From b7da17313a87d6d9254f3ace9bbaaec005ed3825 Mon Sep 17 00:00:00 2001 From: kokolerk <2509260383@qq.com> Date: Fri, 6 Feb 2026 15:32:09 +0800 Subject: [PATCH 1/6] jsd implement for opd --- examples/opd_gsm8k/README.md | 28 +++- examples/opd_gsm8k/opd_gsm8k_jsd.yaml | 75 ++++++++++ trinity/algorithm/advantage_fn/__init__.py | 1 + .../algorithm/advantage_fn/jsd_advantage.py | 128 ++++++++++++++++++ 4 files changed, 231 insertions(+), 1 deletion(-) create mode 100644 examples/opd_gsm8k/opd_gsm8k_jsd.yaml create mode 100644 trinity/algorithm/advantage_fn/jsd_advantage.py diff --git a/examples/opd_gsm8k/README.md b/examples/opd_gsm8k/README.md index eb0f9d6dadf..286e206e624 100644 --- a/examples/opd_gsm8k/README.md +++ b/examples/opd_gsm8k/README.md @@ -8,20 +8,46 @@ On-Policy Distillation is a knowledge distillation method, where in this example 3. The advantage is computed as: `advantages = kl_coef * (teacher_logprobs - student_logprobs)` 4. The student model is trained to minimize this KL divergence, effectively learning from the teacher -## Key Configuration +## Algorithm Variants + +### 1. On-Policy Distill (KL-based) +Uses KL divergence for advantage computation: - **Algorithm**: `on_policy_distill` - **Workflow**: `on_policy_distill_workflow` +- **Advantage**: `advantages = kl_coef * (teacher_logprobs - student_logprobs)` +- **Config file**: `opd_gsm8k.yaml` + +### 2. JSD (Jensen-Shannon Divergence) + +Uses Jensen-Shannon Divergence for advantage computation: +- **Algorithm**: `jsd` +- **Workflow**: `on_policy_distill_math_workflow` +- **Advantage**: `advantages = -kl_coef * JSD`, where `JSD(P||Q) = lambda_coef * KL(P||M) + (1-lambda_coef) * KL(Q||M)` and `M = (P+Q)/2` +- **Parameters**: + - `kl_coef`: Overall scaling coefficient for advantages (default: 1.0) + - `lambda_coef`: Weight for mixing KL(P||M) and KL(Q||M) in JSD (default: 0.5). When lambda=0.5, this gives the standard symmetric JSD. +- **Config file**: `opd_gsm8k_jsd.yaml` + +## Key Configuration + - **Student Model**: `Qwen/Qwen2.5-1.5B-Instruct` - **Teacher Model**: `Qwen/Qwen2.5-Math-7B-Instruct` (configured as auxiliary model) ## Running the Example Download the model checkpoint and modify your config file, then run: + +For KL-based OPD: ```bash trinity run examples/opd_gsm8k/opd_gsm8k.yaml ``` +For JSD-based OPD: +```bash +trinity run examples/opd_gsm8k/opd_gsm8k_jsd.yaml +``` + Then you are all set! It should be pretty simple😄, and the training should converge very quick. diff --git a/examples/opd_gsm8k/opd_gsm8k_jsd.yaml b/examples/opd_gsm8k/opd_gsm8k_jsd.yaml new file mode 100644 index 00000000000..b8670d28638 --- /dev/null +++ b/examples/opd_gsm8k/opd_gsm8k_jsd.yaml @@ -0,0 +1,75 @@ +project: "Trinity-RFT-gsm8k-opd" +name: "qwen2.5-1.5B-distill-from-math-7B-lr1e-5" +checkpoint_root_dir: ${oc.env:TRINITY_CHECKPOINT_ROOT_DIR,./checkpoints} +algorithm: + algorithm_type: jsd + repeat_times: 8 + optimizer: + lr: 1e-5 + advantage_fn_args: + kl_coef: 1.0 + lambda_coef: 0.5 +model: + # Student model + model_path: ${oc.env:TRINITY_MODEL_PATH,Qwen/Qwen2.5-1.5B-Instruct} + max_response_tokens: 1024 + max_model_len: 2048 +cluster: + node_num: 1 + gpu_per_node: 8 +buffer: + total_epochs: 1 + batch_size: 96 + explorer_input: + taskset: + name: gsm8k + storage_type: file + path: ${oc.env:TRINITY_TASKSET_PATH,openai/gsm8k} + subset_name: main + split: train + format: + prompt_key: 'question' + response_key: 'answer' + rollout_args: + temperature: 1.0 + # Use on_policy_distill_math_workflow for Qwen2.5-Math style format with accuracy reward + default_workflow_type: 'on_policy_distill_math_workflow' + trainer_input: + experience_buffer: + name: gsm8k_opd_buffer + storage_type: queue +explorer: + eval_interval: 50 + runner_per_model: 8 + rollout_model: + # Student model for rollout + engine_num: 4 + tensor_parallel_size: 1 + enable_prefix_caching: false + enforce_eager: true + dtype: bfloat16 + seed: 42 + auxiliary_models: + # Teacher model for distillation + - model_path: ${oc.env:TRINITY_MODEL_PATH,Qwen/Qwen2.5-Math-7B-Instruct} + engine_num: 1 + tensor_parallel_size: 2 + enable_prefix_caching: false + enforce_eager: true + dtype: bfloat16 + seed: 42 + max_model_len: 4096 + max_prompt_tokens: 2048 + max_response_tokens: 1024 +synchronizer: + sync_method: 'nccl' + sync_interval: 1 + sync_timeout: 1200 +trainer: + save_interval: 100 + grad_clip: 1.0 + use_dynamic_bsz: true + max_token_len_per_gpu: 16384 + ulysses_sequence_parallel_size: 1 +monitor: + monitor_type: wandb diff --git a/trinity/algorithm/advantage_fn/__init__.py b/trinity/algorithm/advantage_fn/__init__.py index 3b4dfe887e2..239862ba580 100644 --- a/trinity/algorithm/advantage_fn/__init__.py +++ b/trinity/algorithm/advantage_fn/__init__.py @@ -18,6 +18,7 @@ "asymre_verl": "trinity.algorithm.advantage_fn.asymre_advantage.ASYMREAdvantageFn", "rec": "trinity.algorithm.advantage_fn.rec_advantage.RECGroupedAdvantage", "on_policy_distill": "trinity.algorithm.advantage_fn.on_policy_distill_advantage.OnPolicyDistillAdvantage", + "jsd": "trinity.algorithm.advantage_fn.jsd_advantage.JSDAdvantage", }, ) diff --git a/trinity/algorithm/advantage_fn/jsd_advantage.py b/trinity/algorithm/advantage_fn/jsd_advantage.py new file mode 100644 index 00000000000..40f8b07a00b --- /dev/null +++ b/trinity/algorithm/advantage_fn/jsd_advantage.py @@ -0,0 +1,128 @@ +# -*- coding: utf-8 -*- +"""Jensen-Shannon Divergence (JSD) advantage computation. + +JSD(P||Q) = lambda * KL(P||M) + (1-lambda) * KL(Q||M), where M = (P+Q)/2 +When lambda=0.5, this gives the standard symmetric JSD. + +For advantage function, we compute the per-token contribution to JSD +and use it to guide the student model towards the teacher model. +""" + +from typing import Dict, Tuple + +import torch +from verl import DataProto + +from trinity.algorithm.advantage_fn.advantage_fn import AdvantageFn + + +class JSDAdvantage(AdvantageFn): + """Advantage function using Jensen-Shannon Divergence. + + Computes JSD using the correct formula: + JSD(P||Q) = lambda * KL(P||M) + (1-lambda) * KL(Q||M), where M = (P+Q)/2 + When lambda=0.5, this gives the standard symmetric JSD. + + For advantage computation, we use the gradient direction of JSD + with respect to the student model, which guides the student towards + minimizing JSD with the teacher. + + The teacher_logprobs should be stored in Experience.teacher_logprobs + by the workflow during exploration. + """ + + def __init__(self, lambda_coef: float = 0.5, kl_coef: float = 1.0) -> None: + """Initialize JSD advantage function. + + Args: + lambda_coef: Weight for mixing KL(P||M) and KL(Q||M) in JSD. + JSD = lambda * KL(P||M) + (1-lambda) * KL(Q||M). + Standard symmetric JSD uses 0.5. Range: [0, 1]. + kl_coef: Overall scaling coefficient for advantages. + """ + self.lambda_coef = lambda_coef + self.kl_coef = kl_coef + + def _js_divergence_per_token( + self, student_logprobs: torch.Tensor, teacher_logprobs: torch.Tensor + ) -> torch.Tensor: + """Compute JSD per token: JSD(P||Q) = lambda * KL(P||M) + (1-lambda) * KL(Q||M), M = (P+Q)/2. + + This follows the reference implementation: + JSD(P||Q) = lambda * KL(P||M) + (1-lambda) * KL(Q||M), where M = (P+Q)/2 + When lambda=0.5, this gives the standard symmetric JSD. + + Args: + student_logprobs: Student log probabilities [batch, seq] + teacher_logprobs: Teacher log probabilities [batch, seq] + + Returns: + JSD per token [batch, seq] + """ + # M = (P+Q)/2, so log(M) = logsumexp([student_logprobs, teacher_logprobs]) - log(2) + m = torch.logsumexp(torch.stack([student_logprobs, teacher_logprobs]), dim=0) - torch.log( + torch.tensor(2.0, device=student_logprobs.device) + ) + + # KL(P||M) per token: (p/m) * log(p/m) = exp(student_logprobs - logm) * (student_logprobs - logm) + kl_p_m = torch.exp(student_logprobs - m) * (student_logprobs - m) + + # KL(Q||M) per token: (q/m) * log(q/m) = exp(teacher_logprobs - logm) * (teacher_logprobs - logm) + kl_q_m = torch.exp(teacher_logprobs - m) * (teacher_logprobs - m) + + # JSD = lambda * KL(P||M) + (1-lambda) * KL(Q||M) + jsd = self.lambda_coef * kl_p_m + (1.0 - self.lambda_coef) * kl_q_m + + return jsd + + def __call__(self, exps: DataProto, **kwargs) -> Tuple[DataProto, Dict]: + """Compute advantages using JSD. + + Advantages are computed directly from JSD: advantages = -kl_coef * JSD + Since we want to minimize JSD, we use negative JSD as advantage. + Lower JSD (better alignment with teacher) → higher advantage. + The advantage guides the policy gradient to reduce JSD. + + Args: + exps: DataProto containing: + - old_log_probs: student's sampling logprobs [batch, seq] + - teacher_logprobs: teacher's logprobs [batch, seq] + - response_mask: mask for response tokens [batch, seq] + + Returns: + exps: DataProto with advantages and returns added + metrics: Dict with jsd and advantage statistics + """ + metrics = {} + + old_log_probs = exps.batch["old_log_probs"] # student sampling logprobs + teacher_log_probs = exps.batch["teacher_logprobs"] + response_mask = exps.batch["response_mask"] + + # Compute JSD per token + jsd_per_token = self._js_divergence_per_token(old_log_probs, teacher_log_probs) + + # For advantage function, use JSD directly + # Since we want to minimize JSD, we use negative JSD as advantage + # This means: lower JSD (better alignment) → higher advantage + # The advantage guides the policy gradient to reduce JSD + advantages = -self.kl_coef * jsd_per_token + + # Apply mask + advantages = advantages * response_mask + + exps.batch["advantages"] = advantages + exps.batch["returns"] = advantages.clone() + + # JSD metrics + jsd_sum = (jsd_per_token * response_mask).sum(dim=-1) + metrics["jsd/mean"] = jsd_sum.mean().item() + metrics["jsd/std"] = jsd_sum.std().item() if jsd_sum.numel() > 1 else 0.0 + + metrics["advantages/mean"] = advantages.sum(dim=-1).mean().item() + + return exps, metrics + + @classmethod + def default_args(cls) -> Dict: + return {"lambda_coef": 0.5, "kl_coef": 1.0} From 3ae104b6a846f0c8e35807d3884b0c081525e03d Mon Sep 17 00:00:00 2001 From: kokolerk <2509260383@qq.com> Date: Fri, 6 Feb 2026 16:10:03 +0800 Subject: [PATCH 2/6] jsd implement --- .../algorithm/advantage_fn/jsd_advantage.py | 59 +++++++++++-------- 1 file changed, 35 insertions(+), 24 deletions(-) diff --git a/trinity/algorithm/advantage_fn/jsd_advantage.py b/trinity/algorithm/advantage_fn/jsd_advantage.py index 40f8b07a00b..45ba707bc35 100644 --- a/trinity/algorithm/advantage_fn/jsd_advantage.py +++ b/trinity/algorithm/advantage_fn/jsd_advantage.py @@ -46,32 +46,43 @@ def __init__(self, lambda_coef: float = 0.5, kl_coef: float = 1.0) -> None: def _js_divergence_per_token( self, student_logprobs: torch.Tensor, teacher_logprobs: torch.Tensor ) -> torch.Tensor: - """Compute JSD per token: JSD(P||Q) = lambda * KL(P||M) + (1-lambda) * KL(Q||M), M = (P+Q)/2. - - This follows the reference implementation: - JSD(P||Q) = lambda * KL(P||M) + (1-lambda) * KL(Q||M), where M = (P+Q)/2 - When lambda=0.5, this gives the standard symmetric JSD. - - Args: - student_logprobs: Student log probabilities [batch, seq] - teacher_logprobs: Teacher log probabilities [batch, seq] - - Returns: - JSD per token [batch, seq] """ - # M = (P+Q)/2, so log(M) = logsumexp([student_logprobs, teacher_logprobs]) - log(2) - m = torch.logsumexp(torch.stack([student_logprobs, teacher_logprobs]), dim=0) - torch.log( - torch.tensor(2.0, device=student_logprobs.device) - ) - - # KL(P||M) per token: (p/m) * log(p/m) = exp(student_logprobs - logm) * (student_logprobs - logm) - kl_p_m = torch.exp(student_logprobs - m) * (student_logprobs - m) - - # KL(Q||M) per token: (q/m) * log(q/m) = exp(teacher_logprobs - logm) * (teacher_logprobs - logm) - kl_q_m = torch.exp(teacher_logprobs - m) * (teacher_logprobs - m) + Compute JSD per token. + JSD = beta * KL(teacher || mixture) + (1-beta) * KL(student || mixture) + """ + beta = self.lambda_coef + + # Ensure probabilities for the KL weighting + # We use teacher/student logprobs to scale the log-difference + p_teacher = torch.exp(teacher_logprobs) + p_student = torch.exp(student_logprobs) + + if beta <= 0: + # If no teacher influence, divergence is 0 (distributions are the same mixture) + return torch.zeros_like(student_logprobs) + + if beta >= 1: + # If no student influence, divergence is 0 + return torch.zeros_like(student_logprobs) - # JSD = lambda * KL(P||M) + (1-lambda) * KL(Q||M) - jsd = self.lambda_coef * kl_p_m + (1.0 - self.lambda_coef) * kl_q_m + # Compute mixture log probabilities: m = beta * teacher + (1-beta) * student + log_beta = torch.log(torch.tensor(beta, device=student_logprobs.device)) + log_1_minus_beta = torch.log(torch.tensor(1 - beta, device=student_logprobs.device)) + + # log(m) + mixture_log_probs = torch.logsumexp( + torch.stack([student_logprobs + log_1_minus_beta, teacher_logprobs + log_beta]), + dim=0, + ) + + # KL(teacher || mixture) = P_t * (log P_t - log M) + kl_teacher = p_teacher * (teacher_logprobs - mixture_log_probs) + + # KL(student || mixture) = P_s * (log P_s - log M) + kl_student = p_student * (student_logprobs - mixture_log_probs) + + # Weighted JSD + jsd = beta * kl_teacher + (1 - beta) * kl_student return jsd From a75c9168dceb7f30937631ef520bf6f9e3387656 Mon Sep 17 00:00:00 2001 From: kokolerk <2509260383@qq.com> Date: Fri, 6 Feb 2026 16:45:19 +0800 Subject: [PATCH 3/6] pre-commit changes --- trinity/algorithm/advantage_fn/jsd_advantage.py | 14 +++++++------- 1 file changed, 7 insertions(+), 7 deletions(-) diff --git a/trinity/algorithm/advantage_fn/jsd_advantage.py b/trinity/algorithm/advantage_fn/jsd_advantage.py index 45ba707bc35..68dcfd6f40a 100644 --- a/trinity/algorithm/advantage_fn/jsd_advantage.py +++ b/trinity/algorithm/advantage_fn/jsd_advantage.py @@ -51,7 +51,7 @@ def _js_divergence_per_token( JSD = beta * KL(teacher || mixture) + (1-beta) * KL(student || mixture) """ beta = self.lambda_coef - + # Ensure probabilities for the KL weighting # We use teacher/student logprobs to scale the log-difference p_teacher = torch.exp(teacher_logprobs) @@ -60,7 +60,7 @@ def _js_divergence_per_token( if beta <= 0: # If no teacher influence, divergence is 0 (distributions are the same mixture) return torch.zeros_like(student_logprobs) - + if beta >= 1: # If no student influence, divergence is 0 return torch.zeros_like(student_logprobs) @@ -68,19 +68,19 @@ def _js_divergence_per_token( # Compute mixture log probabilities: m = beta * teacher + (1-beta) * student log_beta = torch.log(torch.tensor(beta, device=student_logprobs.device)) log_1_minus_beta = torch.log(torch.tensor(1 - beta, device=student_logprobs.device)) - + # log(m) mixture_log_probs = torch.logsumexp( torch.stack([student_logprobs + log_1_minus_beta, teacher_logprobs + log_beta]), dim=0, ) - + # KL(teacher || mixture) = P_t * (log P_t - log M) kl_teacher = p_teacher * (teacher_logprobs - mixture_log_probs) - + # KL(student || mixture) = P_s * (log P_s - log M) kl_student = p_student * (student_logprobs - mixture_log_probs) - + # Weighted JSD jsd = beta * kl_teacher + (1 - beta) * kl_student @@ -112,7 +112,7 @@ def __call__(self, exps: DataProto, **kwargs) -> Tuple[DataProto, Dict]: # Compute JSD per token jsd_per_token = self._js_divergence_per_token(old_log_probs, teacher_log_probs) - + # For advantage function, use JSD directly # Since we want to minimize JSD, we use negative JSD as advantage # This means: lower JSD (better alignment) → higher advantage From 82af77a134080de26e058637c126fb22d41e1ebd Mon Sep 17 00:00:00 2001 From: kokolerk <2509260383@qq.com> Date: Wed, 11 Feb 2026 11:49:07 +0800 Subject: [PATCH 4/6] update jsd in readme and docs --- README.md | 1 + README_zh.md | 2 ++ docs/sphinx_doc/source/main.md | 1 + docs/sphinx_doc/source_zh/main.md | 1 + 4 files changed, 5 insertions(+) diff --git a/README.md b/README.md index 048800de670..de9c43af49f 100644 --- a/README.md +++ b/README.md @@ -115,6 +115,7 @@ Trinity-RFT provides functionalities for users with different backgrounds and ob | CISPO [[Paper](https://arxiv.org/pdf/2506.13585)] | - | [[Code](https://github.com/agentscope-ai/Trinity-RFT/tree/main/trinity/algorithm/policy_loss_fn/cispo_policy_loss.py)] | `algorithm_type: cispo` | | SAPO [[Paper](https://arxiv.org/pdf/2511.20347)] | - | [[Code](https://github.com/agentscope-ai/Trinity-RFT/tree/main/trinity/algorithm/policy_loss_fn/sapo_policy_loss.py)] | `algorithm_type: sapo` | | On-Policy Distillation [[Blog](https://thinkingmachines.ai/blog/on-policy-distillation/)] [[Paper](https://arxiv.org/pdf/2306.13649)] | [[GSM8K Example](https://github.com/agentscope-ai/Trinity-RFT/tree/main/examples/opd_gsm8k)] | [[Code](https://github.com/agentscope-ai/Trinity-RFT/tree/main/trinity/common/workflows/on_policy_distill_workflow.py)] | `algorithm_type: on_policy_distill` | +| JSD (Jensen-Shannon Divergence) | [[GSM8K Example](https://github.com/agentscope-ai/Trinity-RFT/tree/main/examples/opd_gsm8k/opd_gsm8k_jsd.yaml)] | [[Code](https://github.com/agentscope-ai/Trinity-RFT/tree/main/trinity/algorithm/advantage_fn/jsd_advantage.py)] | `algorithm_type: jsd` | --- diff --git a/README_zh.md b/README_zh.md index 657d4f6bcde..5642481dd2d 100644 --- a/README_zh.md +++ b/README_zh.md @@ -138,6 +138,8 @@ Trinity-RFT 面向不同背景和目标的用户提供相应功能: | CISPO [[论文](https://arxiv.org/pdf/2506.13585)] | - | [[代码](https://github.com/agentscope-ai/Trinity-RFT/tree/main/trinity/algorithm/policy_loss_fn/cispo_policy_loss.py)] | `algorithm_type: cispo` | | SAPO [[论文](https://arxiv.org/pdf/2511.20347)] | - | [[代码](https://github.com/agentscope-ai/Trinity-RFT/tree/main/trinity/algorithm/policy_loss_fn/sapo_policy_loss.py)] | `algorithm_type: sapo` | | On-Policy Distillation [[博客](https://thinkingmachines.ai/blog/on-policy-distillation/)] [[论文](https://arxiv.org/pdf/2306.13649)] | [[GSM8K 示例](https://github.com/agentscope-ai/Trinity-RFT/tree/main/examples/opd_gsm8k)] | [[代码](https://github.com/agentscope-ai/Trinity-RFT/tree/main/trinity/common/workflows/on_policy_distill_workflow.py)] | `algorithm_type: on_policy_distill` | +| JSD(Jensen-Shannon 散度) | [[GSM8K 示例](https://github.com/agentscope-ai/Trinity-RFT/tree/main/examples/opd_gsm8k/opd_gsm8k_jsd.yaml)] | [[代码](https://github.com/agentscope-ai/Trinity-RFT/tree/main/trinity/algorithm/advantage_fn/jsd_advantage.py)] | `algorithm_type: jsd` | + --- diff --git a/docs/sphinx_doc/source/main.md b/docs/sphinx_doc/source/main.md index 6340212f4a9..4caf6987276 100644 --- a/docs/sphinx_doc/source/main.md +++ b/docs/sphinx_doc/source/main.md @@ -89,6 +89,7 @@ We list some algorithms supported by Trinity-RFT in the following table. For mor | CISPO [[Paper](https://arxiv.org/pdf/2506.13585)] | - | [[Code](https://github.com/agentscope-ai/Trinity-RFT/tree/main/trinity/algorithm/policy_loss_fn/cispo_policy_loss.py)] | `algorithm_type: cispo` | | SAPO [[Paper](https://arxiv.org/pdf/2511.20347)] | - | [[Code](https://github.com/agentscope-ai/Trinity-RFT/tree/main/trinity/algorithm/policy_loss_fn/sapo_policy_loss.py)] | `algorithm_type: sapo` | | On-Policy Distillation [[Blog](https://thinkingmachines.ai/blog/on-policy-distillation/)] [[Paper](https://arxiv.org/pdf/2306.13649)] | [[GSM8K Example](https://github.com/agentscope-ai/Trinity-RFT/tree/main/examples/opd_gsm8k)] | [[Code](https://github.com/agentscope-ai/Trinity-RFT/tree/main/trinity/common/workflows/on_policy_distill_workflow.py)] | `algorithm_type: on_policy_distill` | +| JSD (Jensen-Shannon Divergence) | [[GSM8K Example](https://github.com/agentscope-ai/Trinity-RFT/tree/main/examples/opd_gsm8k/opd_gsm8k_jsd.yaml)] | [[Code](https://github.com/agentscope-ai/Trinity-RFT/tree/main/trinity/algorithm/advantage_fn/jsd_advantage.py)] | `algorithm_type: jsd` | diff --git a/docs/sphinx_doc/source_zh/main.md b/docs/sphinx_doc/source_zh/main.md index 05ab256e15b..1252742d4ec 100644 --- a/docs/sphinx_doc/source_zh/main.md +++ b/docs/sphinx_doc/source_zh/main.md @@ -85,6 +85,7 @@ Trinity-RFT 面向不同背景和目标的用户提供相应功能: | CISPO [[论文](https://arxiv.org/pdf/2506.13585)] | - | [[代码](https://github.com/agentscope-ai/Trinity-RFT/tree/main/trinity/algorithm/policy_loss_fn/cispo_policy_loss.py)] | `algorithm_type: cispo` | | SAPO [[论文](https://arxiv.org/pdf/2511.20347)] | - | [[代码](https://github.com/agentscope-ai/Trinity-RFT/tree/main/trinity/algorithm/policy_loss_fn/sapo_policy_loss.py)] | `algorithm_type: sapo` | | On-Policy Distillation [[博客](https://thinkingmachines.ai/blog/on-policy-distillation/)] [[论文](https://arxiv.org/pdf/2306.13649)] | [[GSM8K 示例](https://github.com/agentscope-ai/Trinity-RFT/tree/main/examples/opd_gsm8k)] | [[代码](https://github.com/agentscope-ai/Trinity-RFT/tree/main/trinity/common/workflows/on_policy_distill_workflow.py)] | `algorithm_type: on_policy_distill` | +| JSD(Jensen-Shannon 散度) | [[GSM8K 示例](https://github.com/agentscope-ai/Trinity-RFT/tree/main/examples/opd_gsm8k/opd_gsm8k_jsd.yaml)] | [[代码](https://github.com/agentscope-ai/Trinity-RFT/tree/main/trinity/algorithm/advantage_fn/jsd_advantage.py)] | `algorithm_type: jsd` | From 4abd3578d9bff0cf560d0b6f9c7e6e895e444e41 Mon Sep 17 00:00:00 2001 From: kokolerk <2509260383@qq.com> Date: Wed, 11 Feb 2026 12:01:41 +0800 Subject: [PATCH 5/6] JSD: SWIFT-aligned (beta=0/1 as KL, log-space, temperature + chunk_size) --- .../algorithm/advantage_fn/jsd_advantage.py | 185 ++++++++++++------ 1 file changed, 124 insertions(+), 61 deletions(-) diff --git a/trinity/algorithm/advantage_fn/jsd_advantage.py b/trinity/algorithm/advantage_fn/jsd_advantage.py index 68dcfd6f40a..75ffe6894de 100644 --- a/trinity/algorithm/advantage_fn/jsd_advantage.py +++ b/trinity/algorithm/advantage_fn/jsd_advantage.py @@ -1,14 +1,12 @@ # -*- coding: utf-8 -*- """Jensen-Shannon Divergence (JSD) advantage computation. -JSD(P||Q) = lambda * KL(P||M) + (1-lambda) * KL(Q||M), where M = (P+Q)/2 -When lambda=0.5, this gives the standard symmetric JSD. - -For advantage function, we compute the per-token contribution to JSD -and use it to guide the student model towards the teacher model. +JSD(P||Q) = beta * KL(teacher||M) + (1-beta) * KL(student||M), where M = beta*teacher + (1-beta)*student. +When beta=0.5, this gives the standard symmetric JSD. All computations in log-space (no exp). +Aligned with SWIFT: beta=0/1 yield pure KL; temperature and optional chunking supported. """ -from typing import Dict, Tuple +from typing import Dict, Optional, Tuple import torch from verl import DataProto @@ -17,74 +15,126 @@ class JSDAdvantage(AdvantageFn): - """Advantage function using Jensen-Shannon Divergence. - - Computes JSD using the correct formula: - JSD(P||Q) = lambda * KL(P||M) + (1-lambda) * KL(Q||M), where M = (P+Q)/2 - When lambda=0.5, this gives the standard symmetric JSD. + """Advantage function using Jensen-Shannon Divergence (log-space, SWIFT-aligned). - For advantage computation, we use the gradient direction of JSD - with respect to the student model, which guides the student towards - minimizing JSD with the teacher. + Computes JSD in log-space only: + - beta=0: JSD = KL(student || teacher) [pure KL] + - beta=1: JSD = KL(teacher || student) [pure KL] + - else: JSD = beta*KL(teacher||M) + (1-beta)*KL(student||M), M = mixture in log-space. The teacher_logprobs should be stored in Experience.teacher_logprobs by the workflow during exploration. """ - def __init__(self, lambda_coef: float = 0.5, kl_coef: float = 1.0) -> None: + def __init__( + self, + lambda_coef: float = 0.5, + kl_coef: float = 1.0, + temperature: float = 1.0, + chunk_size: Optional[int] = None, + ) -> None: """Initialize JSD advantage function. Args: - lambda_coef: Weight for mixing KL(P||M) and KL(Q||M) in JSD. - JSD = lambda * KL(P||M) + (1-lambda) * KL(Q||M). - Standard symmetric JSD uses 0.5. Range: [0, 1]. + lambda_coef: Weight beta for mixture. JSD = beta*KL(teacher||M) + (1-beta)*KL(student||M). + beta=0 => KL(student||teacher), beta=1 => KL(teacher||student). Range: [0, 1]. kl_coef: Overall scaling coefficient for advantages. + temperature: Temperature scaling for log-probs (log_probs / temperature). 1.0 = no scaling. + chunk_size: If set, process flattened valid tokens in chunks to reduce peak memory; None = no chunking. """ self.lambda_coef = lambda_coef self.kl_coef = kl_coef + self.temperature = temperature + self.chunk_size = chunk_size def _js_divergence_per_token( - self, student_logprobs: torch.Tensor, teacher_logprobs: torch.Tensor + self, + student_logprobs: torch.Tensor, + teacher_logprobs: torch.Tensor, + mask: Optional[torch.Tensor] = None, ) -> torch.Tensor: """ - Compute JSD per token. - JSD = beta * KL(teacher || mixture) + (1-beta) * KL(student || mixture) + Compute JSD per token in log-space only (no exp). + - beta=0: KL(student || teacher) = student_logprobs - teacher_logprobs + - beta=1: KL(teacher || student) = teacher_logprobs - student_logprobs + - else: mixture log_m = logsumexp([s+log(1-beta), t+log(beta)]); JSD = beta*(t-log_m) + (1-beta)*(s-log_m). """ beta = self.lambda_coef + s = student_logprobs + t = teacher_logprobs + + if beta == 0: + # Pure KL(student || teacher) + jsd = s - t + elif beta == 1: + # Pure KL(teacher || student) + jsd = t - s + else: + # Precompute log coefficients once + dtype, device = s.dtype, s.device + beta_t = torch.tensor(beta, dtype=dtype, device=device) + log_beta = torch.log(beta_t) + log_1_minus_beta = torch.log1p(-beta_t) + + # log(mixture) = log(beta*teacher + (1-beta)*student) + mixture_log = torch.logsumexp( + torch.stack([s + log_1_minus_beta, t + log_beta]), + dim=0, + ) + # KL(teacher || mixture) = t - log_m, KL(student || mixture) = s - log_m (log-space, no exp) + kl_teacher = t - mixture_log + kl_student = s - mixture_log + jsd = beta_t * kl_teacher + (1 - beta_t) * kl_student + + if mask is not None: + jsd = jsd * mask + return jsd - # Ensure probabilities for the KL weighting - # We use teacher/student logprobs to scale the log-difference - p_teacher = torch.exp(teacher_logprobs) - p_student = torch.exp(student_logprobs) - - if beta <= 0: - # If no teacher influence, divergence is 0 (distributions are the same mixture) - return torch.zeros_like(student_logprobs) - - if beta >= 1: - # If no student influence, divergence is 0 - return torch.zeros_like(student_logprobs) - - # Compute mixture log probabilities: m = beta * teacher + (1-beta) * student - log_beta = torch.log(torch.tensor(beta, device=student_logprobs.device)) - log_1_minus_beta = torch.log(torch.tensor(1 - beta, device=student_logprobs.device)) - - # log(m) - mixture_log_probs = torch.logsumexp( - torch.stack([student_logprobs + log_1_minus_beta, teacher_logprobs + log_beta]), - dim=0, - ) - - # KL(teacher || mixture) = P_t * (log P_t - log M) - kl_teacher = p_teacher * (teacher_logprobs - mixture_log_probs) - - # KL(student || mixture) = P_s * (log P_s - log M) - kl_student = p_student * (student_logprobs - mixture_log_probs) - - # Weighted JSD - jsd = beta * kl_teacher + (1 - beta) * kl_student + def _js_divergence_per_token_chunked( + self, + student_logprobs: torch.Tensor, + teacher_logprobs: torch.Tensor, + response_mask: torch.Tensor, + ) -> torch.Tensor: + """Compute JSD per token with optional chunking over valid positions (for memory).""" + flat_s = student_logprobs.reshape(-1) + flat_t = teacher_logprobs.reshape(-1) + flat_mask = response_mask.reshape(-1) + valid = flat_mask > 0 + n_valid = valid.sum().item() + if n_valid == 0: + return (flat_s * 0).reshape_as(response_mask) + + s_valid = flat_s[valid] + t_valid = flat_t[valid] + chunk_size = self.chunk_size or n_valid + beta = self.lambda_coef - return jsd + if beta == 0: + jsd_valid = s_valid - t_valid + elif beta == 1: + jsd_valid = t_valid - s_valid + else: + dtype, device = s_valid.dtype, s_valid.device + beta_t = torch.tensor(beta, dtype=dtype, device=device) + log_beta = torch.log(beta_t) + log_1_minus_beta = torch.log1p(-beta_t) + jsd_valid = s_valid.new_zeros(s_valid.shape) + for start in range(0, n_valid, chunk_size): + end = min(start + chunk_size, n_valid) + s_chunk = s_valid[start:end] + t_chunk = t_valid[start:end] + mixture_log = torch.logsumexp( + torch.stack([s_chunk + log_1_minus_beta, t_chunk + log_beta]), + dim=0, + ) + kl_t = t_chunk - mixture_log + kl_s = s_chunk - mixture_log + jsd_valid[start:end] = beta_t * kl_t + (1 - beta_t) * kl_s + + out = flat_s.new_zeros(flat_s.shape) + out[valid] = jsd_valid + return out.reshape_as(response_mask) def __call__(self, exps: DataProto, **kwargs) -> Tuple[DataProto, Dict]: """Compute advantages using JSD. @@ -110,22 +160,30 @@ def __call__(self, exps: DataProto, **kwargs) -> Tuple[DataProto, Dict]: teacher_log_probs = exps.batch["teacher_logprobs"] response_mask = exps.batch["response_mask"] - # Compute JSD per token - jsd_per_token = self._js_divergence_per_token(old_log_probs, teacher_log_probs) + # Temperature scaling (align with SWIFT: logits / T => apply to log-probs here) + if self.temperature != 1.0: + old_log_probs = old_log_probs / self.temperature + teacher_log_probs = teacher_log_probs / self.temperature + + # Compute JSD per token (with optional chunking for memory) + if self.chunk_size is not None: + jsd_per_token = self._js_divergence_per_token_chunked( + old_log_probs, teacher_log_probs, response_mask + ) + else: + jsd_per_token = self._js_divergence_per_token( + old_log_probs, teacher_log_probs, mask=response_mask + ) # For advantage function, use JSD directly # Since we want to minimize JSD, we use negative JSD as advantage - # This means: lower JSD (better alignment) → higher advantage - # The advantage guides the policy gradient to reduce JSD advantages = -self.kl_coef * jsd_per_token - - # Apply mask advantages = advantages * response_mask exps.batch["advantages"] = advantages exps.batch["returns"] = advantages.clone() - # JSD metrics + # JSD metrics (over valid tokens) jsd_sum = (jsd_per_token * response_mask).sum(dim=-1) metrics["jsd/mean"] = jsd_sum.mean().item() metrics["jsd/std"] = jsd_sum.std().item() if jsd_sum.numel() > 1 else 0.0 @@ -136,4 +194,9 @@ def __call__(self, exps: DataProto, **kwargs) -> Tuple[DataProto, Dict]: @classmethod def default_args(cls) -> Dict: - return {"lambda_coef": 0.5, "kl_coef": 1.0} + return { + "lambda_coef": 0.5, + "kl_coef": 1.0, + "temperature": 1.0, + "chunk_size": None, + } From bc3a3ffc7c06edae17bf679b5735058102eb2cd8 Mon Sep 17 00:00:00 2001 From: kokolerk <2509260383@qq.com> Date: Thu, 12 Feb 2026 16:16:07 +0800 Subject: [PATCH 6/6] train curve; algorthm type --- docs/sphinx_doc/assets/jsd_acc.png | Bin 0 -> 102772 bytes docs/sphinx_doc/assets/jsd_kl.png | Bin 0 -> 107010 bytes examples/opd_gsm8k/README.md | 6 ++++++ trinity/algorithm/__init__.py | 1 + trinity/algorithm/algorithm.py | 27 +++++++++++++++++++++++++++ 5 files changed, 34 insertions(+) create mode 100644 docs/sphinx_doc/assets/jsd_acc.png create mode 100644 docs/sphinx_doc/assets/jsd_kl.png diff --git a/docs/sphinx_doc/assets/jsd_acc.png 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