`,
+                    # which won't affect the advantage calculation (since it's based on uid),
+                    # but might affect the loss calculation (due to the change of mini-batching).
+                    # TODO: Decouple the DP balancing and mini-batching.
+                    if self.config.trainer.balance_batch:
+                        self._balance_batch(batch, metrics=metrics)
+
+                    # compute global_valid tokens
+                    batch.meta_info["global_token_num"] = torch.sum(batch.batch["attention_mask"], dim=-1).tolist()
+
+                with simple_timer("reward", timing_raw):
+                    # compute reward model score
+                    if self.use_rm:
+                        reward_tensor = self.rm_wg.compute_rm_score(batch)
+                        batch = batch.union(reward_tensor)
+
+                    if self.config.reward_model.launch_reward_fn_async:
+                        future_reward = compute_reward_async.remote(batch, self.config, self.tokenizer)
+                    else:
+                        reward_tensor, reward_extra_infos_dict = compute_reward(batch, self.reward_fn)
+
+                # recompute old_log_probs
+                with simple_timer("old_log_prob", timing_raw):
+                    old_log_prob = self.actor_rollout_wg.compute_log_prob(batch)
+                    entropys = old_log_prob.batch["entropys"]
+                    response_masks = batch.batch["response_mask"]
+                    loss_agg_mode = self.config.actor_rollout_ref.actor.loss_agg_mode
+                    entropy_agg = agg_loss(loss_mat=entropys, loss_mask=response_masks, loss_agg_mode=loss_agg_mode)
+                    old_log_prob_metrics = {"actor/entropy": entropy_agg.detach().item()}
+                    metrics.update(old_log_prob_metrics)
+                    old_log_prob.batch.pop("entropys")
+                    batch = batch.union(old_log_prob)
+
+                if self.use_reference_policy:
+                    # compute reference log_prob
+                    with simple_timer("ref", timing_raw):
+                        ref_log_prob = self.ref_policy_wg.compute_ref_log_prob(batch)
+                        batch = batch.union(ref_log_prob)
+
+                # compute values
+                if self.use_critic:
+                    with simple_timer("values", timing_raw):
+                        values = self.critic_wg.compute_values(batch)
+                        batch = batch.union(values)
+
+                with simple_timer("adv", timing_raw):
+                    # we combine with rule-based rm
+                    reward_extra_infos_dict: dict[str, list]
+                    if self.config.reward_model.launch_reward_fn_async:
+                        reward_tensor, reward_extra_infos_dict = ray.get(future_reward)
+                    batch.batch["token_level_scores"] = reward_tensor
+
+                    if reward_extra_infos_dict:
+                        batch.non_tensor_batch.update({k: np.array(v) for k, v in reward_extra_infos_dict.items()})
+
+                    # compute rewards. apply_kl_penalty if available
+                    if self.config.algorithm.use_kl_in_reward:
+                        batch, kl_metrics = apply_kl_penalty(
+                            batch, kl_ctrl=self.kl_ctrl_in_reward, kl_penalty=self.config.algorithm.kl_penalty
+                        )
+                        metrics.update(kl_metrics)
+                    else:
+                        batch.batch["token_level_rewards"] = batch.batch["token_level_scores"]
+                        batch.batch["seq_level_rewards"] = batch.batch["token_level_scores"]
+
+                    beta = self.config.algorithm.sppo_eta
+                    batch = compute_advantage(batch, beta=beta)
+
+                # update critic
+                if self.use_critic:
+                    with simple_timer("update_critic", timing_raw):
+                        critic_output = self.critic_wg.update_critic(batch)
+                    critic_output_metrics = reduce_metrics(critic_output.meta_info["metrics"])
+                    metrics.update(critic_output_metrics)
+
+                # implement critic warmup
+                if self.config.trainer.critic_warmup <= self.global_steps:
+                    # update actor
+                    with simple_timer("update_actor", timing_raw):
+                        batch.meta_info["multi_turn"] = self.config.actor_rollout_ref.rollout.multi_turn.enable
+                        actor_output = self.actor_rollout_wg.update_actor(batch)
+                    actor_output_metrics = reduce_metrics(actor_output.meta_info["metrics"])
+                    metrics.update(actor_output_metrics)
+
+                # Log rollout generations if enabled
+                rollout_data_dir = self.config.trainer.get("rollout_data_dir", None)
+                if rollout_data_dir:
+                    self._log_rollout_data(batch, reward_extra_infos_dict, timing_raw, rollout_data_dir)
+
+                # validate
+                if (
+                    self.val_reward_fn is not None
+                    and self.config.trainer.test_freq > 0
+                    and (is_last_step or self.global_steps % self.config.trainer.test_freq == 0)
+                ):
+                    with simple_timer("testing", timing_raw):
+                        val_metrics: dict = self._validate()
+                        if is_last_step:
+                            last_val_metrics = val_metrics
+                    metrics.update(val_metrics)
+
+                if self.config.trainer.save_freq > 0 and (
+                    is_last_step or self.global_steps % self.config.trainer.save_freq == 0
+                ):
+                    with simple_timer("save_checkpoint", timing_raw):
+                        self._save_checkpoint()
+
+            # training metrics
+            metrics.update(
+                {
+                    "training/global_step": self.global_steps,
+                    "training/epoch": epoch,
+                }
+            )
+
+            # TODO: make a canonical logger that supports various backend
+            logger.log(data=metrics, step=self.global_steps)
+
+            if is_last_step:
+                pprint(f"Final validation metrics: {last_val_metrics}")
+                progress_bar.close()
+                return
+
+            progress_bar.update(1)
+            self.global_steps += 1
diff --git a/verl/recipe/sppo/sppo_worker.py b/verl/recipe/sppo/sppo_worker.py
new file mode 100644
index 0000000000000000000000000000000000000000..3353159b1820055e17b3605820fea6006054fc96
--- /dev/null
+++ b/verl/recipe/sppo/sppo_worker.py
@@ -0,0 +1,122 @@
+# Copyright 2024 Bytedance Ltd. and/or its affiliates
+# Copyright 2023-2024 SGLang Team
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import logging
+import os
+
+from omegaconf import OmegaConf, open_dict
+
+from verl.single_controller.base.decorator import Dispatch, register
+from verl.utils.checkpoint.fsdp_checkpoint_manager import FSDPCheckpointManager
+from verl.utils.flops_counter import FlopsCounter
+from verl.utils.fsdp_utils import offload_fsdp_model_to_cpu, offload_fsdp_optimizer
+from verl.utils.import_utils import import_external_libs
+from verl.utils.profiler import log_gpu_memory_usage
+from verl.workers.fsdp_workers import ActorRolloutRefWorker
+
+logger = logging.getLogger(__file__)
+logger.setLevel(os.getenv("VERL_PPO_LOGGING_LEVEL", "WARN"))
+
+
+class SPPOActorRolloutRefWorker(ActorRolloutRefWorker):
+    """
+    This worker can be instantiated as a standalone actor or a standalone rollout or a standalone reference policy
+    or a hybrid engine based on the config.rollout
+    """
+
+    @register(dispatch_mode=Dispatch.ONE_TO_ALL)
+    def init_model(self):
+        from .dp_actor import DataParallelSPPOActor
+
+        # This is used to import external_lib into the huggingface systems
+        import_external_libs(self.config.model.get("external_lib", None))
+
+        override_model_config = OmegaConf.to_container(OmegaConf.create(self.config.model.get("override_config", {})))
+        use_remove_padding = self.config.model.get("use_remove_padding", False)
+        use_fused_kernels = self.config.model.get("use_fused_kernels", False)
+
+        if self._is_actor or self._is_rollout:
+            # we need the model for actor and rollout
+            if self._is_actor:
+                optim_config = self.config.actor.optim
+                fsdp_config = self.config.actor.fsdp_config
+            else:
+                optim_config = None
+                fsdp_config = OmegaConf.create()
+            self.actor_module_fsdp, self.actor_optimizer, self.actor_lr_scheduler, self.actor_model_config = (
+                self._build_model_optimizer(
+                    model_path=self.config.model.path,
+                    fsdp_config=fsdp_config,
+                    optim_config=optim_config,
+                    override_model_config=override_model_config,
+                    use_remove_padding=use_remove_padding,
+                    use_fused_kernels=use_fused_kernels,
+                    enable_gradient_checkpointing=self.config.model.get("enable_gradient_checkpointing", False),
+                    trust_remote_code=self.config.model.get("trust_remote_code", False),
+                    use_liger=self.config.model.get("use_liger", False),
+                    role="actor",
+                )
+            )
+
+            # get the original unwrapped module
+            self.actor_module = self.actor_module_fsdp._fsdp_wrapped_module
+
+            if self._is_offload_param:
+                offload_fsdp_model_to_cpu(self.actor_module_fsdp)
+                log_gpu_memory_usage("After offload actor model during init", logger=logger)
+
+            if self._is_offload_optimizer:
+                offload_fsdp_optimizer(optimizer=self.actor_optimizer)
+                log_gpu_memory_usage("After offload actor optimizer during init", logger=logger)
+        # load from checkpoint
+        if self._is_actor:
+            OmegaConf.set_struct(self.config.actor, True)
+            with open_dict(self.config.actor):
+                self.config.actor.use_remove_padding = use_remove_padding
+                self.config.actor.use_fused_kernels = use_fused_kernels
+            self.actor = DataParallelSPPOActor(
+                config=self.config.actor, actor_module=self.actor_module_fsdp, actor_optimizer=self.actor_optimizer
+            )
+
+        if self._is_rollout:
+            self._build_rollout(trust_remote_code=self.config.model.get("trust_remote_code", False))
+
+        if self._is_ref:
+            self.ref_module_fsdp = self._build_model_optimizer(
+                model_path=self.config.model.path,
+                fsdp_config=self.config.ref.fsdp_config,
+                optim_config=None,
+                override_model_config=override_model_config,
+                use_remove_padding=use_remove_padding,
+                use_fused_kernels=use_fused_kernels,
+                trust_remote_code=self.config.model.get("trust_remote_code", False),
+                use_liger=self.config.model.get("use_liger", False),
+                role="ref",
+            )[0]
+            OmegaConf.set_struct(self.config.ref, True)
+            with open_dict(self.config.ref):
+                self.config.ref.use_remove_padding = use_remove_padding
+                self.config.ref.use_fused_kernels = use_fused_kernels
+            self.ref_policy = DataParallelSPPOActor(config=self.config.ref, actor_module=self.ref_module_fsdp)
+
+        if self._is_actor:
+            self.flops_counter = FlopsCounter(self.actor_model_config)
+            self.checkpoint_manager = FSDPCheckpointManager(
+                model=self.actor_module_fsdp,
+                optimizer=self.actor.actor_optimizer,
+                lr_scheduler=self.actor_lr_scheduler,
+                processing_class=self.processor if self.processor is not None else self.tokenizer,
+                checkpoint_config=self.config.actor.checkpoint,
+            )
diff --git a/verl/requirements-cuda.txt b/verl/requirements-cuda.txt
new file mode 100644
index 0000000000000000000000000000000000000000..7bfe8efeb555b9f509c7584045461076993424ce
--- /dev/null
+++ b/verl/requirements-cuda.txt
@@ -0,0 +1 @@
+flash-attn
\ No newline at end of file
diff --git a/verl/requirements-npu.txt b/verl/requirements-npu.txt
new file mode 100644
index 0000000000000000000000000000000000000000..ae9ed11615696ffe3302a0b958ccab40d02e1de2
--- /dev/null
+++ b/verl/requirements-npu.txt
@@ -0,0 +1,21 @@
+# requirements.txt records the full set of dependencies for development
+accelerate
+codetiming
+datasets
+dill
+hydra-core
+numpy<2.0.0
+pandas
+peft>=0.15.2
+pyarrow>=15.0.0
+pybind11
+pylatexenc
+tensordict>=0.8.0,<=0.10.0,!=0.9.0
+transformers==4.52.4
+ray==2.46.0
+wandb
+mathruler
+torchdata
+einops
+qwen_vl_utils
+torchvision==0.20.1
diff --git a/verl/requirements.txt b/verl/requirements.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9d4f236ea5d654408a5ab94c25e9b9a6c7621d3f
--- /dev/null
+++ b/verl/requirements.txt
@@ -0,0 +1,26 @@
+# requirements.txt records the full set of dependencies for development
+accelerate
+codetiming
+datasets
+dill
+hydra-core
+liger-kernel
+numpy<2.0.0
+pandas
+peft
+pyarrow>=19.0.0
+pybind11
+pylatexenc
+pre-commit
+ray[default]
+tensordict>=0.8.0,<=0.10.0,!=0.9.0
+torchdata
+transformers
+# vllm==0.8.4
+wandb
+packaging>=20.0
+uvicorn
+fastapi
+latex2sympy2_extended
+math_verify
+tensorboard
\ No newline at end of file
diff --git a/verl/requirements_sglang.txt b/verl/requirements_sglang.txt
new file mode 100644
index 0000000000000000000000000000000000000000..113bca0d3e7ee9b976a854b48d271b3d27a88e81
--- /dev/null
+++ b/verl/requirements_sglang.txt
@@ -0,0 +1,21 @@
+# requirements.txt records the full set of dependencies for development
+accelerate
+codetiming
+datasets
+dill
+flash-attn
+hydra-core
+numpy<2.0.0
+pandas
+peft
+pyarrow>=19.0.0
+pybind11
+pylatexenc
+ray[default]>=2.10
+tensordict>=0.8.0,<=0.10.0,!=0.9.0
+torchdata
+torchvision
+transformers
+wandb
+sglang[all]==0.5.2
+huggingface_hub
diff --git a/verl/scripts/converter_hf_to_mcore.py b/verl/scripts/converter_hf_to_mcore.py
new file mode 100644
index 0000000000000000000000000000000000000000..b14eb932584b7dd175771b3458d3e74144046836
--- /dev/null
+++ b/verl/scripts/converter_hf_to_mcore.py
@@ -0,0 +1,562 @@
+# Copyright 2025 Bytedance Ltd. and/or its affiliates
+# Copyright (c) 2025, NVIDIA CORPORATION. All rights reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import argparse
+import os
+import warnings
+from contextlib import contextmanager
+from importlib.metadata import version
+from typing import Any, Callable, ContextManager, Optional
+
+import numpy as np
+import torch
+import torch.distributed as dist
+
+try:
+    # NPU patch
+    import mindspeed.megatron_adaptor  # noqa: F401
+except ImportError:
+    pass
+
+from accelerate import init_empty_weights
+from megatron.core import dist_checkpointing
+from megatron.core import parallel_state as mpu
+from megatron.core.dist_checkpointing.mapping import ShardedTensor
+from megatron.core.dist_checkpointing.serialization import StrictHandling
+from megatron.core.models.gpt.gpt_model import ModelType
+from megatron.core.tensor_parallel.random import model_parallel_cuda_manual_seed
+from packaging.version import Version
+from transformers import AutoConfig
+
+from verl.model_merger.megatron_model_merger import get_dynamic_pipeline_shards
+from verl.models.mcore import hf_to_mcore_config
+from verl.utils.device import get_device_name, get_torch_device
+from verl.utils.megatron_utils import get_model
+
+
+def _init_args():
+    """
+    Examples:
+
+    1. single rank conversion for any model:
+        > python converter_hf_to_mcore.py --hf_model_path %{hf_model} --output_path ${output_path}
+    2. distributed conversion for DeepseekV3 671B:
+        > torchrun --nproc_per_node 1 --nnodes 4 --node_rank ${RANK} converter_hf_to_mcore.py \
+          --hf_model_path %{hf_model} --output_path ${output_path}
+    """
+    parser = argparse.ArgumentParser()
+    parser.add_argument("--hf_model_path", type=str, required=True, help="The path for the huggingface model")
+    parser.add_argument("--output_path", type=str, required=True, help="The path for the output mcore model")
+    parser.add_argument("--use_cpu_initialization", action="store_true", help="Whether to use cpu initialization")
+    parser.add_argument("--test", action="store_true", help="Whether to test the conversion")
+    parser.add_argument("--trust_remote_code", action="store_true", help="Whether to trust remote code")
+    args = parser.parse_args()
+    return args
+
+
+def test_conversion(megatron_model_provider, tfconfig, output_path, model):
+    ########### test ###########
+    # load model
+    model_test = get_model(
+        model_provider_func=megatron_model_provider,
+        model_type=ModelType.encoder_or_decoder,
+        wrap_with_ddp=True,
+        transformer_config=tfconfig,
+    )
+    ref_state_dict = model_test[0].module.sharded_state_dict()
+    dist_checkpointing.load(ref_state_dict, output_path, strict=StrictHandling.ASSUME_OK_UNEXPECTED)
+
+    dut_state_dict = model[0].module.state_dict()
+    for name in dut_state_dict.keys():
+        if dut_state_dict[name] is None:
+            print(f"[Warning] {name} is none in dut_state_dict")
+            continue
+        dut_data = dut_state_dict[name].data
+        if name in ref_state_dict:
+            ref_data = ref_state_dict[name]
+            if isinstance(ref_data, ShardedTensor):
+                ref_data = ref_data.data.view(ref_data.local_shape)
+            else:
+                ref_data = ref_data.data
+            assert dut_data.shape == ref_data.shape, f"{name=} {dut_data.shape=} {ref_data.shape=}"
+            assert (dut_data == ref_data).all(), f"{name} is not equal"
+            print(f"{name} is equal")
+        else:
+            print(f"[Warning] {name} is not in ref_state_dict")
+    for name in ref_state_dict.keys():
+        if ref_state_dict[name] is None:
+            print(f"[Warning] {name} is none in ref_state_dict")
+            continue
+        ref_data = ref_state_dict[name]
+        if isinstance(ref_data, ShardedTensor):
+            ref_data = ref_data.data.view(ref_data.local_shape)
+        else:
+            ref_data = ref_data.data
+        if name in dut_state_dict:
+            dut_data = dut_state_dict[name].data
+            assert dut_data.shape == ref_data.shape, f"{name=} {dut_data.shape=} {ref_data.shape=}"
+            assert (dut_data == ref_data).all(), f"{name} is not equal"
+            print(f"{name} is equal")
+        else:
+            print(f"[Warning] {name} is not in dut_state_dict")
+    print("Conversion test passed!")
+
+
+@torch.inference_mode()
+def convert_checkpoint_from_transformers_to_megatron(
+    hf_model, model, hf_config, layer_start_end: Optional[tuple[int, int]] = None
+):
+    if layer_start_end is None:
+        layer_start_end = (0, len(model.decoder.layers))
+    layer_start, layer_end = layer_start_end
+    pp_rank = mpu.get_pipeline_model_parallel_rank()
+    pp_size = mpu.get_pipeline_model_parallel_world_size()
+    numel = 0
+
+    num_attention_heads = hf_config.num_attention_heads
+    num_key_value_heads = hf_config.num_key_value_heads
+    hidden_dim = hf_config.hidden_size
+    head_dim = getattr(hf_config, "head_dim", hidden_dim // num_attention_heads)
+    if num_attention_heads != num_key_value_heads:
+        print("[WARNING] Converting GQA model")
+    has_qkv_bias = getattr(hf_config, "qkv_bias", False) or getattr(hf_config, "attention_bias", False)
+    has_share_expert = getattr(hf_config, "shared_expert_intermediate_size", None)
+    if pp_rank == 0:
+        numel += safe_copy(hf_model.model.embed_tokens.weight, model.embedding.word_embeddings.weight)
+
+    assert len(model.decoder.layers) == (layer_end - layer_start), (
+        f"Expected {len(model.decoder.layers)} layers, but got {layer_end - layer_start}"
+    )
+    for layer_idx, (layer, hf_layer) in enumerate(
+        zip(model.decoder.layers, hf_model.model.layers[layer_start:layer_end], strict=True)
+    ):
+        global_layer_idx = layer_idx + layer_start
+        numel_cur = numel
+        numel += safe_copy(hf_layer.input_layernorm.weight, layer.self_attention.linear_qkv.layer_norm_weight)
+
+        q = hf_layer.self_attn.q_proj.weight.view(
+            [num_key_value_heads, head_dim * num_attention_heads // num_key_value_heads, -1]
+        )
+        k = hf_layer.self_attn.k_proj.weight.view([num_key_value_heads, head_dim, -1])
+        v = hf_layer.self_attn.v_proj.weight.view([num_key_value_heads, head_dim, -1])
+        qkv = torch.cat([q, k, v], dim=1).view(-1, hidden_dim).contiguous()
+        numel += safe_copy(qkv, layer.self_attention.linear_qkv.weight)
+
+        if has_qkv_bias:
+            q_bias = hf_layer.self_attn.q_proj.bias.view([num_key_value_heads, -1])
+            k_bias = hf_layer.self_attn.k_proj.bias.view([num_key_value_heads, -1])
+            v_bias = hf_layer.self_attn.v_proj.bias.view([num_key_value_heads, -1])
+            qkv_bias = torch.cat([q_bias, k_bias, v_bias], dim=1).view(-1).contiguous()
+            numel += safe_copy(qkv_bias, layer.self_attention.linear_qkv.bias)
+
+        if hasattr(hf_layer.self_attn, "q_norm"):
+            numel += safe_copy(hf_layer.self_attn.q_norm.weight.data, layer.self_attention.q_layernorm.weight)
+            numel += safe_copy(hf_layer.self_attn.k_norm.weight.data, layer.self_attention.k_layernorm.weight)
+
+        numel += safe_copy(hf_layer.self_attn.o_proj.weight, layer.self_attention.linear_proj.weight)
+        numel += safe_copy(hf_layer.post_attention_layernorm.weight, layer.pre_mlp_layernorm.weight)
+
+        numel += safe_copy(hf_layer.mlp.gate.weight, layer.mlp.router.weight)
+
+        for idx, hf_expert in enumerate(hf_layer.mlp.experts):
+            fc1_weight = torch.cat([hf_expert.gate_proj.weight, hf_expert.up_proj.weight])
+            numel += safe_copy(fc1_weight, layer.mlp.experts.linear_fc1._parameters[f"weight{idx}"])
+            numel += safe_copy(hf_expert.down_proj.weight, layer.mlp.experts.linear_fc2._parameters[f"weight{idx}"])
+
+        if has_share_expert:
+            numel += safe_copy(hf_layer.mlp.shared_expert_gate.weight, layer.mlp.shared_experts.gate_weight)
+            shared_fc1_weight = torch.cat(
+                [hf_layer.mlp.shared_expert.gate_proj.weight, hf_layer.mlp.shared_expert.up_proj.weight]
+            )
+            numel += safe_copy(shared_fc1_weight, layer.mlp.shared_experts.linear_fc1.weight)
+            numel += safe_copy(hf_layer.mlp.shared_expert.down_proj.weight, layer.mlp.shared_experts.linear_fc2.weight)
+        print(f"{pp_rank=} {global_layer_idx=} {layer_idx=} {numel=} numel this layer={numel - numel_cur}")
+
+    if pp_rank == pp_size - 1:
+        numel += safe_copy(hf_model.model.norm.weight, model.decoder.final_layernorm.weight)
+        numel += safe_copy(hf_model.lm_head.weight, model.output_layer.weight)
+    return numel
+
+
+def safe_copy(
+    src_tensor: torch.Tensor,
+    dst_tensor: torch.Tensor,
+    skip_dtype_assert: bool = False,
+):
+    if not skip_dtype_assert:
+        if src_tensor.dtype != dst_tensor.dtype:
+            raise ValueError(f"Get source dtype {src_tensor.dtype}, but target dtype {dst_tensor.dtype}")
+    assert src_tensor.shape == dst_tensor.shape
+    dst_tensor.data.copy_(src_tensor.data)
+    return src_tensor.numel()
+
+
+@torch.inference_mode()
+def convert_checkpoint_from_transformers_to_megatron_qwen2_5_vl(hfmodel, mgmodel, hf_config):
+    mgmodel = mgmodel.bfloat16()
+    hfmodel = hfmodel.bfloat16()
+    num_attention_heads = hf_config.num_attention_heads
+    num_query_groups = hf_config.num_key_value_heads
+    hidden_size = hf_config.hidden_size
+    head_dim = hidden_size // num_attention_heads
+
+    # 1. vision model
+    if Version(version("transformers")) < Version("4.52.0"):
+        print("Using transformers < 4.52 API to load vision model")
+        hfvision = hfmodel.visual
+    else:
+        hfvision = hfmodel.model.visual
+    mgvision = mgmodel.vision_model
+    vision_hidden_size = mgvision.config.hidden_size
+    vision_num_query_groups = mgvision.config.num_query_groups
+    vision_head_dim = vision_hidden_size // mgvision.config.num_attention_heads
+    copied_numel = 0
+    safe_copy(hfvision.rotary_pos_emb.inv_freq, mgvision.rotary_pos_emb.inv_freq)
+    copied_numel += safe_copy(hfvision.patch_embed.proj.weight, mgvision.patch_embed.proj.weight)
+    for hfblock, mgblock in zip(hfvision.blocks, mgvision.decoder.layers, strict=True):
+        # norm1 --> linear_qkv.norm
+        copied_numel += safe_copy(hfblock.norm1.weight, mgblock.self_attention.linear_qkv.layer_norm_weight)
+        # norm2 --> mlp.linear_fc1.norm
+        copied_numel += safe_copy(hfblock.norm2.weight, mgblock.mlp.linear_fc1.layer_norm_weight)
+        # qkv --> self_attention.linear_qkv
+        converted_weight = (
+            hfblock.attn.qkv.weight.view(3, vision_num_query_groups, -1, vision_head_dim, vision_hidden_size)
+            .transpose(0, 1)
+            .flatten(1, 2)
+            .reshape(-1, vision_hidden_size)
+            .contiguous()
+        )
+        copied_numel += safe_copy(converted_weight, mgblock.self_attention.linear_qkv.weight)
+        converted_bias = (
+            hfblock.attn.qkv.bias.view(3, vision_num_query_groups, -1)
+            .transpose(0, 1)
+            .flatten(1, 2)
+            .view(-1)
+            .contiguous()
+        )
+        copied_numel += safe_copy(converted_bias, mgblock.self_attention.linear_qkv.bias)
+        # proj --> self_attention.linear_proj
+        copied_numel += safe_copy(hfblock.attn.proj.weight, mgblock.self_attention.linear_proj.weight)
+        copied_numel += safe_copy(hfblock.attn.proj.bias, mgblock.self_attention.linear_proj.bias)
+        # mlp --> mlp: gate
+        fc1_weight = torch.cat([hfblock.mlp.gate_proj.weight, hfblock.mlp.up_proj.weight])
+        fc1_bias = torch.cat([hfblock.mlp.gate_proj.bias, hfblock.mlp.up_proj.bias])
+        copied_numel += safe_copy(fc1_weight, mgblock.mlp.linear_fc1.weight)
+        copied_numel += safe_copy(fc1_bias, mgblock.mlp.linear_fc1.bias)
+        copied_numel += safe_copy(hfblock.mlp.down_proj.weight, mgblock.mlp.linear_fc2.weight)
+        copied_numel += safe_copy(hfblock.mlp.down_proj.bias, mgblock.mlp.linear_fc2.bias)
+
+    # 2. vision projector
+    hfprojector = hfvision.merger
+    mgprojector = mgvision.projection
+    copied_numel += safe_copy(hfprojector.ln_q.weight, mgvision.decoder.final_layernorm.weight)
+
+    copied_numel += safe_copy(hfprojector.mlp[0].weight, mgprojector.encoder.linear_fc1.weight)
+    copied_numel += safe_copy(hfprojector.mlp[0].bias, mgprojector.encoder.linear_fc1.bias)
+    copied_numel += safe_copy(hfprojector.mlp[2].weight, mgprojector.encoder.linear_fc2.weight)
+    copied_numel += safe_copy(hfprojector.mlp[2].bias, mgprojector.encoder.linear_fc2.bias)
+    n_params = sum([t.numel() for t in hfvision.state_dict().values()])
+    assert n_params == copied_numel, f"n_params={n_params} != copied_numel={copied_numel}"
+    # 3. llm [just Qwen2]
+    if Version(version("transformers")) < Version("4.52.0"):
+        print("Using transformers < 4.52 API to load llm")
+        hfllm = hfmodel.model
+    else:
+        hfllm = hfmodel.model.language_model
+    mgllm = mgmodel.language_model
+    copied_numel = 0
+    copied_numel += safe_copy(hfllm.embed_tokens.weight, mgllm.embedding.word_embeddings.weight)
+    layermaps = zip(mgllm.decoder.layers, hfllm.layers, strict=True)
+    for mglayer, hflayer in layermaps:
+        copied_numel += safe_copy(hflayer.input_layernorm.weight, mglayer.self_attention.linear_qkv.layer_norm_weight)
+
+        q_proj_weight = hflayer.self_attn.q_proj.weight.view(num_query_groups, -1, head_dim, hidden_size)
+        k_proj_weight = hflayer.self_attn.k_proj.weight.view(num_query_groups, -1, head_dim, hidden_size)
+        v_proj_weight = hflayer.self_attn.v_proj.weight.view(num_query_groups, -1, head_dim, hidden_size)
+        qkv_proj = torch.cat([q_proj_weight, k_proj_weight, v_proj_weight], dim=1).view(-1, hidden_size).contiguous()
+        copied_numel += safe_copy(qkv_proj, mglayer.self_attention.linear_qkv.weight)
+
+        q_proj_bias = hflayer.self_attn.q_proj.bias.view(num_query_groups, -1)
+        k_proj_bias = hflayer.self_attn.k_proj.bias.view(num_query_groups, -1)
+        v_proj_bias = hflayer.self_attn.v_proj.bias.view(num_query_groups, -1)
+        qkv_bias = torch.cat([q_proj_bias, k_proj_bias, v_proj_bias], dim=1).view(-1).contiguous()
+        copied_numel += safe_copy(qkv_bias, mglayer.self_attention.linear_qkv.bias)
+        copied_numel += safe_copy(hflayer.self_attn.o_proj.weight, mglayer.self_attention.linear_proj.weight)
+
+        fc1_weight = torch.cat([hflayer.mlp.gate_proj.weight, hflayer.mlp.up_proj.weight])
+        copied_numel += safe_copy(fc1_weight, mglayer.mlp.linear_fc1.weight)
+
+        copied_numel += safe_copy(hflayer.mlp.down_proj.weight, mglayer.mlp.linear_fc2.weight)
+        copied_numel += safe_copy(hflayer.post_attention_layernorm.weight, mglayer.mlp.linear_fc1.layer_norm_weight)
+
+    copied_numel += safe_copy(hfllm.norm.weight, mgllm.decoder.final_layernorm.weight)
+    if not hf_config.tie_word_embeddings:
+        safe_copy(hfmodel.lm_head.weight, mgllm.output_layer.weight)
+
+    n_params = sum([t.numel() for t in hfllm.state_dict().values()])
+
+    assert n_params == copied_numel, f"n_params={n_params} != copied_numel={copied_numel}"
+
+
+@torch.inference_mode()
+def convert_checkpoint_from_transformers_to_megatron_dpskv3(
+    hf_model,
+    model,
+    hf_config,
+    tfconfig,
+    layer_start_end: Optional[tuple[int, int]] = None,
+):
+    warnings.warn("MTP model is not supported yet", stacklevel=2)
+    if layer_start_end is None:
+        layer_start_end = (0, len(model.decoder.layers))
+    layer_start, layer_end = layer_start_end
+    numel: int = 0
+    pp_rank = mpu.get_pipeline_model_parallel_rank()
+    pp_size = mpu.get_pipeline_model_parallel_world_size()
+    if pp_rank == 0:
+        numel += safe_copy(hf_model.model.embed_tokens.weight, model.embedding.word_embeddings.weight)
+
+    assert len(model.decoder.layers) == (layer_end - layer_start), (
+        f"Expected {len(model.decoder.layers)} layers, but got {layer_end - layer_start}"
+    )
+    for layer_idx, (layer, hf_layer) in enumerate(
+        zip(model.decoder.layers, hf_model.model.layers[layer_start:layer_end], strict=True)
+    ):
+        global_layer_idx = layer_idx + layer_start
+        numel_cur: int = numel
+        numel += safe_copy(hf_layer.input_layernorm.weight, layer.input_layernorm.weight)
+
+        if hf_config.q_lora_rank is None:
+            numel += safe_copy(hf_layer.self_attn.q_proj.weight, layer.self_attention.linear_q_proj.weight)
+        else:
+            numel += safe_copy(hf_layer.self_attn.q_a_proj.weight, layer.self_attention.linear_q_down_proj.weight)
+            numel += safe_copy(hf_layer.self_attn.q_b_proj.weight, layer.self_attention.linear_q_up_proj.weight)
+            numel += safe_copy(
+                hf_layer.self_attn.q_a_layernorm.weight, layer.self_attention.linear_q_up_proj.layer_norm_weight
+            )
+
+        numel += safe_copy(
+            hf_layer.self_attn.kv_a_proj_with_mqa.weight, layer.self_attention.linear_kv_down_proj.weight
+        )
+        numel += safe_copy(hf_layer.self_attn.kv_b_proj.weight, layer.self_attention.linear_kv_up_proj.weight)
+        numel += safe_copy(
+            hf_layer.self_attn.kv_a_layernorm.weight, layer.self_attention.linear_kv_up_proj.layer_norm_weight
+        )
+        numel += safe_copy(hf_layer.self_attn.o_proj.weight, layer.self_attention.linear_proj.weight)
+
+        if not hasattr(layer.mlp, "router"):
+            numel += safe_copy(hf_layer.post_attention_layernorm.weight, layer.mlp.linear_fc1.layer_norm_weight)
+            numel += safe_copy(
+                torch.cat([hf_layer.mlp.gate_proj.weight, hf_layer.mlp.up_proj.weight]), layer.mlp.linear_fc1.weight
+            )
+            numel += safe_copy(hf_layer.mlp.down_proj.weight, layer.mlp.linear_fc2.weight)
+        else:
+            numel += safe_copy(hf_layer.mlp.gate.weight, layer.mlp.router.weight)
+            # NOTE: the e_score_correction_bias in mcore model will be initialized with bfloat16 and \
+            # recover to fp32 in the first forward. There is always a diff in the bias between two models (~0.3%)
+            numel += safe_copy(
+                hf_layer.mlp.gate.e_score_correction_bias, layer.mlp.router.expert_bias, skip_dtype_assert=True
+            )
+            if tfconfig.moe_grouped_gemm:
+                for i, hf_expert in enumerate(hf_layer.mlp.experts):
+                    fc1_weight = torch.cat([hf_expert.gate_proj.weight, hf_expert.up_proj.weight])
+                    linear_fc1_weighti = getattr(layer.mlp.experts.linear_fc1, "weight" + str(i))
+                    numel += safe_copy(fc1_weight, linear_fc1_weighti)
+                    linear_fc2_weighti = getattr(layer.mlp.experts.linear_fc2, "weight" + str(i))
+                    numel += safe_copy(hf_expert.down_proj.weight, linear_fc2_weighti)
+            else:
+                for i, hf_expert in enumerate(hf_layer.mlp.experts):
+                    expert = layer.mlp.experts.local_experts[i]
+                    fc1_weight = torch.cat([hf_expert.gate_proj.weight, hf_expert.up_proj.weight])
+                    numel += safe_copy(fc1_weight, expert.linear_fc1.weight)
+                    numel += safe_copy(hf_expert.down_proj.weight, expert.linear_fc2.weight)
+            numel += safe_copy(hf_layer.post_attention_layernorm.weight, layer.pre_mlp_layernorm.weight)
+            shared_fc1_weight = torch.cat(
+                [hf_layer.mlp.shared_experts.gate_proj.weight, hf_layer.mlp.shared_experts.up_proj.weight]
+            )
+            numel += safe_copy(shared_fc1_weight, layer.mlp.shared_experts.linear_fc1.weight)
+            numel += safe_copy(hf_layer.mlp.shared_experts.down_proj.weight, layer.mlp.shared_experts.linear_fc2.weight)
+        print(f"{pp_rank=} {global_layer_idx=} {layer_idx=} {numel=} numel this layer={numel - numel_cur}")
+        assert numel - numel_cur == sum([i.numel() for i in hf_layer.state_dict().values()]), "numel mismatch"
+
+    if pp_rank == pp_size - 1:
+        numel += safe_copy(hf_model.model.norm.weight, model.decoder.final_layernorm.weight)
+        if not hf_config.tie_word_embeddings:
+            numel += safe_copy(hf_model.lm_head.weight, model.output_layer.weight)
+    print(f"{pp_rank=} {numel=}")
+    return numel
+
+
+@contextmanager
+def noop_context() -> Any:
+    yield
+
+
+def support_distributed_convert(hf_config: AutoConfig) -> bool:
+    for arch in ["DeepseekV3ForCausalLM", "Qwen3MoeForCausalLM", "Qwen2MoeForCausalLM"]:
+        if arch in hf_config.architectures:
+            return True
+    return False
+
+
+def convert_hf_to_mcore(hf_model_path, output_path, use_cpu_initialization=False, test=False, trust_remote_code=False):
+    os.makedirs(output_path, exist_ok=True)
+    if len(os.listdir(output_path)) > 0 and not test:
+        print(f"Output path {output_path} is not empty, skipping conversion")
+        return
+
+    # init torch distributed and mpu
+    if "WORLD_SIZE" not in os.environ:
+        os.environ["RANK"] = "0"
+        os.environ["WORLD_SIZE"] = "1"
+        os.environ["MASTER_ADDR"] = "localhost"
+        os.environ["MASTER_PORT"] = "12355"
+
+    torch.distributed.init_process_group("nccl")
+
+    rank = dist.get_rank()
+    local_rank = os.getenv("LOCAL_RANK", 0)
+    world_size = dist.get_world_size()
+    get_torch_device().set_device(f"{get_device_name()}:{local_rank}")
+
+    mpu.initialize_model_parallel(
+        tensor_model_parallel_size=1,
+        pipeline_model_parallel_size=world_size,
+        virtual_pipeline_model_parallel_size=None,
+        context_parallel_size=1,
+        expert_model_parallel_size=1,
+    )
+    model_parallel_cuda_manual_seed(0)
+
+    # init hf config
+    hf_config = AutoConfig.from_pretrained(hf_model_path)
+    print(hf_config, flush=True)
+
+    if world_size > 1 and not support_distributed_convert(hf_config):
+        raise NotImplementedError(f"distributed conversion is not supported for {hf_config.architectures} yet.")
+
+    pipeline_shards = get_dynamic_pipeline_shards(hf_config.num_hidden_layers, world_size)
+    print(f"Pipeline shards: {pipeline_shards}", flush=True)
+
+    tfconfig = hf_to_mcore_config(
+        hf_config,
+        torch.bfloat16,
+        num_layers_in_first_pipeline_stage=pipeline_shards[0] if len(pipeline_shards) > 1 else None,
+        num_layers_in_last_pipeline_stage=pipeline_shards[-1] if len(pipeline_shards) > 2 else None,
+    )
+    tfconfig.use_cpu_initialization = use_cpu_initialization
+    tie_word_embeddings = getattr(hf_config, "tie_word_embeddings", False)
+
+    # init megatron model
+    def megatron_model_provider(pre_process, post_process):
+        from verl.models.mcore import init_mcore_model
+
+        parallel_model = init_mcore_model(
+            tfconfig,
+            hf_config,
+            pre_process,
+            post_process,
+            share_embeddings_and_output_weights=tie_word_embeddings,
+            value=False,
+        )
+        return parallel_model
+
+    context: Callable[..., ContextManager] = init_empty_weights if use_cpu_initialization else noop_context
+    with context():
+        model = get_model(
+            model_provider_func=megatron_model_provider,
+            model_type=ModelType.encoder_or_decoder,
+            wrap_with_ddp=False,
+            transformer_config=tfconfig,
+        )
+
+    if use_cpu_initialization:
+        # convert meta device to empty tensor so it can use `copy_` function
+        model[0].module = model[0].module.to_empty(device="cpu")
+
+    with warnings.catch_warnings():
+        warnings.simplefilter("ignore")
+    from transformers import AutoModelForCausalLM, AutoModelForImageTextToText
+
+    # init hf model
+    if "Qwen2_5_VLForConditionalGeneration" in hf_config.architectures:
+        hf_model = AutoModelForImageTextToText.from_pretrained(
+            hf_model_path, torch_dtype=torch.bfloat16, trust_remote_code=trust_remote_code
+        )
+    else:
+        hf_model = AutoModelForCausalLM.from_pretrained(
+            hf_model_path, torch_dtype=torch.bfloat16, trust_remote_code=trust_remote_code
+        )
+    hf_state_dict = hf_model.state_dict()
+
+    # distributed convert
+    if world_size > 1 and support_distributed_convert(hf_config):
+        pipeline_cumsum = np.cumsum(pipeline_shards)
+        layer_start = 0 if rank == 0 else pipeline_cumsum[rank - 1]
+        layer_end = pipeline_cumsum[rank]
+        if "DeepseekV3ForCausalLM" in hf_config.architectures:
+            numel_partial: int = convert_checkpoint_from_transformers_to_megatron_dpskv3(
+                hf_model, model[0].module, hf_config, tfconfig=tfconfig, layer_start_end=(layer_start, layer_end)
+            )
+        elif "Qwen3MoeForCausalLM" in hf_config.architectures or "Qwen2MoeForCausalLM" in hf_config.architectures:
+            numel_partial: int = convert_checkpoint_from_transformers_to_megatron(
+                hf_model, model[0].module, hf_config, layer_start_end=(layer_start, layer_end)
+            )
+        else:
+            raise NotImplementedError(f"Distributed conversion is not supported for {hf_config.architectures} yet.")
+
+        numel_tensor = torch.tensor([numel_partial]).to(get_device_name())
+        dist.all_reduce(numel_tensor, op=dist.ReduceOp.SUM)
+        numel = int(numel_tensor.cpu().item())
+        print(f"total numel={numel} vs {hf_model.num_parameters()=}")
+        if numel != hf_model.num_parameters():
+            warnings.warn(f"numel mismatch: {numel=} != {hf_model.num_parameters()=}", stacklevel=1)
+
+    # load hf state dict to megatron model
+    elif "Qwen2MoeForCausalLM" in hf_config.architectures:
+        convert_checkpoint_from_transformers_to_megatron(hf_model, model[0].module, hf_config)
+    elif "Qwen2_5_VLForConditionalGeneration" in hf_config.architectures:
+        convert_checkpoint_from_transformers_to_megatron_qwen2_5_vl(hf_model, model[0].module, hf_config)
+    elif "DeepseekV3ForCausalLM" in hf_config.architectures:
+        convert_checkpoint_from_transformers_to_megatron_dpskv3(hf_model, model[0].module, hf_config, tfconfig=tfconfig)
+    elif "Qwen3MoeForCausalLM" in hf_config.architectures:
+        convert_checkpoint_from_transformers_to_megatron(hf_model, model[0].module, hf_config)
+    else:
+        assert not use_cpu_initialization, "use_cpu_initialization is only supported for MoE model"
+        from verl.models.mcore.loader import load_state_dict_to_megatron_gptmodel
+
+        load_state_dict_to_megatron_gptmodel(
+            state_dict=hf_state_dict,
+            wrapped_models=model,
+            config=hf_config,
+            params_dtype=torch.bfloat16,
+            is_value_model=False,
+        )
+
+    megatron_state_dict = model[0].module.sharded_state_dict()
+    del hf_state_dict, hf_model
+
+    # save megatron model
+    if len(os.listdir(output_path)) == 0:
+        dist_checkpointing.save(megatron_state_dict, output_path, sharded_strategy=None, async_sharded_save=False)
+    if test:
+        test_conversion(megatron_model_provider, tfconfig, output_path, model)
+
+
+if __name__ == "__main__":
+    args = _init_args()
+    convert_hf_to_mcore(
+        args.hf_model_path, args.output_path, args.use_cpu_initialization, args.test, args.trust_remote_code
+    )
diff --git a/verl/scripts/diagnose.py b/verl/scripts/diagnose.py
new file mode 100644
index 0000000000000000000000000000000000000000..cb78f9e5c6297a8ba8e84262253ff385f49e0d2a
--- /dev/null
+++ b/verl/scripts/diagnose.py
@@ -0,0 +1,312 @@
+# Copyright 2024 Bytedance Ltd. and/or its affiliates
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+"""Diagnose script for checking OS/hardware/python/pip/verl/network.
+The output of this script can be a very good hint to issue/problem.
+"""
+
+import os
+import platform
+import socket
+import subprocess
+import sys
+import time
+
+import psutil
+
+try:
+    from urllib.parse import urlparse
+    from urllib.request import urlopen
+except ImportError:
+    from urllib2 import urlopen
+    from urlparse import urlparse
+import argparse
+import importlib.metadata
+
+import torch
+
+URLS = {
+    "PYPI": "https://pypi.python.org/pypi/pip",
+}
+
+REGIONAL_URLS = {
+    "cn": {
+        "PYPI(douban)": "https://pypi.douban.com/",
+        "Conda(tsinghua)": "https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/free/",
+    }
+}
+
+
+def test_connection(name, url, timeout=10):
+    """Simple connection test"""
+    urlinfo = urlparse(url)
+    start = time.time()
+    try:
+        socket.gethostbyname(urlinfo.netloc)
+    except Exception as e:
+        print("Error resolving DNS for {}: {}, {}".format(name, url, e))
+        return
+    dns_elapsed = time.time() - start
+    start = time.time()
+    try:
+        _ = urlopen(url, timeout=timeout)
+    except Exception as e:
+        print("Error open {}: {}, {}, DNS finished in {} sec.".format(name, url, e, dns_elapsed))
+        return
+    load_elapsed = time.time() - start
+    print("Timing for {}: {}, DNS: {:.4f} sec, LOAD: {:.4f} sec.".format(name, url, dns_elapsed, load_elapsed))
+
+
+def check_python():
+    print("----------Python Info----------")
+    print("Version      :", platform.python_version())
+    print("Compiler     :", platform.python_compiler())
+    print("Build        :", platform.python_build())
+    print("Arch         :", platform.architecture())
+
+
+def check_pip():
+    print("------------Pip Info-----------")
+    try:
+        import pip
+
+        print("Version      :", pip.__version__)
+        print("Directory    :", os.path.dirname(pip.__file__))
+    except ImportError:
+        print("No corresponding pip install for current python.")
+
+
+def _get_current_git_commit():
+    try:
+        result = subprocess.run(["git", "rev-parse", "HEAD"], capture_output=True, text=True, check=True)
+        return result.stdout.strip()
+    except subprocess.CalledProcessError as e:
+        print(f"Error running git command: {e.stderr.strip()}")
+        return None
+    except FileNotFoundError:
+        print("Did not find command: git")
+        return None
+
+
+def check_verl():
+    print("----------verl Info-----------")
+    try:
+        sys.path.insert(0, os.getcwd())
+        import verl
+
+        print("Version      :", verl.__version__)
+        verl_dir = os.path.dirname(verl.__file__)
+        print("Directory    :", verl_dir)
+        try:
+            commit_hash = _get_current_git_commit()
+            print("Commit Hash  :", commit_hash)
+        except AttributeError:
+            print("Commit hash not found. ")
+    except ImportError as e:
+        print(f"No verl installed: {e}")
+    except Exception as e:
+        import traceback
+
+        if not isinstance(e, IOError):
+            print("An error occurred trying to import verl.")
+            print("This is very likely due to missing or incompatible library files.")
+        print(traceback.format_exc())
+
+
+def check_os():
+    print("----------Platform Info----------")
+    print("Platform     :", platform.platform())
+    print("system       :", platform.system())
+    print("node         :", platform.node())
+    print("release      :", platform.release())
+    print("version      :", platform.version())
+
+
+def check_hardware():
+    print("----------Hardware Info----------")
+    print("machine      :", platform.machine())
+    print("processor    :", platform.processor())
+    if sys.platform.startswith("darwin"):
+        pipe = subprocess.Popen(("sysctl", "-a"), stdout=subprocess.PIPE)
+        output = pipe.communicate()[0]
+        for line in output.split(b"\n"):
+            if b"brand_string" in line or b"features" in line:
+                print(line.strip())
+    elif sys.platform.startswith("linux"):
+        subprocess.call(["lscpu"])
+    elif sys.platform.startswith("win32"):
+        subprocess.call(["wmic", "cpu", "get", "name"])
+
+
+def check_network(args):
+    print("----------Network Test----------")
+    if args.timeout > 0:
+        print("Setting timeout: {}".format(args.timeout))
+        socket.setdefaulttimeout(10)
+    for region in args.region.strip().split(","):
+        r = region.strip().lower()
+        if not r:
+            continue
+        if r in REGIONAL_URLS:
+            URLS.update(REGIONAL_URLS[r])
+        else:
+            import warnings
+
+            warnings.warn("Region {} do not need specific test, please refer to global sites.".format(r), stacklevel=2)
+    for name, url in URLS.items():
+        test_connection(name, url, args.timeout)
+
+
+def check_environment():
+    print("----------Environment----------")
+    for k, v in os.environ.items():
+        if k.startswith("VERL_") or k.startswith("OMP_") or k.startswith("KMP_") or k == "CC" or k == "CXX":
+            print('{}="{}"'.format(k, v))
+
+
+def check_pip_package_versions():
+    packages = ["vllm", "sglang", "ray", "torch"]
+    for package in packages:
+        try:
+            version = importlib.metadata.version(package)
+            print(f"{package}\t     : {version}")
+        except importlib.metadata.PackageNotFoundError:
+            print(f"{package}\t     : not found.")
+
+
+def check_cuda_versions():
+    if torch.cuda.is_available():
+        try:
+            cuda_runtime_version = torch.version.cuda
+            print(f"CUDA Runtime : {cuda_runtime_version}")
+            import subprocess
+
+            nvcc_output = subprocess.check_output(["nvcc", "--version"]).decode("utf-8")
+            cuda_compiler_version = next((line for line in nvcc_output.splitlines() if "release" in line), None)
+            if cuda_compiler_version:
+                print(f"CUDA Compiler : {cuda_compiler_version.strip()}")
+            else:
+                print("Could not determine CUDA compiler version.")
+        except FileNotFoundError as e:
+            print(f"CUDA compiler : Not found: {e}")
+        except Exception as e:
+            print(f"An error occurred while checking CUDA versions: {e}")
+    else:
+        print("CUDA is not available.")
+
+
+def _get_cpu_memory():
+    """
+    Get the total CPU memory capacity in GB.
+    """
+    memory = psutil.virtual_memory()
+    return memory.total / (1024**3)
+
+
+def _get_gpu_info():
+    """
+    Get GPU type, GPU memory, and GPU count using nvidia-smi command.
+    """
+    try:
+        result = subprocess.run(
+            ["nvidia-smi", "--query-gpu=gpu_name,memory.total", "--format=csv,noheader,nounits"],
+            capture_output=True,
+            text=True,
+            check=True,
+        )
+        gpu_lines = result.stdout.strip().split("\n")
+        gpu_count = len(gpu_lines)
+        gpu_info = []
+        for line in gpu_lines:
+            gpu_name, gpu_memory = line.split(", ")
+            gpu_info.append(
+                {
+                    "type": gpu_name,
+                    "memory": float(gpu_memory) / 1024,  # Convert to GB
+                }
+            )
+        return gpu_count, gpu_info
+    except (subprocess.CalledProcessError, FileNotFoundError):
+        print("Failed to execute nvidia-smi command.")
+        return 0, []
+
+
+def _get_system_info():
+    """
+    Get CPU memory capacity, GPU type, GPU memory, and GPU count.
+    """
+    cpu_memory = _get_cpu_memory()
+    gpu_count, gpu_info = _get_gpu_info()
+    return {"cpu_memory": cpu_memory, "gpu_count": gpu_count, "gpu_info": gpu_info}
+
+
+def check_system_info():
+    print("----------System Info----------")
+    system_info = _get_system_info()
+    print(f"CPU Memory\t: {system_info['cpu_memory']:.2f} GB")
+    print(f"GPU Count\t: {system_info['gpu_count']}")
+    for i, gpu in enumerate(system_info["gpu_info"]):
+        print(f"GPU {i + 1}\tType    : {gpu['type']}")
+        print(f"GPU {i + 1}\tMemory  : {gpu['memory']:.2f} GB")
+
+
+def parse_args():
+    """Parse arguments."""
+    parser = argparse.ArgumentParser(
+        formatter_class=argparse.ArgumentDefaultsHelpFormatter,
+        description="Diagnose script for checking the current system.",
+    )
+    choices = ["python", "pip", "verl", "system", "os", "environment"]
+    for choice in choices:
+        parser.add_argument("--" + choice, default=1, type=int, help="Diagnose {}.".format(choice))
+    parser.add_argument("--network", default=0, type=int, help="Diagnose network.")
+    parser.add_argument("--hardware", default=0, type=int, help="Diagnose hardware.")
+    parser.add_argument(
+        "--region",
+        default="",
+        type=str,
+        help="Additional sites in which region(s) to test. \
+                        Specify 'cn' for example to test mirror sites in China.",
+    )
+    parser.add_argument("--timeout", default=10, type=int, help="Connection test timeout threshold, 0 to disable.")
+    args = parser.parse_args()
+    return args
+
+
+if __name__ == "__main__":
+    args = parse_args()
+    if args.python:
+        check_python()
+
+    if args.pip:
+        check_pip()
+        check_pip_package_versions()
+
+    if args.verl:
+        check_verl()
+
+    if args.os:
+        check_os()
+
+    if args.hardware:
+        check_hardware()
+
+    if args.network:
+        check_network(args)
+
+    if args.environment:
+        check_environment()
+        check_cuda_versions()
+
+    if args.system:
+        check_system_info()
diff --git a/verl/scripts/generate_trainer_config.sh b/verl/scripts/generate_trainer_config.sh
new file mode 100644
index 0000000000000000000000000000000000000000..a40f555fd0fa40f6f3e3d4e99fa1e0db9212ce75
--- /dev/null
+++ b/verl/scripts/generate_trainer_config.sh
@@ -0,0 +1,51 @@
+#!/usr/bin/env bash
+set -euox pipefail
+
+
+# Define config specifications: "config_name:output_file:config_arg"
+CONFIG_SPECS=(
+    "ppo_trainer:_generated_ppo_trainer.yaml:"
+    "ppo_megatron_trainer:_generated_ppo_megatron_trainer.yaml:--config-name=ppo_megatron_trainer.yaml"
+)
+
+generate_config() {
+    local config_name="$1"
+    local output_file="$2"
+    local config_arg="$3"
+    
+    local target_cfg="verl/trainer/config/${output_file}"
+    local tmp_header=$(mktemp)
+    local tmp_cfg=$(mktemp)
+    
+    echo "# This reference configration yaml is automatically generated via 'scripts/generate_trainer_config.sh'" > "$tmp_header"
+    echo "# in which it invokes 'python3 scripts/print_cfg.py --cfg job ${config_arg}' to flatten the 'verl/trainer/config/${config_name}.yaml' config fields into a single file." >> "$tmp_header"
+    echo "# Do not modify this file directly." >> "$tmp_header"
+    echo "# The file is usually only for reference and never used." >> "$tmp_header"
+    echo "" >> "$tmp_header"
+    
+    python3 scripts/print_cfg.py --cfg job ${config_arg} > "$tmp_cfg"
+    
+    cat "$tmp_header" > "$target_cfg"
+    sed -n '/^actor_rollout_ref/,$p' "$tmp_cfg" >> "$target_cfg"
+    
+    rm "$tmp_cfg" "$tmp_header"
+    
+    echo "Generated: $target_cfg"
+}
+
+for spec in "${CONFIG_SPECS[@]}"; do
+    IFS=':' read -r config_name output_file config_arg <<< "$spec"
+    generate_config "$config_name" "$output_file" "$config_arg"
+done
+
+for spec in "${CONFIG_SPECS[@]}"; do
+    IFS=':' read -r config_name output_file config_arg <<< "$spec"
+    target_cfg="verl/trainer/config/${output_file}"
+    if ! git diff --exit-code -- "$target_cfg" >/dev/null; then
+        echo "✖ $target_cfg is out of date. Please regenerate via 'scripts/generate_trainer_config.sh' and commit the changes."
+        exit 1
+    fi
+done
+
+echo "All good"
+exit 0
diff --git a/verl/scripts/print_cfg.py b/verl/scripts/print_cfg.py
new file mode 100644
index 0000000000000000000000000000000000000000..287756fb1b7dbaac84b5f7ec572ba7a172e347b3
--- /dev/null
+++ b/verl/scripts/print_cfg.py
@@ -0,0 +1,35 @@
+# Copyright 2025 Bytedance Ltd. and/or its affiliates
+
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+try:
+    import hydra
+except ImportError as e:
+    raise ImportError("Please install hydra-core via 'pip install hydra-core' and retry.") from e
+
+
+@hydra.main(config_path="../verl/trainer/config", config_name="ppo_trainer", version_base=None)
+def main(config):
+    """Main entry point for PPO training with Hydra configuration management.
+
+    Args:
+        config_dict: Hydra configuration dictionary containing training parameters.
+    """
+    print(config)
+    from verl.utils.config import omega_conf_to_dataclass
+
+    profiler_config = omega_conf_to_dataclass(config.critic.profiler)
+    print(profiler_config)
+
+
+if __name__ == "__main__":
+    main()
diff --git a/verl/scripts/rollout_viewer.py b/verl/scripts/rollout_viewer.py
new file mode 100644
index 0000000000000000000000000000000000000000..1a1d1a010156ed1b498a633672283c2d3a5732f0
--- /dev/null
+++ b/verl/scripts/rollout_viewer.py
@@ -0,0 +1,565 @@
+# Copyright 2025 Bytedance Ltd. and/or its affiliates
+# Copyright (c) 2025, NVIDIA CORPORATION. All rights reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import asyncio
+import re
+import traceback
+from pathlib import Path
+from typing import Annotated, Optional
+
+import aiofiles
+
+try:
+    import ujson as json
+except ImportError:
+    import json
+import typer
+from rich.highlighter import ReprHighlighter
+from rich.markdown import Markdown
+from rich.table import Table
+from rich.text import Text
+from textual import on
+from textual.app import App, ComposeResult
+from textual.containers import Horizontal, Vertical, VerticalScroll
+from textual.widgets import Input, ProgressBar, Select, SelectionList, Static
+
+INDEX_KEY = "__IDX"
+FILE_SUFFIX = ".jsonl"
+
+
+def check_textual_version():
+    # check if textual version is equal to 0.52.1
+    import textual
+    from packaging.version import Version
+
+    if Version(textual.__version__) != Version("0.52.1"):
+        raise ImportError(f"Textual version {textual.__version__} is not supported, please pip install textual==0.52.1")
+
+
+check_textual_version()
+
+
+async def load_path(p: Path, data: dict, mask_strs: str, idx: int, pbar):
+    samples = []
+    async with aiofiles.open(p, encoding="utf-8") as f:
+        async for line in f:
+            d = json.loads(line)
+            for k in d:
+                if isinstance(d[k], str):
+                    if mask_strs:
+                        d[k] = re.sub(rf"{mask_strs}", "*", d[k])
+                else:
+                    d[k] = json.dumps(d[k], ensure_ascii=False, indent=4)
+
+            d[INDEX_KEY] = len(samples)
+            samples.append(d)
+        data[idx] = {"samples": samples}
+
+    print(f"path {p} loaded")
+    pbar.advance(1)
+
+
+async def load_dir(path: Path, data: dict[int, dict], pbar, mask_strs: str = ""):
+    paths = list(path.glob(f"*{FILE_SUFFIX}"))
+    paths = sorted(paths, key=lambda x: int(x.stem))
+
+    tasks = [load_path(p, data, mask_strs, i, pbar) for i, p in enumerate(paths)]
+
+    await asyncio.gather(*tasks)
+
+
+class Highlighter(ReprHighlighter):
+    highlights = ReprHighlighter.highlights + [
+        r"(?P<tag_name>[][\<\>{}()\|（）【】\[\]=`])",
+        r"\<\|(?P<tag_name>[\w\W]*?)\|\>",
+    ]
+
+
+def center_word_with_equals_exactly(word: str, total_length: int, char: str = "=") -> str:
+    if len(word) > total_length:
+        return word
+
+    padding = total_length - len(word)
+    left_pad = (padding) // 2
+    right_pad = (padding + 1) // 2
+    return char * left_pad + " " + word + " " + char * right_pad
+
+
+def highlight_keyword(content: str, keyword: Optional[str]):
+    if not keyword:
+        return Text(content)
+    text = Text()
+    parts = content.split(keyword)
+    for i, part in enumerate(parts):
+        text.append(part, style=None)
+        if i < len(parts) - 1:
+            # text.append(keyword, style=Style(color="#d154d1", bgcolor="yellow", bold=True))
+            text.append(keyword, style="on #8f51b5")
+    return text
+
+
+help_doc = """
+⌨️   keybinds：
+
+- `f/esc`: find/cancel
+- `tab/←/→`: change focus
+- `j/k`: page down/up
+- `g/G`: scroll home/end
+- `n/N`: next sample/step
+- `p/P`: previous sample/step
+- `s`: switch display mode
+  - plain text
+  - rich table
+
+"""
+
+
+class JsonLineViewer(App):
+    BINDINGS = [
+        ("left", "focus_previous", "Focus Previous"),
+        ("right", "focus_next", "Focus Next"),
+        ("s", "swith_render", "switch render"),
+        # control
+        ("n", "next_sample", "Next Sample"),
+        ("N", "next_step", "Next Step"),
+        ("p", "previous_sample", "Previous Sample"),
+        ("P", "previous_step", "Previous Step"),
+        # search
+        ("f", "toggle_search", "find"),
+        ("enter", "next_search", "find next"),
+        ("escape", "cancel_search", "cancel find"),
+        # scroll
+        ("j", "page_down", "page down"),
+        ("k", "page_up", "page up"),
+        ("g", "page_home", "page home"),
+        ("G", "page_end", "page end"),
+    ]
+
+    CSS = """
+
+    Select:focus > SelectCurrent {
+        border: tall #8f51b5;
+    }
+    Select.-expanded > SelectCurrent {
+        border: tall #8f51b5;
+    }
+    #select-container {
+        width: 15%;
+        height: 100%;
+        align: center top;
+    }
+    #search-container {
+        height: 10%;
+        align: center top;
+    }
+    #search-box {
+        width: 50%;
+    }
+    #reqid-box {
+        width: 50%;
+    }
+    """
+
+    def __init__(self, step_num: int, data: dict[int, dict], pbar):
+        super().__init__()
+        self.step_num = step_num
+
+        self.data = data
+        self.render_table = False
+        self.selected_step_index = 0
+        self.selected_sample_index = 0
+        self.pbar = pbar
+
+        self.matches = []
+        self.current_match_index = 0
+
+        self.highlighter = Highlighter()
+
+        first_samples = data[list(data.keys())[0]]["samples"]
+        # Prepare the initial field filter list (all keys from the first sample)
+        self.filter_fields = [(f, f, True) for f in first_samples[0].keys()]
+
+        # Internal set used for fast membership checks when we add new fields on the fly.
+        # We keep it here so that when new columns appear in later steps (e.g. `request_id`),
+        # they can be added to the UI automatically without restarting the viewer.
+        self._field_set: set[str] = set(first_samples[0].keys())
+        self.sample_num = len(first_samples)
+
+    def compose(self) -> ComposeResult:
+        with Horizontal(id="search-container"):
+            yield Input(placeholder="find something...", id="search-box")
+            yield Input(placeholder="request id...", id="reqid-box")
+            with Vertical(id="search-container2"):
+                yield self.pbar
+                yield Static("", id="search-status")
+
+        with Horizontal():
+            with Vertical(id="select-container"):
+                yield Static("\n")
+                yield Static(
+                    renderable=Markdown(
+                        help_doc,
+                    ),
+                    markup=False,
+                )
+                yield Static("\n")
+                yield Select(
+                    id="step-select",
+                    value=0,
+                    prompt="select step",
+                    options=[("step: 1", 0)],
+                    allow_blank=False,
+                )
+                yield Select(
+                    id="sample-select",
+                    value=0,
+                    prompt="select sample",
+                    options=[("sample: 1", 0)],
+                    allow_blank=False,
+                )
+                yield Select(
+                    id="sample-sort",
+                    value=0,
+                    prompt="排序",
+                    options=[
+                        ("sort", 0),
+                        ("score asc", 1),
+                        ("score desc", 2),
+                    ],
+                    allow_blank=False,
+                )
+
+                yield SelectionList[int](("Select ALL", 1, True), id="fields-select-all")
+                with VerticalScroll(id="scroll-view2"):
+                    yield SelectionList[str](*self.filter_fields, id="fields-select")
+            with VerticalScroll(id="scroll-view"):
+                yield Static(id="content", markup=False)
+
+    async def on_mount(self) -> None:
+        self.step_select = self.query_one("#step-select", Select)
+        self.sample_select = self.query_one("#sample-select", Select)
+        self.sample_sort = self.query_one("#sample-sort", Select)
+        self.content_display = self.query_one("#content", Static)
+        self.search_box = self.query_one("#search-box", Input)
+        self.reqid_box = self.query_one("#reqid-box", Input)
+        self.scroll_view = self.query_one("#scroll-view", VerticalScroll)
+        self.search_status = self.query_one("#search-status", Static)
+        self.fields_select = self.query_one("#fields-select", SelectionList)
+        self.fields_select.border_title = "field filter"
+
+        if self.data:
+            self.step_select.set_options([(f"step: {i + 1}", i) for i in range(self.step_num)])
+            self.sample_select.set_options([(f"sample: {i + 1}", i) for i in range(self.sample_num)])
+            self.step_select.focus()
+            await self.update_content()
+
+    def update_result_options(self, offset: int = 0, sort_desc: Optional[bool] = None):
+        options = []
+        if isinstance(self.selected_step_index, int) and self.selected_step_index < len(self.data):
+            if self.sample_num is None or sort_desc is not None:
+                samples = self.data[self.selected_step_index].get("samples", [])
+                if not samples:
+                    self.selected_sample_index = offset
+                    return
+                if sort_desc is not None:
+                    samples = sorted(
+                        samples,
+                        key=lambda x: x.get("score", x.get("score_1", 0)),
+                        reverse=sort_desc,
+                    )
+
+                options = [(f"sample: {r[INDEX_KEY] + 1}", r[INDEX_KEY]) for r in samples]
+                self.sample_select.set_options(options)
+                self.sample_num = len(samples)
+
+            if sort_desc is not None and options:
+                self.selected_sample_index = options[0][1]
+            else:
+                self.selected_sample_index = offset
+
+    async def update_content(self, search_keyword: Optional[str] = None):
+        content = ""
+        try:
+            samples = self.data[self.selected_step_index].get("samples", [])
+            content_dict_full = samples[self.selected_sample_index]
+
+            # Dynamically track any NEW keys that appear and add them to the field filter.
+            self._update_fields_select(content_dict_full.keys())
+
+            # Apply field selection filter (only show selected fields)
+            content_dict = {k: v for k, v in content_dict_full.items() if k in self.fields_select.selected}
+            if self.render_table:
+                content = Table("key", "value", show_lines=True)
+                for k in content_dict:
+                    v = content_dict[k]
+                    v = f"{v}"
+                    content.add_row(
+                        k,
+                        self.highlighter(highlight_keyword(v, search_keyword)),
+                    )
+            else:
+                text = Text()
+                for k in content_dict:
+                    v = content_dict[k]
+                    s = center_word_with_equals_exactly(k, 64) + f"\n{v}\n"
+                    text.append(highlight_keyword(s, search_keyword))
+                content = self.highlighter(text)
+        except KeyError:
+            content = f"Loading data asynchronously, progress: {len(self.data)}/{self.step_num} step"
+
+        except Exception:
+            content = self.highlighter(traceback.format_exc())
+
+        self.content_display.update(content)
+
+    # ---------------------------------------------------------------------
+    # Request-ID jump logic
+    # ---------------------------------------------------------------------
+
+    @on(Input.Submitted, "#reqid-box")
+    async def on_reqid_submitted(self, event: Input.Submitted) -> None:
+        """Jump to the sample that has a matching `request_id`."""
+
+        req_id_raw = event.value.strip()
+        # Remove hyphens so search is tolerant to different id formats
+        req_id = req_id_raw.replace("-", "")
+        if not req_id:
+            return
+
+        found = False
+        for step_idx, step_data in self.data.items():
+            for sample in step_data.get("samples", []):
+                sample_id = str(sample.get("request_id", ""))
+                if sample_id.replace("-", "") == req_id:
+                    # Update selected indices
+                    self.selected_step_index = step_idx
+                    self.step_select.value = step_idx
+
+                    # Ensure sample list is updated and select sample
+                    self.update_result_options(offset=sample[INDEX_KEY])
+                    self.selected_sample_index = sample[INDEX_KEY]
+                    self.sample_select.value = sample[INDEX_KEY]
+
+                    await self._clear_search()
+                    await self.update_content()
+
+                    found = True
+                    break
+            if found:
+                break
+
+        if not found:
+            self.search_status.update(Text(f"request_id '{req_id_raw}' not found", style="bold red"))
+        else:
+            # Keep the typed id in the input box so users see what was searched.
+            pass
+
+    # ---------------------------------------------------------------------
+    # Helper: add new fields to SelectionList on-the-fly
+    # ---------------------------------------------------------------------
+
+    def _update_fields_select(self, keys):
+        """Add any unseen *keys* to the field-selection widget so they can be toggled.
+
+        The viewer is often launched with only the first step loaded. Later steps may
+        introduce new columns (e.g. `request_id`). This helper ensures those fields
+        become visible without requiring a restart.
+        """
+        # Ensure we have the widget (only after on_mount)
+        if not hasattr(self, "fields_select"):
+            return
+
+        for k in keys:
+            if k not in self._field_set:
+                self._field_set.add(k)
+                try:
+                    # By default, new fields are selected so they appear immediately.
+                    self.fields_select.add_option(k, k, selected=True)
+                except Exception:
+                    # Fallback for older textual versions where signature is different.
+                    self.fields_select.add_option((k, k, True))
+
+    @on(Select.Changed, "#step-select")
+    async def step_changed(self, event):
+        self.selected_step_index = event.value
+        self.update_result_options()
+        await self.update_content()
+
+    @on(Select.Changed, "#sample-select")
+    async def sample_changed(self, event):
+        self.selected_sample_index = event.value
+        await self._clear_search()
+        await self.update_content()
+
+    @on(Select.Changed, "#sample-sort")
+    async def sort_changed(self, event):
+        v = event.value
+        self.update_result_options(sort_desc=None if v == 0 else False if v == 1 else True)
+        await self.update_content()
+
+    @on(SelectionList.SelectedChanged, "#fields-select")
+    async def fields_changed(self, event):
+        await self.update_content()
+
+    @on(SelectionList.SelectedChanged, "#fields-select-all")
+    async def fields_all_changed(self, event):
+        s = self.query_one("#fields-select-all", SelectionList)
+        if s.selected:
+            self.fields_select.select_all()
+        else:
+            self.fields_select.deselect_all()
+
+    def action_focus_previous(self):
+        self.screen.focus_previous()
+
+    def action_focus_next(self):
+        self.screen.focus_next()
+
+    async def action_next_step(self) -> None:
+        self.selected_step_index += 1
+        if self.selected_step_index >= self.step_num:
+            self.selected_step_index = 0
+        self.step_select.value = self.selected_step_index
+        self.update_result_options()
+        await self.update_content()
+
+    async def action_next_sample(self) -> None:
+        self.selected_sample_index += 1
+        if not self.sample_num or self.selected_sample_index >= self.sample_num:
+            self.selected_sample_index = 0
+        self.sample_select.value = self.selected_sample_index
+        await self._clear_search()
+        await self.update_content()
+
+    async def action_previous_step(self) -> None:
+        self.selected_step_index -= 1
+        if self.selected_step_index < 0:
+            self.selected_step_index = self.step_num - 1
+        self.step_select.value = self.selected_step_index
+        self.update_result_options()
+        await self.update_content()
+
+    async def action_previous_sample(self) -> None:
+        self.selected_sample_index -= 1
+        if self.selected_sample_index < 0:
+            self.selected_sample_index = self.sample_num - 1
+        self.sample_select.value = self.selected_sample_index
+        await self._clear_search()
+        await self.update_content()
+
+    async def action_swith_render(self):
+        self.render_table = not self.render_table
+        await self.update_content()
+
+    def action_toggle_search(self) -> None:
+        self.search_box.focus()
+
+    async def action_cancel_search(self) -> None:
+        self.search_box.value = ""
+        await self._clear_search()
+        await self.update_content()
+
+    async def _clear_search(self):
+        self.matches = []
+        self.search_status.update("")
+        self.current_match_index = 0
+
+    @on(Input.Submitted, "#search-box")
+    async def on_search_submitted(self, event: Input.Submitted) -> None:
+        self.matches = []
+        self.current_match_index = 0
+        if event.value:
+            await self.update_content(event.value)
+            renderable = self.content_display.render()
+            if isinstance(renderable, Table):
+                return
+
+            assert isinstance(renderable, Text)
+            console = self.content_display._console
+            lines = renderable.wrap(console, self.scroll_view.container_size.width)
+            line_idx_recorded = set()
+            for line_idx, line in enumerate(lines):
+                if line_idx in line_idx_recorded:
+                    continue
+                if event.value in line:
+                    self.matches.append(
+                        {
+                            "line": line_idx,
+                            "word": event.value,
+                        }
+                    )
+                    line_idx_recorded.add(line_idx)
+            self.scroll_view.focus()
+            await self.action_next_search()
+
+    async def action_next_search(self) -> None:
+        if not self.matches or self.current_match_index >= len(self.matches):
+            return
+
+        target_line = self.matches[self.current_match_index]["line"]
+        self.scroll_view.scroll_to(x=0, y=target_line * 1, animate=False)
+        self.current_match_index = (self.current_match_index + 1) % len(self.matches)
+        self.search_status.update(
+            Text(
+                f"Find ：{self.current_match_index + 1}/{len(self.matches)}",
+                style="bold on #8f51b5",
+            )
+        )
+
+    def action_page_up(self):
+        self.scroll_view.scroll_page_up(animate=False)
+
+    def action_page_down(self):
+        self.scroll_view.scroll_page_down(animate=False)
+
+    def action_page_home(self):
+        self.scroll_view.scroll_home(animate=False)
+
+    def action_page_end(self):
+        self.scroll_view.scroll_end(animate=False)
+
+
+async def _run(path: Path, mask_str: str):
+    assert path.exists(), f"{path} not exist"
+
+    paths = list(path.glob(f"*{FILE_SUFFIX}"))
+    paths = sorted(paths, key=lambda x: int(x.stem))
+
+    if not paths:
+        raise ValueError(f"no available reward dump files under f{path}")
+
+    print(f"get jsonl file nums: {len(paths)}")
+
+    pbar = ProgressBar(total=len(paths), name="data load progress")
+    data = {}
+    await load_path(paths[0], data, mask_str, 0, pbar)
+    app = JsonLineViewer(step_num=len(paths), data=data, pbar=pbar)
+    await asyncio.gather(load_dir(path, data, pbar, mask_str), app.run_async())
+
+
+app = typer.Typer()
+
+
+@app.command(help="launch TUI APP")
+def run(
+    rollout_data_dir: Path,
+    mask_str: Annotated[str, typer.Option(help="string that will be masked to *")] = "<\|image_pad\|>|<\|imgpad\|>",
+):
+    loop = asyncio.get_event_loop()
+    loop.run_until_complete(_run(rollout_data_dir, mask_str))
+
+
+if __name__ == "__main__":
+    app()
diff --git a/verl/setup.py b/verl/setup.py
new file mode 100644
index 0000000000000000000000000000000000000000..4a86f035d094c0612e534575441f531497ccbad7
--- /dev/null
+++ b/verl/setup.py
@@ -0,0 +1,96 @@
+# Copyright 2024 Bytedance Ltd. and/or its affiliates
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+# setup.py is the fallback installation script when pyproject.toml does not work
+import os
+from pathlib import Path
+
+from setuptools import find_packages, setup
+
+version_folder = os.path.dirname(os.path.join(os.path.abspath(__file__)))
+
+with open(os.path.join(version_folder, "verl/version/version")) as f:
+    __version__ = f.read().strip()
+
+install_requires = [
+    "accelerate",
+    "codetiming",
+    "datasets",
+    "dill",
+    "hydra-core",
+    "numpy<2.0.0",
+    "pandas",
+    "peft",
+    "pyarrow>=19.0.0",
+    "pybind11",
+    "pylatexenc",
+    "ray[default]>=2.41.0",
+    "torchdata",
+    "tensordict>=0.8.0,<=0.10.0,!=0.9.0",
+    "transformers",
+    "wandb",
+    "packaging>=20.0",
+    "tensorboard",
+]
+
+TEST_REQUIRES = ["pytest", "pre-commit", "py-spy", "pytest-asyncio"]
+PRIME_REQUIRES = ["pyext"]
+GEO_REQUIRES = ["mathruler", "torchvision", "qwen_vl_utils"]
+GPU_REQUIRES = ["liger-kernel", "flash-attn"]
+MATH_REQUIRES = ["math-verify"]  # Add math-verify as an optional dependency
+VLLM_REQUIRES = ["tensordict>=0.8.0,<=0.10.0,!=0.9.0", "vllm>=0.7.3,<=0.9.1"]
+SGLANG_REQUIRES = [
+    "tensordict>=0.8.0,<=0.10.0,!=0.9.0",
+    "sglang[srt,openai]==0.5.2",
+    "torch==2.8.0",
+]
+TRL_REQUIRES = ["trl<=0.9.6"]
+MCORE_REQUIRES = ["mbridge"]
+
+extras_require = {
+    "test": TEST_REQUIRES,
+    "prime": PRIME_REQUIRES,
+    "geo": GEO_REQUIRES,
+    "gpu": GPU_REQUIRES,
+    "math": MATH_REQUIRES,
+    "vllm": VLLM_REQUIRES,
+    "sglang": SGLANG_REQUIRES,
+    "trl": TRL_REQUIRES,
+    "mcore": MCORE_REQUIRES,
+}
+
+
+this_directory = Path(__file__).parent
+long_description = (this_directory / "README.md").read_text()
+
+setup(
+    name="verl",
+    version=__version__,
+    package_dir={"": "."},
+    packages=find_packages(where="."),
+    url="https://github.com/volcengine/verl",
+    license="Apache 2.0",
+    author="Bytedance - Seed - MLSys",
+    author_email="zhangchi.usc1992@bytedance.com, gmsheng@connect.hku.hk",
+    description="verl: Volcano Engine Reinforcement Learning for LLM",
+    install_requires=install_requires,
+    extras_require=extras_require,
+    package_data={
+        "": ["version/*"],
+        "verl": ["trainer/config/*.yaml"],
+    },
+    include_package_data=True,
+    long_description=long_description,
+    long_description_content_type="text/markdown",
+)
diff --git a/verl/tests/__init__.py b/verl/tests/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..1ce90c5eb352d85c59105c0dc85b5f1dd576f095
--- /dev/null
+++ b/verl/tests/__init__.py
@@ -0,0 +1,13 @@
+# Copyright 2024 Bytedance Ltd. and/or its affiliates
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
diff --git a/verl/tests/experimental/agent_loop/test_agent_loop_reward.py b/verl/tests/experimental/agent_loop/test_agent_loop_reward.py
new file mode 100644
index 0000000000000000000000000000000000000000..2716d0439fe24079f5de0a573b0493dd85227c96
--- /dev/null
+++ b/verl/tests/experimental/agent_loop/test_agent_loop_reward.py
@@ -0,0 +1,91 @@
+# Copyright 2024 Bytedance Ltd. and/or its affiliates
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+import os
+
+import ray
+from hydra import compose, initialize_config_dir
+from torchdata.stateful_dataloader import StatefulDataLoader
+from transformers import AutoTokenizer
+
+from verl.experimental.agent_loop import AgentLoopManager
+from verl.protocol import DataProto
+from verl.trainer.main_ppo import create_rl_sampler
+from verl.utils.dataset.rl_dataset import RLHFDataset, collate_fn
+
+
+def test_agent_loop_compute_score():
+    ray.init(
+        runtime_env={
+            "env_vars": {
+                "TOKENIZERS_PARALLELISM": "true",
+                "NCCL_DEBUG": "WARN",
+                "VLLM_LOGGING_LEVEL": "INFO",
+                "VLLM_USE_V1": "1",
+            }
+        }
+    )
+
+    with initialize_config_dir(config_dir=os.path.abspath("verl/trainer/config")):
+        config = compose("ppo_trainer")
+
+    model_path = os.path.expanduser("~/models/Qwen/Qwen2.5-1.5B-Instruct")
+    config.data.return_raw_chat = True
+    config.actor_rollout_ref.model.path = model_path
+    config.actor_rollout_ref.actor.use_dynamic_bsz = True
+    config.actor_rollout_ref.rollout.name = os.environ["ROLLOUT_NAME"]
+    config.actor_rollout_ref.rollout.mode = "async"
+    config.actor_rollout_ref.rollout.enforce_eager = True
+    config.actor_rollout_ref.rollout.prompt_length = 1024
+    config.actor_rollout_ref.rollout.response_length = 4096
+    config.actor_rollout_ref.rollout.skip_tokenizer_init = True
+
+    # 1. init agent loop manager
+    agent_loop_manager = AgentLoopManager(config)
+
+    # 2. init dataset and dataloader
+    local_folder = os.path.expanduser("~/data/gsm8k/")
+    data_files = [os.path.join(local_folder, "train.parquet")]
+    tokenizer = AutoTokenizer.from_pretrained(model_path)
+
+    dataset = RLHFDataset(
+        data_files=data_files,
+        tokenizer=tokenizer,
+        config=config.data,
+        processor=None,
+    )
+
+    batch_size = 128
+    sampler = create_rl_sampler(config.data, dataset)
+    dataloader = StatefulDataLoader(
+        dataset=dataset,
+        batch_size=batch_size,
+        num_workers=config.data.dataloader_num_workers,
+        drop_last=True,
+        collate_fn=collate_fn,
+        sampler=sampler,
+    )
+
+    # 3. generate_sequences with agent loop
+    batch_dict = next(iter(dataloader))
+    batch = DataProto.from_single_dict(batch_dict)
+    gen_batch = agent_loop_manager.generate_sequences(prompts=batch)
+
+    rm_scores = gen_batch.batch["rm_scores"]
+    sample_scores = rm_scores.sum(dim=1)
+    assert sample_scores.min() == 0.0, f"min score: {sample_scores.min()}"
+    assert sample_scores.max() == 1.0, f"max score: {sample_scores.max()}"
+    print(f"gsm8k acc: {sample_scores.mean()}")
+
+    print("Test passed!")
+    ray.shutdown()
diff --git a/verl/tests/experimental/agent_loop/test_agent_loop_reward_model.py b/verl/tests/experimental/agent_loop/test_agent_loop_reward_model.py
new file mode 100644
index 0000000000000000000000000000000000000000..a1c169e20aab9b9489528e27bb65c18a2c0c8d54
--- /dev/null
+++ b/verl/tests/experimental/agent_loop/test_agent_loop_reward_model.py
@@ -0,0 +1,100 @@
+# Copyright 2024 Bytedance Ltd. and/or its affiliates
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+import os
+
+import pytest
+import ray
+from hydra import compose, initialize_config_dir
+from torchdata.stateful_dataloader import StatefulDataLoader
+from transformers import AutoTokenizer
+
+from tests.experimental.agent_loop.agent_utils import AgentLoopManager
+from verl.protocol import DataProto
+from verl.trainer.main_ppo import create_rl_sampler
+from verl.utils.dataset.rl_dataset import RLHFDataset, collate_fn
+
+
+@pytest.mark.skip(reason="reward model is depreated and replaced by GRM")
+def test_agent_loop_compute_score_with_model():
+    ray.init(
+        runtime_env={
+            "env_vars": {
+                "TOKENIZERS_PARALLELISM": "true",
+                "NCCL_DEBUG": "WARN",
+                "VLLM_LOGGING_LEVEL": "INFO",
+                "VLLM_USE_V1": "1",
+            }
+        }
+    )
+
+    with initialize_config_dir(config_dir=os.path.abspath("verl/trainer/config")):
+        config = compose("ppo_trainer")
+
+    model_path = os.path.expanduser("~/models/Qwen/Qwen2.5-1.5B-Instruct")
+    config.data.return_raw_chat = True
+    config.actor_rollout_ref.model.path = model_path
+    config.actor_rollout_ref.actor.use_dynamic_bsz = True
+    config.actor_rollout_ref.rollout.name = os.environ["ROLLOUT_NAME"]
+    config.actor_rollout_ref.rollout.mode = "async"
+    config.actor_rollout_ref.rollout.enforce_eager = True
+    config.actor_rollout_ref.rollout.prompt_length = 1024
+    config.actor_rollout_ref.rollout.response_length = 4096
+    config.actor_rollout_ref.rollout.skip_tokenizer_init = True
+    config.reward_model.enable = True
+    config.reward_model.model.path = model_path
+    config.reward_model.use_dynamic_bsz = True
+    config.reward_model.forward_max_token_len_per_gpu = 6000
+    config.reward_model.micro_batch_size_per_gpu = 40
+    config.reward_model.enable_resource_pool = True
+    config.reward_model.n_gpus_per_node = 1
+    config.reward_model.nnodes = 1
+    config.reward_model.model.trust_remote_code = True
+    config.reward_model.model.input_tokenizer = None
+    config.trainer.n_gpus_per_node = 4
+    config.trainer.nnodes = 1
+    # 1. init agent loop manager
+    agent_loop_manager = AgentLoopManager(config)
+
+    # 2. init dataset and dataloader
+    local_folder = os.path.expanduser("~/data/gsm8k/")
+    data_files = [os.path.join(local_folder, "train.parquet")]
+    tokenizer = AutoTokenizer.from_pretrained(model_path)
+
+    dataset = RLHFDataset(
+        data_files=data_files,
+        tokenizer=tokenizer,
+        config=config.data,
+        processor=None,
+    )
+
+    batch_size = 128
+    sampler = create_rl_sampler(config.data, dataset)
+    dataloader = StatefulDataLoader(
+        dataset=dataset,
+        batch_size=batch_size,
+        num_workers=config.data.dataloader_num_workers,
+        drop_last=True,
+        collate_fn=collate_fn,
+        sampler=sampler,
+    )
+
+    # 3. generate_sequences with agent loop
+    batch_dict = next(iter(dataloader))
+    batch = DataProto.from_single_dict(batch_dict)
+    gen_batch = agent_loop_manager.generate_sequences(prompts=batch)
+
+    rm_scores = gen_batch.batch["rm_scores"]
+    sample_scores = rm_scores.sum(dim=1)
+    print(sample_scores)
+    ray.shutdown()
diff --git a/verl/tests/experimental/agent_loop/test_basic_agent_loop.py b/verl/tests/experimental/agent_loop/test_basic_agent_loop.py
new file mode 100644
index 0000000000000000000000000000000000000000..6746db10137216c006ee25c94e48a2fe91b643f0
--- /dev/null
+++ b/verl/tests/experimental/agent_loop/test_basic_agent_loop.py
@@ -0,0 +1,446 @@
+# Copyright 2024 Bytedance Ltd. and/or its affiliates
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+import json
+import os
+from typing import Any
+
+import numpy as np
+import pytest
+import ray
+from omegaconf import DictConfig
+from transformers.utils import get_json_schema
+
+from tests.experimental.agent_loop.agent_utils import init_agent_loop_manager
+from verl.experimental.agent_loop import AgentLoopManager
+from verl.experimental.agent_loop.agent_loop import get_trajectory_info
+from verl.protocol import DataProto
+from verl.tools.base_tool import BaseTool, OpenAIFunctionToolSchema
+from verl.tools.schemas import ToolResponse
+from verl.trainer.ppo.reward import compute_reward, load_reward_manager
+from verl.utils import hf_tokenizer
+
+
+@pytest.fixture
+def init_config() -> DictConfig:
+    from hydra import compose, initialize_config_dir
+
+    with initialize_config_dir(config_dir=os.path.abspath("verl/trainer/config")):
+        config = compose(
+            config_name="ppo_trainer",
+            overrides=[
+                "actor_rollout_ref.actor.use_dynamic_bsz=true",
+                # test sleep/wake_up with fsdp offload
+                "actor_rollout_ref.actor.fsdp_config.param_offload=True",
+                "actor_rollout_ref.actor.fsdp_config.optimizer_offload=True",
+                "reward_model.reward_manager=dapo",
+                "+reward_model.reward_kwargs.overlong_buffer_cfg.enable=False",
+                "+reward_model.reward_kwargs.overlong_buffer_cfg.len=3072",
+                "+reward_model.reward_kwargs.max_resp_len=4096",
+            ],
+        )
+
+    model_path = os.path.expanduser("~/models/Qwen/Qwen2.5-1.5B-Instruct")
+    config.actor_rollout_ref.model.path = model_path
+    config.actor_rollout_ref.rollout.name = os.environ["ROLLOUT_NAME"]
+    config.actor_rollout_ref.rollout.mode = "async"
+    config.actor_rollout_ref.rollout.enforce_eager = True
+    config.actor_rollout_ref.rollout.prompt_length = 4096
+    config.actor_rollout_ref.rollout.response_length = 4096
+    config.actor_rollout_ref.rollout.n = 4
+    config.actor_rollout_ref.rollout.agent.num_workers = 2
+    config.actor_rollout_ref.rollout.skip_tokenizer_init = True
+
+    return config
+
+
+def test_single_turn(init_config):
+    ray.init(
+        runtime_env={
+            "env_vars": {
+                "TOKENIZERS_PARALLELISM": "true",
+                "NCCL_DEBUG": "WARN",
+                "VLLM_LOGGING_LEVEL": "INFO",
+                "VLLM_USE_V1": "1",
+            }
+        }
+    )
+
+    agent_loop_manager = AgentLoopManager(init_config)
+    tokenizer = hf_tokenizer(init_config.actor_rollout_ref.model.path)
+    reward_fn = load_reward_manager(
+        init_config, tokenizer, num_examine=0, **init_config.reward_model.get("reward_kwargs", {})
+    )
+
+    raw_prompts = [
+        [
+            {
+                "role": "user",
+                "content": "Let's play a role playing game. Your name is Alice, your favorite color is blue.",
+            }
+        ],
+        [{"role": "user", "content": "Let's play a role playing game. Your name is Bob, your favorite color is red."}],
+    ]
+    batch = DataProto(
+        non_tensor_batch={
+            "raw_prompt": np.array(raw_prompts),
+            "agent_name": np.array(["single_turn_agent"] * len(raw_prompts)),
+            "data_source": np.array(["openai/gsm8k"] * len(raw_prompts)),
+            "reward_model": np.array([{"style": "rule", "ground_truth": "1.0"}] * len(raw_prompts)),
+        },
+    )
+    n = init_config.actor_rollout_ref.rollout.n
+    batch = batch.repeat(n)
+    result = agent_loop_manager.generate_sequences(prompts=batch)
+    assert len(result) == len(raw_prompts) * n
+
+    # check result
+    seq_len = result.batch["prompts"].size(1) + result.batch["responses"].size(1)
+    assert result.batch["input_ids"].size(1) == seq_len
+    assert result.batch["attention_mask"].size(1) == seq_len
+    assert result.batch["position_ids"].size(1) == seq_len
+
+    if init_config.actor_rollout_ref.rollout.calculate_log_probs:
+        assert result.batch["rollout_log_probs"].size(1) == result.batch["responses"].size(1)
+
+    # check compute score
+    assert result.batch["rm_scores"].shape == result.batch["responses"].shape
+    reward_tensor, reward_extra_info = compute_reward(result, reward_fn)
+    assert reward_tensor.shape == result.batch["responses"].shape
+    assert "acc" in reward_extra_info, f"reward_extra_info {reward_extra_info} should contain 'acc'"
+    assert reward_extra_info["acc"].shape == (len(result),), f"invalid acc: {reward_extra_info['acc']}"
+
+    # check turns
+    num_turns = result.non_tensor_batch["__num_turns__"]
+    assert np.all(num_turns == 2)
+
+    print("Test passed!")
+    ray.shutdown()
+
+
+class WeatherTool(BaseTool):
+    def get_current_temperature(self, location: str, unit: str = "celsius"):
+        """Get current temperature at a location.
+
+        Args:
+            location: The location to get the temperature for, in the format "City, State, Country".
+            unit: The unit to return the temperature in. Defaults to "celsius". (choices: ["celsius", "fahrenheit"])
+
+        Returns:
+            the temperature, the location, and the unit in a dict
+        """
+        print(f"[DEBUG] get_current_temperature: {location}, {unit}")
+        return {
+            "temperature": 26.1,
+            "location": location,
+            "unit": unit,
+        }
+
+    def get_openai_tool_schema(self) -> OpenAIFunctionToolSchema:
+        schema = get_json_schema(self.get_current_temperature)
+        return OpenAIFunctionToolSchema(**schema)
+
+    async def execute(self, instance_id: str, parameters: dict[str, Any], **kwargs) -> tuple[ToolResponse, float, dict]:
+        try:
+            result = self.get_current_temperature(**parameters)
+            return ToolResponse(text=json.dumps(result)), 0, {}
+        except Exception as e:
+            return ToolResponse(text=str(e)), 0, {}
+
+
+class WeatherToolWithData(BaseTool):
+    def get_openai_tool_schema(self) -> OpenAIFunctionToolSchema:
+        schema = get_json_schema(self.get_temperature_date)
+        return OpenAIFunctionToolSchema(**schema)
+
+    def get_temperature_date(self, location: str, date: str, unit: str = "celsius"):
+        """Get temperature at a location and date.
+
+        Args:
+            location: The location to get the temperature for, in the format "City, State, Country".
+            date: The date to get the temperature for, in the format "Year-Month-Day".
+            unit: The unit to return the temperature in. Defaults to "celsius". (choices: ["celsius", "fahrenheit"])
+
+        Returns:
+            the temperature, the location, the date and the unit in a dict
+        """
+        print(f"[DEBUG] get_temperature_date: {location}, {date}, {unit}")
+        return {
+            "temperature": 25.9,
+            "location": location,
+            "date": date,
+            "unit": unit,
+        }
+
+    async def execute(self, instance_id: str, parameters: dict[str, Any], **kwargs) -> tuple[ToolResponse, float, dict]:
+        try:
+            result = self.get_temperature_date(**parameters)
+            return ToolResponse(text=json.dumps(result)), 0, {}
+        except Exception as e:
+            return ToolResponse(text=str(e)), 0, {}
+
+
+def test_tool_agent(init_config):
+    ray.init(
+        runtime_env={
+            "env_vars": {
+                "TOKENIZERS_PARALLELISM": "true",
+                "NCCL_DEBUG": "WARN",
+                "VLLM_LOGGING_LEVEL": "INFO",
+                "VLLM_USE_V1": "1",
+            }
+        },
+        ignore_reinit_error=True,
+    )
+
+    # =========================== 1. Init rollout manager ===========================
+    tool_config = {
+        "tools": [
+            {
+                "class_name": "tests.experimental.agent_loop.test_basic_agent_loop.WeatherTool",
+                "config": {"type": "native"},
+            },
+            {
+                "class_name": "tests.experimental.agent_loop.test_basic_agent_loop.WeatherToolWithData",
+                "config": {"type": "native"},
+            },
+        ]
+    }
+    tool_config_path = "/tmp/tool_config.json"
+    with open(tool_config_path, "w") as f:
+        json.dump(tool_config, f)
+
+    n = 2
+    init_config.actor_rollout_ref.rollout.n = n
+    init_config.actor_rollout_ref.rollout.multi_turn.tool_config_path = tool_config_path
+    init_config.actor_rollout_ref.rollout.multi_turn.max_parallel_calls = 2
+    init_config.actor_rollout_ref.rollout.calculate_log_probs = True
+    agent_loop_manager = AgentLoopManager(init_config)
+
+    # =========================== 2. Generate sequences  ===========================
+    raw_prompts = [
+        [
+            {"role": "user", "content": "How are you?"},
+        ],
+        [
+            {"role": "user", "content": "What's the temperature in Los Angeles now?"},
+        ],
+        [
+            {"role": "user", "content": "What's the temperature in New York now?"},
+        ],
+        [
+            {
+                "role": "system",
+                "content": "You are Qwen, created by Alibaba Cloud. You are a helpful assistant.\n\n"
+                "Current Date: 2024-09-30",
+            },
+            {"role": "user", "content": "What's the temperature in San Francisco now? How about tomorrow?"},
+        ],
+    ]
+    batch = DataProto(
+        non_tensor_batch={
+            "raw_prompt": np.array([np.array(prompt) for prompt in raw_prompts], dtype=object),
+            "agent_name": np.array(["tool_agent"] * len(raw_prompts)),
+            "data_source": np.array(["openai/gsm8k"] * len(raw_prompts)),
+            "reward_model": np.array([{"style": "rule", "ground_truth": "1.0"}] * len(raw_prompts)),
+        },
+    )
+    batch = batch.repeat(n)
+    result = agent_loop_manager.generate_sequences(prompts=batch)
+    assert len(result) == len(raw_prompts) * n
+
+    # Check turns
+    num_turns = result.non_tensor_batch["__num_turns__"]
+    print(f"num_turns: {num_turns}")
+    for i in range(len(num_turns)):
+        if i // n == 0:
+            # [user, assistant]
+            assert num_turns[i] == 2
+        else:
+            # [user, assistant, tool, assistant]
+            assert num_turns[i] == 4
+
+    # Check response_mask
+    tokenizer = hf_tokenizer(init_config.actor_rollout_ref.model.path)
+    responses = result.batch["responses"]
+    response_mask = result.batch["response_mask"]
+    attention_mask = result.batch["attention_mask"]
+    assert result.batch["rm_scores"].size(1) == responses.size(1)
+    assert responses.size() == response_mask.size(), f"{responses.size()} != {response_mask.size()}"
+    assert result.batch["rollout_log_probs"].size(1) == result.batch["responses"].size(1)
+
+    response_length = response_mask.size(1)
+    for i in range(len(responses)):
+        # response with tool response
+        valid_tokens = responses[i][attention_mask[i][-response_length:].bool()]
+        response_with_obs = tokenizer.decode(valid_tokens)
+
+        # response without tool response
+        valid_tokens = responses[i][response_mask[i].bool()]
+        response_without_obs = tokenizer.decode(valid_tokens)
+
+        assert "<tool_response>" not in response_without_obs, (
+            f"found <tool_response> in response: {response_without_obs}"
+        )
+        assert "</tool_response>" not in response_without_obs, (
+            f"found </tool_response> in response: {response_without_obs}"
+        )
+        print("=========================")
+        print(response_with_obs)
+        print("---")
+        print(response_without_obs)
+
+    print("Test passed!")
+    ray.shutdown()
+
+
+def test_tool_agent_with_interaction(init_config):
+    ray.init(
+        runtime_env={
+            "env_vars": {
+                "TOKENIZERS_PARALLELISM": "true",
+                "NCCL_DEBUG": "WARN",
+                "VLLM_LOGGING_LEVEL": "INFO",
+                "VLLM_USE_V1": "1",
+            }
+        }
+    )
+
+    # =========================== 1. Init rollout manager ===========================
+    tool_config = {
+        "tools": [
+            {
+                "class_name": "tests.experimental.agent_loop.test_basic_agent_loop.WeatherTool",
+                "config": {"type": "native"},
+            },
+            {
+                "class_name": "tests.experimental.agent_loop.test_basic_agent_loop.WeatherToolWithData",
+                "config": {"type": "native"},
+            },
+        ]
+    }
+    tool_config_path = "/tmp/tool_config.json"
+    with open(tool_config_path, "w") as f:
+        json.dump(tool_config, f)
+
+    interaction_config = {
+        "interaction": [
+            {"name": "weather", "class_name": "verl.interactions.weather_interaction.WeatherInteraction", "config": {}}
+        ]
+    }
+    interaction_config_path = "/tmp/interaction_config.json"
+    with open(interaction_config_path, "w") as f:
+        json.dump(interaction_config, f)
+
+    n = 2
+    init_config.actor_rollout_ref.rollout.n = n
+    init_config.actor_rollout_ref.rollout.multi_turn.tool_config_path = tool_config_path
+    init_config.actor_rollout_ref.rollout.multi_turn.interaction_config_path = interaction_config_path
+    init_config.actor_rollout_ref.rollout.multi_turn.max_parallel_calls = 2
+    agent_loop_manager = init_agent_loop_manager(init_config)
+
+    # =========================== 2. Generate sequences  ===========================
+    raw_prompts = [
+        [
+            {"role": "user", "content": "How are you?"},
+        ],
+        [
+            {"role": "user", "content": "What's the temperature in Los Angeles now?"},
+        ],
+        [
+            {"role": "user", "content": "What's the temperature in New York now?"},
+        ],
+        [
+            {
+                "role": "system",
+                "content": "You are Qwen, created by Alibaba Cloud. You are a helpful assistant.\n\n"
+                "Current Date: 2024-09-30",
+            },
+            {"role": "user", "content": "What's the temperature in San Francisco now? How about tomorrow?"},
+        ],
+    ]
+    batch = DataProto(
+        non_tensor_batch={
+            "raw_prompt": np.array([np.array(prompt) for prompt in raw_prompts], dtype=object),
+            "agent_name": np.array(["tool_agent"] * len(raw_prompts)),
+            "data_source": np.array(["openai/gsm8k"] * len(raw_prompts)),
+            "reward_model": np.array([{"style": "rule", "ground_truth": "1.0"}] * len(raw_prompts)),
+            "extra_info": np.array(
+                [
+                    {"interaction_kwargs": {"name": "weather"}},
+                    {"interaction_kwargs": {"name": "weather"}},
+                    {"interaction_kwargs": {"name": "weather"}},
+                    {"interaction_kwargs": {"name": "weather"}},
+                ]
+            ),
+        },
+    )
+    batch = batch.repeat(n)
+    result = agent_loop_manager.generate_sequences(prompts=batch)
+    assert len(result) == len(raw_prompts) * n
+
+    # Check turns
+    num_turns = result.non_tensor_batch["__num_turns__"]
+    print(f"num_turns: {num_turns}")
+    for i in range(len(num_turns)):
+        if i // n == 0:
+            # [user, assistant, user]
+            assert num_turns[i] == 3
+        else:
+            # [user, assistant, tool, assistant, user]
+            assert num_turns[i] == 5
+
+    # Check response_mask
+    tokenizer = hf_tokenizer(init_config.actor_rollout_ref.model.path)
+    responses = result.batch["responses"]
+    response_mask = result.batch["response_mask"]
+    attention_mask = result.batch["attention_mask"]
+    assert responses.size() == response_mask.size(), f"{responses.size()} != {response_mask.size()}"
+    response_length = response_mask.size(1)
+
+    for i in range(len(responses)):
+        # response with tool response
+        valid_tokens = responses[i][attention_mask[i][-response_length:].bool()]
+        response_with_obs = tokenizer.decode(valid_tokens)
+
+        # response without tool response
+        valid_tokens = responses[i][response_mask[i].bool()]
+        response_without_obs = tokenizer.decode(valid_tokens)
+
+        assert "\udb82\udc89" not in response_without_obs, f"found \udb82\udc89 in response: {response_without_obs}"
+        assert "\udb82\udc8a" not in response_without_obs, f"found \udb82\udc8a in response: {response_without_obs}"
+        print("=========================")
+        print(response_with_obs)
+        print("---")
+        print(response_without_obs)
+
+    print("Test passed!")
+    ray.shutdown()
+
+
+@pytest.mark.asyncio
+async def test_get_trajectory_info():
+    """Tests the get_trajectory_info method."""
+    # Initialize the class to set up class-level attributes
+    step = 10
+    index = [1, 1, 3, 3]
+    expected_info = [
+        {"step": step, "sample_index": 1, "rollout_n": 0, "validate": False},
+        {"step": step, "sample_index": 1, "rollout_n": 1, "validate": False},
+        {"step": step, "sample_index": 3, "rollout_n": 0, "validate": False},
+        {"step": step, "sample_index": 3, "rollout_n": 1, "validate": False},
+    ]
+
+    trajectory_info = await get_trajectory_info(step, index, validate=False)
+
+    assert trajectory_info == expected_info
diff --git a/verl/tests/experimental/agent_loop/test_standalone_rollout.py b/verl/tests/experimental/agent_loop/test_standalone_rollout.py
new file mode 100644
index 0000000000000000000000000000000000000000..a530bae8281abd2a884242fb0ad981c4838f339a
--- /dev/null
+++ b/verl/tests/experimental/agent_loop/test_standalone_rollout.py
@@ -0,0 +1,154 @@
+# Copyright 2024 Bytedance Ltd. and/or its affiliates
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+import asyncio
+import os
+
+import pytest
+import ray
+from omegaconf import DictConfig
+from openai import AsyncOpenAI, OpenAI
+
+from tests.experimental.agent_loop.agent_utils import init_agent_loop_manager
+from verl.workers.rollout.replica import get_rollout_replica_class
+
+
+@pytest.fixture
+def init_config() -> DictConfig:
+    from hydra import compose, initialize_config_dir
+
+    with initialize_config_dir(config_dir=os.path.abspath("verl/trainer/config")):
+        config = compose(config_name="ppo_trainer")
+
+    config.trainer.n_gpus_per_node = 4
+    config.trainer.nnodes = 2
+    config.actor_rollout_ref.actor.use_dynamic_bsz = True
+    config.actor_rollout_ref.model.path = os.path.expanduser("~/models/Qwen/Qwen2.5-1.5B-Instruct")
+    config.actor_rollout_ref.rollout.name = os.environ["ROLLOUT_NAME"]
+    config.actor_rollout_ref.rollout.mode = "async"
+    config.actor_rollout_ref.rollout.skip_tokenizer_init = False
+
+    return config
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("tp_size", [2, 4])
+async def test_standalone_rollout(init_config, tp_size):
+    """Test standalone rollout single node and multi nodes."""
+    ray.init(
+        runtime_env={
+            "env_vars": {
+                "TOKENIZERS_PARALLELISM": "true",
+                "NCCL_DEBUG": "WARN",
+                "VLLM_LOGGING_LEVEL": "INFO",
+                "VLLM_USE_V1": "1",
+            }
+        }
+    )
+
+    init_config.actor_rollout_ref.rollout.tensor_model_parallel_size = tp_size
+    num_replicas = (init_config.trainer.n_gpus_per_node * init_config.trainer.nnodes) // tp_size
+    rollout_config = init_config.actor_rollout_ref.rollout
+    model_config = init_config.actor_rollout_ref.model
+
+    # create standalone rollout server
+    rollout_server_class = get_rollout_replica_class(init_config.actor_rollout_ref.rollout.name)
+    rollout_servers = [
+        rollout_server_class(
+            replica_rank=replica_rank, config=rollout_config, model_config=model_config, gpus_per_node=2
+        )
+        for replica_rank in range(num_replicas)
+    ]
+    await asyncio.gather(*[server.init_standalone() for server in rollout_servers])
+
+    server_handles = [server._server_handle for server in rollout_servers]
+    server_addresses = [server._server_address for server in rollout_servers]
+    assert len(server_handles) == num_replicas
+    assert len(server_addresses) == num_replicas
+
+    os.environ.pop("HTTPS_PROXY", None)
+    os.environ.pop("HTTP_PROXY", None)
+    os.environ.pop("NO_PROXY", None)
+
+    client = AsyncOpenAI(
+        api_key="123-abc",
+        base_url=f"http://{server_addresses[0]}/v1",
+    )
+
+    completion = await client.chat.completions.create(
+        model=init_config.actor_rollout_ref.model.path,
+        messages=[{"role": "user", "content": "What can you do?"}],
+    )
+    print(completion.choices[0].message.content)
+
+    ray.shutdown()
+
+
+@pytest.mark.skip(reason="local test only")
+def test_hybrid_rollout_with_ep(init_config):
+    """Test hybrid rollout with expert parallelism, DP=2, TP=4, EP=8."""
+    ray.init(
+        runtime_env={
+            "env_vars": {
+                "TOKENIZERS_PARALLELISM": "true",
+                "NCCL_DEBUG": "WARN",
+                "VLLM_LOGGING_LEVEL": "INFO",
+                "VLLM_USE_V1": "1",
+            }
+        }
+    )
+
+    model_path = os.path.expanduser("~/models/Qwen/Qwen3-30B-A3B-Instruct-2507")
+    init_config.actor_rollout_ref.model.path = model_path
+
+    # parallelism config
+    init_config.actor_rollout_ref.rollout.tensor_model_parallel_size = 2
+    init_config.actor_rollout_ref.rollout.data_parallel_size = 4
+    init_config.actor_rollout_ref.rollout.expert_parallel_size = 8
+
+    # 1. init hybrid worker: FSDP+rollout
+    # - build FSDP model and optimizer
+    # - offload FSDP model and optimizer, build rollout
+    # - sleep rollout and load FSDP model and optimizer
+    agent_loop_manager = init_agent_loop_manager(init_config)
+
+    # 2. wake up rollout
+    # - wake_up weights
+    # - load_weights from FSDP
+    # - wake_up kv_cache
+    agent_loop_manager.wake_up()
+
+    # 3. test async openai call
+    server_address = agent_loop_manager.server_addresses[0]
+    client = OpenAI(
+        api_key="123-abc",
+        base_url=f"http://{server_address}/v1",
+    )
+
+    smapling_params = {
+        "temperature": 1.0,
+        "top_p": 1.0,
+        "max_tokens": 512,
+    }
+
+    response = client.chat.completions.create(
+        model=model_path,
+        messages=[{"role": "user", "content": "What can you do?"}],
+        **smapling_params,
+    )
+
+    completion = response.choices[0].message.content
+    print(f"response: {completion}")
+
+    print("Test passed!")
+    ray.shutdown()
diff --git a/verl/tests/test_base_config_on_cpu.py b/verl/tests/test_base_config_on_cpu.py
new file mode 100644
index 0000000000000000000000000000000000000000..9a50235c8ffa736551781d50cf5c937ce21afce0
--- /dev/null
+++ b/verl/tests/test_base_config_on_cpu.py
@@ -0,0 +1,42 @@
+# Copyright 2024 Bytedance Ltd. and/or its affiliates
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import pytest
+
+from verl.base_config import BaseConfig
+
+
+@pytest.fixture
+def base_config_mock():
+    """Fixture to create a mock BaseConfig instance with test attributes."""
+    mock_config = BaseConfig()
+    mock_config.test_attr = "test_value"
+    return mock_config
+
+
+def test_getitem_success(base_config_mock):
+    """Test __getitem__ with existing attribute (happy path)."""
+    assert base_config_mock["test_attr"] == "test_value"
+
+
+def test_getitem_nonexistent_attribute(base_config_mock):
+    """Test __getitem__ with non-existent attribute (exception path 1)."""
+    with pytest.raises(AttributeError):
+        _ = base_config_mock["nonexistent_attr"]
+
+
+def test_getitem_invalid_key_type(base_config_mock):
+    """Test __getitem__ with invalid key type (exception path 2)."""
+    with pytest.raises(TypeError):
+        _ = base_config_mock[123]  # type: ignore