From db9e07f2bc4401620be4cb7f7863a51a85b99f55 Mon Sep 17 00:00:00 2001 From: Keval Morabia <28916987+kevalmorabia97@users.noreply.github.com> Date: Wed, 22 Apr 2026 14:05:03 -0700 Subject: [PATCH 01/11] =?UTF-8?q?docs:=20add=20Nemotron-Nano-9B-v2=20?= =?UTF-8?q?=E2=86=92=20Pruned=207B=20Minitron=20distillation=20results?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit - Add examples/megatron_bridge/results/ with an index README linking Minitron and Puzzletron experiment results - Add Nemotron-Nano-9B-v2 → Pruned 7B result doc with benchmark scaling curves (2.5B–80B tokens), key observations, gap comparison vs official 9B/12B, data blend + ablations, pruning + distillation repro steps, checkpoint conversion note, and nemo_evaluator.yaml - Add examples/dataset/MEGATRON_DATA_PREP.md with tokenization commands for all Nemotron Pre/Post-Training v1/v3 datasets; link it from examples/dataset/README.md - Add plot_results.py and learning_curves.png figure - Update megatron_bridge, pruning, puzzletron, and dataset READMEs to link results; add Puzzletron section under pruning/README.md - Update CHANGELOG.rst Co-Authored-By: Claude Sonnet 4.6 Signed-off-by: Keval Morabia <28916987+kevalmorabia97@users.noreply.github.com> --- CHANGELOG.rst | 1 + examples/dataset/MEGATRON_DATA_PREP.md | 155 +++++++++++ examples/dataset/README.md | 4 + examples/megatron_bridge/README.md | 3 +- examples/megatron_bridge/distill.py | 2 +- examples/megatron_bridge/results/README.md | 12 + .../ABLATIONS.md | 76 ++++++ .../nemotron_nano_9b_v2_pruned_7b/README.md | 248 ++++++++++++++++++ .../figures/learning_curves.png | Bin 0 -> 287103 bytes .../nemo_evaluator.yaml | 184 +++++++++++++ .../plot_results.py | 200 ++++++++++++++ examples/pruning/README.md | 18 ++ examples/puzzletron/README.md | 2 + 13 files changed, 903 insertions(+), 2 deletions(-) create mode 100644 examples/dataset/MEGATRON_DATA_PREP.md create mode 100644 examples/megatron_bridge/results/README.md create mode 100644 examples/megatron_bridge/results/minitron/nemotron_nano_9b_v2_pruned_7b/ABLATIONS.md create mode 100644 examples/megatron_bridge/results/minitron/nemotron_nano_9b_v2_pruned_7b/README.md create mode 100644 examples/megatron_bridge/results/minitron/nemotron_nano_9b_v2_pruned_7b/figures/learning_curves.png create mode 100644 examples/megatron_bridge/results/minitron/nemotron_nano_9b_v2_pruned_7b/nemo_evaluator.yaml create mode 100644 examples/megatron_bridge/results/minitron/nemotron_nano_9b_v2_pruned_7b/plot_results.py diff --git a/CHANGELOG.rst b/CHANGELOG.rst index 539cdeef819..16195dba1b8 100755 --- a/CHANGELOG.rst +++ b/CHANGELOG.rst @@ -54,6 +54,7 @@ Changelog - Bump minimum required PyTorch version to 2.8. - [Experimental] Add support for transformers>=5.0, including generic PTQ and unified HF checkpoint export for fused MoE expert modules (Mixtral, Qwen2-MoE, Qwen3-MoE, Qwen3.5-MoE, DeepSeek-V3, Jamba, OLMoE, etc.). - Improve ``megatron_preprocess_data``: add ``--reasoning_content`` support for Nemotron v3 datasets, eliminate intermediate JSONL for HuggingFace datasets, return output file prefixes from the Python API, add gzip input support (``.jsonl.gz``), add ``--strip_newlines`` flag for plain-text pretraining data, add ``--hf_streaming`` for very large datasets (only consumed rows downloaded), and auto-shuffle when ``--hf_max_samples_per_split`` is set to avoid biased sampling. +- Add end-to-end Minitron pruning and distillation results for Nemotron-Nano-9B-v2 → Pruned 7B with data blend preparation, blend ablation study, and a nemo-evaluator evaluation config. See `examples/megatron_bridge/results/minitron/nemotron_nano_9b_v2_pruned_7b/README.md `_ for details. 0.43 (2026-04-16) ^^^^^^^^^^^^^^^^^ diff --git a/examples/dataset/MEGATRON_DATA_PREP.md b/examples/dataset/MEGATRON_DATA_PREP.md new file mode 100644 index 00000000000..7bc52c02e7d --- /dev/null +++ b/examples/dataset/MEGATRON_DATA_PREP.md @@ -0,0 +1,155 @@ +# Data Preparation + +Tokenization commands for the Nemotron Pre-Training and Post-Training dataset collections used in megatron-bridge distillation experiments. + +Two parameters vary by model — set them before running the commands below: + +```bash +TOKENIZER=nvidia/NVIDIA-Nemotron-Nano-9B-v2 # HuggingFace tokenizer (or local path) +OUTPUT_DIR=tokenized_nano_v2 # Output directory for tokenized files +``` + +Output files are written in Megatron binary format (`.bin` / `.idx`). See [examples/dataset/README.md](../dataset/README.md) for full tokenization documentation. + +> **Tip:** Token count for a `.bin` file = file size in bytes ÷ 4. This is also printed by the tokenization script on completion. + +> Tokenizing each of the datasets below will take anywhere between 10 minutes to 1 hour. You can tokenize all in parallel to speed up the process. + +--- + +## Nemotron Pretraining dataset + +**[nvidia/Nemotron-Pretraining-SFT-v1](https://huggingface.co/datasets/nvidia/Nemotron-Pretraining-SFT-v1)** — raw text; omitting `--hf_name` tokenizes all 3 subsets (Code, General, MATH) in one command, producing a separate output file per subset named after each: + +```bash +python -m modelopt.torch.utils.plugins.megatron_preprocess_data \ + --hf_dataset nvidia/Nemotron-Pretraining-SFT-v1 \ + --hf_split train \ + --hf_streaming \ + --hf_max_samples_per_split 10_000_000 \ + --json_keys text \ + --tokenizer ${TOKENIZER} \ + --output_dir ${OUTPUT_DIR} \ + --workers 96 \ + --max_sequence_length 256_000 \ + --append_eod \ + --strip_newlines +``` + +--- + +## Nemotron Post-training v1 dataset + +**[nvidia/Nemotron-Post-Training-Dataset-v1](https://huggingface.co/datasets/nvidia/Nemotron-Post-Training-Dataset-v1)** — STEM subset, capped at 5M samples. v1 data does not contain reasoning traces; `--reasoning_content strip` drops any if present: + +```bash +python -m modelopt.torch.utils.plugins.megatron_preprocess_data \ + --hf_dataset nvidia/Nemotron-Post-Training-Dataset-v1 \ + --hf_name default \ + --hf_split stem \ + --hf_streaming \ + --hf_max_samples_per_split 5_000_000 \ + --json_keys messages \ + --tokenizer ${TOKENIZER} \ + --output_dir ${OUTPUT_DIR} \ + --workers 96 \ + --max_sequence_length 256_000 +``` + +--- + +## Nemotron Post-training v3 collection + +Datasets below are from the [Nemotron Post-Training v3 collection](https://huggingface.co/collections/nvidia/nemotron-post-training-v3). All use `--reasoning_content inline` to preserve `` traces. The collection contains many more datasets — if you care about benchmarks not covered here (e.g. multilingual, agentic/tool use, SWE, safety), pick the relevant datasets from the collection and tokenize them the same way. + +**[nvidia/Nemotron-Math-v2](https://huggingface.co/datasets/nvidia/Nemotron-Math-v2)** — tokenize `high_part00` and `high_part01` separately: + +```bash +for SPLIT in high_part00 high_part01; do + python -m modelopt.torch.utils.plugins.megatron_preprocess_data \ + --hf_dataset nvidia/Nemotron-Math-v2 \ + --hf_split ${SPLIT} \ + --json_keys messages \ + --tokenizer ${TOKENIZER} \ + --output_dir ${OUTPUT_DIR} \ + --workers 96 \ + --max_sequence_length 256_000 \ + --reasoning_content inline +done +``` + +**[nvidia/Nemotron-SFT-Competitive-Programming-v2](https://huggingface.co/datasets/nvidia/Nemotron-SFT-Competitive-Programming-v2)** — stored as raw JSONL on HuggingFace, download before tokenizing: + +```bash +huggingface-cli download nvidia/Nemotron-SFT-Competitive-Programming-v2 \ + --repo-type dataset \ + --local-dir datasets/Nemotron-SFT-Competitive-Programming-v2/ +python -m modelopt.torch.utils.plugins.megatron_preprocess_data \ + --input_dir datasets/Nemotron-SFT-Competitive-Programming-v2/data/ \ + --json_keys messages \ + --tokenizer ${TOKENIZER} \ + --output_dir ${OUTPUT_DIR} \ + --workers 96 \ + --max_sequence_length 256_000 \ + --reasoning_content inline +``` + +**[nvidia/Nemotron-SFT-Math-v3](https://huggingface.co/datasets/nvidia/Nemotron-SFT-Math-v3) and [nvidia/Nemotron-Science-v1](https://huggingface.co/datasets/nvidia/Nemotron-Science-v1)**: + +```bash +for DATASET in \ + "nvidia/Nemotron-SFT-Math-v3 default train" \ + "nvidia/Nemotron-Science-v1 default_MCQ train" \ + "nvidia/Nemotron-Science-v1 default_RQA train"; do + read HF_DATASET HF_NAME HF_SPLIT <<< ${DATASET} + python -m modelopt.torch.utils.plugins.megatron_preprocess_data \ + --hf_dataset ${HF_DATASET} \ + --hf_name ${HF_NAME} \ + --hf_split ${HF_SPLIT} \ + --json_keys messages \ + --tokenizer ${TOKENIZER} \ + --output_dir ${OUTPUT_DIR} \ + --workers 96 \ + --max_sequence_length 256_000 \ + --reasoning_content inline +done +``` + +**[nvidia/Nemotron-SFT-Instruction-Following-Chat-v2](https://huggingface.co/datasets/nvidia/Nemotron-SFT-Instruction-Following-Chat-v2)** — stored as raw JSONL on HuggingFace, download before tokenizing: + +```bash +huggingface-cli download nvidia/Nemotron-SFT-Instruction-Following-Chat-v2 \ + --repo-type dataset \ + --local-dir datasets/Nemotron-SFT-Instruction-Following-Chat-v2/ +python -m modelopt.torch.utils.plugins.megatron_preprocess_data \ + --input_dir datasets/Nemotron-SFT-Instruction-Following-Chat-v2/data/ \ + --json_keys messages \ + --tokenizer ${TOKENIZER} \ + --output_dir ${OUTPUT_DIR} \ + --workers 96 \ + --max_sequence_length 256_000 \ + --reasoning_content inline +``` + +--- + +## Expected output + +After running all commands above, `${OUTPUT_DIR}/` should contain the following `.bin` / `.idx` file pairs: + +```text +tokenized_nano_v2/ + nvidia--Nemotron-Pretraining-SFT-v1_Nemotron-SFT-Code_train_text_max10000000.{bin,idx} + nvidia--Nemotron-Pretraining-SFT-v1_Nemotron-SFT-General_train_text_max10000000.{bin,idx} + nvidia--Nemotron-Pretraining-SFT-v1_Nemotron-SFT-MATH_train_text_max10000000.{bin,idx} + nvidia--Nemotron-Post-Training-Dataset-v1_default_stem_messages_max5000000.{bin,idx} + nvidia--Nemotron-Math-v2_default_high_part00_messages.{bin,idx} + nvidia--Nemotron-Math-v2_default_high_part01_messages.{bin,idx} + nvidia--Nemotron-SFT-Competitive-Programming-v2_competitive_programming_python_00_messages.{bin,idx} + nvidia--Nemotron-SFT-Competitive-Programming-v2_competitive_programming_cpp_00_messages.{bin,idx} + nvidia--Nemotron-SFT-Math-v3_default_train_messages.{bin,idx} + nvidia--Nemotron-Science-v1_default_MCQ_messages.{bin,idx} + nvidia--Nemotron-Science-v1_default_RQA_messages.{bin,idx} + nvidia--Nemotron-SFT-Instruction-Following-Chat-v2_reasoning_on_messages.{bin,idx} + nvidia--Nemotron-SFT-Instruction-Following-Chat-v2_reasoning_off_messages.{bin,idx} +``` diff --git a/examples/dataset/README.md b/examples/dataset/README.md index 15cb21613c2..fedadab39ec 100644 --- a/examples/dataset/README.md +++ b/examples/dataset/README.md @@ -220,6 +220,10 @@ python -m modelopt.torch.utils.plugins.megatron_preprocess_data \ --reasoning_content inline ``` +### Ready-to-run tokenization commands for Nemotron Pre/Post-Training Datasets + +For ready-to-run tokenization commands covering all Nemotron Pre/Post-Training datasets used in Megatron-Bridge distillation scripts, see **[MEGATRON_DATA_PREP.md](MEGATRON_DATA_PREP.md)**. + ## Synthetic Test Dataset `synthetic_conversations_1k.jsonl` is a 1,000-sample dataset in OpenAI messages format diff --git a/examples/megatron_bridge/README.md b/examples/megatron_bridge/README.md index 571a0c49884..08a9e5cbffb 100644 --- a/examples/megatron_bridge/README.md +++ b/examples/megatron_bridge/README.md @@ -10,6 +10,7 @@ This directory contains examples of using Model Optimizer with [NeMo Megatron-Br | Pruning | Examples of pruning a model using Minitron algorithm | \[[Link](#pruning)\] | | Distillation | Examples of distillation a pruned or quantized model | \[[Link](#distillation)\] | | Post-Training Quantization | Examples of quantizing a model | \[[Link](#post-training-quantization)\] | +| Results | Distillation experiment results for Minitron and Puzzletron pruning | \[[Link](results/README.md)\] | | Resources | Extra links to relevant resources | \[[Link](#resources)\] | @@ -189,7 +190,7 @@ For more details, see the [Megatron-Bridge conversion README](https://github.com ### Distillation Results -See [results/puzzletron.md](results/puzzletron.md) for MMLU results demonstrating knowledge distillation on Puzzletron-compressed student models. +See [results/](results/README.md) for distillation experiment results covering Minitron and Puzzletron pruning algorithms. ## Post-Training Quantization diff --git a/examples/megatron_bridge/distill.py b/examples/megatron_bridge/distill.py index 6adeb19e2f8..1866208eb71 100644 --- a/examples/megatron_bridge/distill.py +++ b/examples/megatron_bridge/distill.py @@ -303,7 +303,7 @@ def _build_model_provider(hf_path): save_interval=args.eval_interval, save=checkpoint_dir, load=checkpoint_dir, # Resume from this directory (if exists) - most_recent_k=5, # Keeps 5 most recent checkpoints (not metric-based) + most_recent_k=50, # Keeps 50 most recent checkpoints (not metric-based) ckpt_format="torch_dist", async_save=True, fully_parallel_save=True, diff --git a/examples/megatron_bridge/results/README.md b/examples/megatron_bridge/results/README.md new file mode 100644 index 00000000000..7ec8454015c --- /dev/null +++ b/examples/megatron_bridge/results/README.md @@ -0,0 +1,12 @@ +# Megatron-Bridge Distillation Results + +Experiment results for knowledge distillation via Megatron-Bridge after structured pruning. Two pruning algorithms are covered: + +| Algorithm | Experiment | Summary | +| --- | --- | --- | +| [Minitron](minitron/nemotron_nano_9b_v2_pruned_7b/README.md) | Nemotron-Nano-9B-v2 → Pruned 7B | Structured pruning of Nemotron-Nano-9B-v2 to 7B, distilled up to 80B tokens. Achieves near-parity with the official 9B across MMLU, MMLU Pro, GPQA, LCB, AIME, Math 500, IFEval, and SciCode. | +| [Puzzletron](puzzletron.md) | Qwen3-8B → 80%; Llama-3.1-8B-Instruct → 50%/69% | Compression using Puzzletron followed by short distillation runs (100 iters on WikiText-103). Shows MMLU recovery and illustrates dataset size requirements — small datasets can cause overfitting and regression. | + +## Shared Resources + +- **[MEGATRON_DATA_PREP.md](../../dataset/MEGATRON_DATA_PREP.md)** — Tokenization commands for all datasets used in distillation experiments (Nemotron Pre/Post-Training collections). diff --git a/examples/megatron_bridge/results/minitron/nemotron_nano_9b_v2_pruned_7b/ABLATIONS.md b/examples/megatron_bridge/results/minitron/nemotron_nano_9b_v2_pruned_7b/ABLATIONS.md new file mode 100644 index 00000000000..4b507dbd70c --- /dev/null +++ b/examples/megatron_bridge/results/minitron/nemotron_nano_9b_v2_pruned_7b/ABLATIONS.md @@ -0,0 +1,76 @@ +# Distillation Blend Ablations + +All experiments prune Nemotron-Nano-9B-v2 → 7B and distill with teacher = Nemotron-Nano-9B-v2 (official). The final chosen blend (**30pre_70post_v1v3**) is in [README.md](README.md). + +--- + +## Baseline: Pre-SFT-v1 Only (no post-training data) + +Pure Nemotron-Pretraining-SFT-v1 data only (no post-training reasoning traces). + +| Tokens | MMLU | MMLU Pro | GPQA | LCB v6 | AIME 2025 | Math 500 | IFEval | SciCode | +|---|---|---|---|---|---|---|---|---| +| 19B | 72.7 | 70.5 | 53.9 | 58.8 | 63.4 | 94.4 | 57.9 | 19.2 | +| 56B | 73.3 | 71.9 | 54.3 | 62.0 | 63.8 | 95.0 | 58.7 | 17.9 | + +**Notes:** Highest MMLU of any blend, but AIME stagnates and LCB lags. Pretraining data alone insufficient for reasoning benchmarks. + +--- + +## Baseline: Pure Post-Training Data (pt-v1v2) + +70% post-training only (no pretraining data), Nemotron-v1/v2 blend. + +| Tokens | MMLU | MMLU Pro | GPQA | LCB v6 | AIME 2025 | Math 500 | IFEval | SciCode | +|---|---|---|---|---|---|---|---|---| +| 2.5B | 71.0 | 69.3 | 52.6 | 54.8 | 58.2 | 94.1 | 51.7 | 14.4 | +| 5B | 70.8 | 70.7 | 53.6 | 57.2 | 63.8 | 94.1 | 50.5 | 14.2 | +| 20B | 69.8 | 71.7 | 54.7 | 57.5 | 64.7 | 94.6 | 41.9 | 13.4 | +| 40B | 70.0 | 71.7 | 53.2 | 57.4 | 67.6 | 95.2 | 43.3 | 16.2 | + +**Notes:** IFEval degrades badly at longer training (41.9 at 20B). LCB lags behind other blends. + +--- + +## 30% Pretraining / 70% Post-Training: v1v2 Blend + +30% Nemotron-Pretraining-SFT-v1 + 70% Nemotron-v1/v2 post-training data. + +| Tokens | MMLU | MMLU Pro | GPQA | LCB v6 | AIME 2025 | Math 500 | IFEval | SciCode | +|---|---|---|---|---|---|---|---|---| +| 2.5B | 71.9 | 68.9 | 49.8 | 56.4 | 55.3 | 93.3 | 58.2 | 14.6 | +| 5B | — | — | — | — | — | — | — | — | +| 20B | 71.6 | 71.2 | 52.7 | 58.0 | 65.1 | 94.0 | 55.7 | 14.2 | +| 40B | 72.7 | 71.1 | 54.0 | 59.7 | 65.5 | 95.2 | 53.8 | 19.2 | +| 60B | 73.0 | 71.9 | 55.9 | 60.0 | 67.8 | 95.4 | 56.4 | 21.7 | +| 80B | 73.4 | 72.7 | 54.7 | 61.8 | 70.7 | 95.3 | 57.8 | 19.9 | +| 100B | 73.5 | 72.8 | 56.4 | 62.4 | 71.9 | 95.8 | 59.1 | 19.4 | + +**Notes:** Best MMLU of the 30/70 blends (~1% above v3 blends). IFEval ~56–59 (lower than v3 blends). GPQA shows instability at longer runs. + +--- + +## 30% Pretraining / 70% Post-Training: v3 Blend + +Refined v3 blend: dropped exercism/text2sql, added Nemotron-Math-v2 part01, boosted Math to 30% total. + +| Tokens | MMLU | MMLU Pro | GPQA | LCB v6 | AIME 2025 | Math 500 | IFEval | SciCode | +|---|---|---|---|---|---|---|---|---| +| 2.5B | 70.5 | 69.0 | 51.2 | 59.1 | 62.9 | 94.3 | 62.2 | 11.6 | +| 5B | 71.0 | 69.8 | 53.0 | 59.4 | 65.0 | 94.4 | 66.8 | 20.3 | +| 20B | 71.2 | 70.8 | 53.3 | 60.0 | 69.1 | 95.3 | 63.8 | 22.6 | +| 40B | 71.0 | 71.7 | 54.0 | 62.3 | 71.3 | 95.3 | 66.8 | 17.9 | +| 60B | 72.0 | 72.3 | 56.3 | 62.0 | 71.6 | 95.6 | 65.5 | 21.5 | +| 80B | 72.3 | 73.0 | 53.9 | 63.0 | 72.4 | 96.2 | 65.5 | 21.3 | + +**Notes:** Better AIME and LCB than blend 1 at 40B+. GPQA still unstable (53.9 at 80B). MMLU ~1% below v1v2 blend. + +--- + +## Blend Design Notes + +**Why MMLU is ~1% lower with v3 blends:** The heavy reasoning-trace format (chain-of-thought, TIR) in v3 data suppresses general knowledge recall measured by MMLU. This is structural — v1v2 post-training data has a more knowledge-dense format. Upweighting Pretraining-SFT-v1 General (to 20%) partially mitigates this. Given that MMLU Pro is better with v3 blends, lower MMLU is acceptable. + +**Why GPQA is unstable in blend 1:** Science-v1 MCQ (497M tokens) and RQA (278M tokens) are repeated ~14× over 100B training steps, causing overfitting to MCQ format. Fix in v1v3: add Nemotron-Post-Training-Dataset-v1 STEM (~60B tokens, ~0.13 epochs at 80B) as primary science source; reduce Science-v1 to low weights (3+2) for format alignment only. + +**Why 80B is the recommended stopping point:** SciCode degrades or crashes at 100B (blend2: 1.6; AIME also degrades). Best overall profile is at 60–80B tokens. diff --git a/examples/megatron_bridge/results/minitron/nemotron_nano_9b_v2_pruned_7b/README.md b/examples/megatron_bridge/results/minitron/nemotron_nano_9b_v2_pruned_7b/README.md new file mode 100644 index 00000000000..834a65046a6 --- /dev/null +++ b/examples/megatron_bridge/results/minitron/nemotron_nano_9b_v2_pruned_7b/README.md @@ -0,0 +1,248 @@ +# Nemotron-Nano-9B-v2 → Pruned 7B + +Structured pruning of [Nemotron-Nano-9B-v2](https://huggingface.co/nvidia/Nemotron-Nano-9B-v2) to 7B using Minitron and knowledge distillation. + +**Environment:** Container `nvcr.io/nvidia/nemo:26.02`, ModelOpt 0.43.0. See the [Megatron Bridge README](../../README.md) for environment setup and container usage. + +## Results + +![Benchmark Recovery During Knowledge Distillation](figures/learning_curves.png) + +| Model | MMLU | MMLU Pro | GPQA | LCB v6 | AIME 2025 | Math 500 | IFEval | SciCode | +| --- | --- | --- | --- | --- | --- | --- | --- | --- | +| Pruned 7B (no distillation) | 67.8 | 11.9 | 17.7 | 1.4 | 0.3 | 6.0 | 41.8 | 0.1 | +| Pruned 7B + distill 2.5B tokens (400 iters) | 70.7 | 68.4 | 52.7 | 57.0 | 63.0 | 93.7 | 63.2 | 11.6 | +| Pruned 7B + distill 20B tokens (3200 iters) | 71.3 | 71.7 | 54.8 | 62.0 | 69.1 | 95.2 | 63.8 | 20.9 | +| Pruned 7B + distill 40B tokens (6400 iters) | 71.1 | 71.6 | 53.7 | 60.9 | 70.4 | 95.6 | 68.0 | 21.1 | +| Pruned 7B + distill 60B tokens (9600 iters) | 72.1 | 72.1 | 54.9 | 61.6 | 70.3 | 95.4 | 64.7 | 24.1 | +| Pruned 7B + distill 80B tokens (12800 iters) | 72.2 | 73.0 | 56.9 | 62.6 | 72.0 | 95.8 | 66.2 | 22.2 | +| Nemotron-Nano-9B-v2 (official, pruned from 12B) | 74.7 | 74.9 | 56.1 | 64.4 | 73.2 | 95.9 | 65.8 | 21.9 | +| Nemotron-Nano-12B-v2 (official) | 78.5 | 77.9 | 58.2 | 66.6 | 76.1 | 96.9 | 67.9 | 28.4 | + +**Key observations:** + +- **All benchmarks recover dramatically within the first checkpoint (2.5B tokens).** The pruned-only model is essentially non-functional, but a single distillation run recovers most capabilities. +- **Math 500 and IFEval plateau quickly** — essentially saturated after 2.5B tokens, with minimal gains over the remaining training. +- **MMLU also largely plateaus** after the first checkpoint. +- **AIME, MMLU Pro, GPQA, and SciCode continue improving** throughout the full run and benefit meaningfully from longer training. +- **The 7B model at 80B tokens closes most of the gap to the official 9B**, and actually exceeds it on GPQA, IFEval, and SciCode. The table below compares the 7B→9B gap against the 9B→12B gap — both are ~25% compression — showing that the second pruning round recovers more efficiently: + +| Benchmark | 7B (80B tokens) vs 9B | 9B (official) vs 12B | +| --- | --- | --- | +| MMLU | −2.5 | −3.8 | +| MMLU Pro | −1.9 | −3.0 | +| GPQA | **+0.8** | −2.1 | +| LCB v6 | −1.8 | −2.2 | +| AIME 2025 | −1.2 | −2.9 | +| Math 500 | −0.1 | −1.0 | +| IFEval | **+0.4** | −2.1 | +| SciCode | **+0.3** | −6.5 | + +Distillation uses the **30% Pretraining (Code 5, General 20, MATH 5) + 70% Post-training v1/v3 (Math 30, Coding 20, Science 15, IF 5)** blend (see [Data Blend](#data-blend) below). Blend ablations are in [ABLATIONS.md](ABLATIONS.md). + +> **Note:** Exact numbers may vary depending on deployment and evaluation setup. All models above — including the official 9B and 12B — were evaluated with the same [nemo_evaluator.yaml](nemo_evaluator.yaml) for fair comparison. These numbers may differ from those reported on the official [Nemotron-Nano-9B-v2](https://huggingface.co/nvidia/Nemotron-Nano-9B-v2) and [Nemotron-Nano-12B-v2](https://huggingface.co/nvidia/Nemotron-Nano-12B-v2) HuggingFace model cards. +> +> The official Nemotron-Nano-9B-v2 model was itself produced by pruning Nemotron-Nano-12B-v2 using Minitron. See [arxiv:2508.14444](https://arxiv.org/abs/2508.14444) for details on the exact steps used there. + +--- + +## Steps to Reproduce + +### 1. Data Preparation + +See [examples/dataset/MEGATRON_DATA_PREP.md](../../../../dataset/MEGATRON_DATA_PREP.md) for tokenization commands for all datasets used in this blend. + +For this experiment: `TOKENIZER=nvidia/NVIDIA-Nemotron-Nano-9B-v2`, `OUTPUT_DIR=tokenized_nano_v2`. + +#### Data Blend + +**30% Pretraining (Code 5, General 20, MATH 5) + 70% Post-training v1/v3 (Math 30, Coding 20, Science 15, IF 5)** + +```bash +BLEND_DATA_ROOT=/path/to/tokenized/Nemotron-Nano-v2 + +DATA_BLEND=" \ +5 $BLEND_DATA_ROOT/nvidia--Nemotron-Pretraining-SFT-v1_Nemotron-SFT-Code_train_text_max10000000 \ +20 $BLEND_DATA_ROOT/nvidia--Nemotron-Pretraining-SFT-v1_Nemotron-SFT-General_train_text_max10000000 \ +5 $BLEND_DATA_ROOT/nvidia--Nemotron-Pretraining-SFT-v1_Nemotron-SFT-MATH_train_text_max10000000 \ +15 $BLEND_DATA_ROOT/nvidia--Nemotron-Math-v2_default_high_part00_messages \ +10 $BLEND_DATA_ROOT/nvidia--Nemotron-Math-v2_default_high_part01_messages \ +5 $BLEND_DATA_ROOT/nvidia--Nemotron-SFT-Math-v3_default_train_messages \ +15 $BLEND_DATA_ROOT/nvidia--Nemotron-SFT-Competitive-Programming-v2_competitive_programming_python_00_messages \ +5 $BLEND_DATA_ROOT/nvidia--Nemotron-SFT-Competitive-Programming-v2_competitive_programming_cpp_00_messages \ +10 $BLEND_DATA_ROOT/nvidia--Nemotron-Post-Training-Dataset-v1_default_stem_messages_max5000000 \ +3 $BLEND_DATA_ROOT/nvidia--Nemotron-Science-v1_default_MCQ_messages \ +2 $BLEND_DATA_ROOT/nvidia--Nemotron-Science-v1_default_RQA_messages \ +3 $BLEND_DATA_ROOT/nvidia--Nemotron-SFT-Instruction-Following-Chat-v2_reasoning_on_messages \ +2 $BLEND_DATA_ROOT/nvidia--Nemotron-SFT-Instruction-Following-Chat-v2_reasoning_off_messages \ +" +``` + +| Dataset | Tokens | Weight | Notes | +| --- | --- | --- | --- | +| Nemotron-Pretraining-SFT-v1 / Code | 6.7B | 5 | Pretraining code | +| Nemotron-Pretraining-SFT-v1 / General | 15.9B | 20 | Upweighted to better close MMLU gap | +| Nemotron-Pretraining-SFT-v1 / MATH | 12.1B | 5 | Pretraining math | +| Nemotron-Math-v2 / high part00 | 9.3B | 15 | Hard math reasoning | +| Nemotron-Math-v2 / high part01 | 10.6B | 10 | Hard math reasoning | +| Nemotron-SFT-Math-v3 | 2.1B | 5 | TIR reasoning traces | +| Nemotron-SFT-Competitive-Programming-v2 / python | 6.7B | 15 | Python reasoning traces | +| Nemotron-SFT-Competitive-Programming-v2 / cpp | 6.7B | 5 | C++ reasoning traces | +| Nemotron-Post-Training-Dataset-v1 / stem | ~60B | 10 | Broad STEM | +| Nemotron-Science-v1 / MCQ | 497M | 3 | GPQA MCQ format alignment | +| Nemotron-Science-v1 / RQA | 278M | 2 | GPQA format diversity | +| Nemotron-SFT-IF-Chat-v2 / reasoning_on | 2.2B | 3 | Instruction following (thinking on) | +| Nemotron-SFT-IF-Chat-v2 / reasoning_off | 1.4B | 2 | Instruction following (thinking off) | + +#### General Guidelines + +Always use 30% pretraining and 70% post-training data as optimal blend. Exact proportions may vary depending on the benchmarks you care about. The blend above was designed to maximize recovery on important benchmarks reported in the Nemotron-Nano-9B-v2 model card. The key design decisions were: + +- **30% pretraining data** closes the MMLU gap that arises from training exclusively on reasoning-heavy post-training data. The General split (20%) is upweighted specifically to recover general knowledge recall. +- **Math (30%)** is the largest post-training category because AIME and MMLU Pro respond strongly to more math reasoning tokens. Two `Nemotron-Math-v2` splits are used to avoid repetition at longer token budgets. +- **Science (15%)** uses `Nemotron-Post-Training-Dataset-v1 / stem` as the primary source for volume and GPQA stability, with small allocations to `Nemotron-Science-v1` MCQ/RQA subsets for format alignment with GPQA's multiple-choice structure. +- **Instruction following (5%)** saturates quickly — IFEval reaches 60+% within 2.5B tokens — so a small allocation is sufficient. + +This blend intentionally omits capabilities not targeted in this experiment (e.g. long context and multilingual benchmarks). Depending on what benchmarks matter for your use case, you can substitute or add datasets from the [Nemotron Post-Training v3 collection](https://huggingface.co/collections/nvidia/nemotron-post-training-v3), for example: + +| Capability | Relevant datasets | +| --- | --- | +| Multilingual | `Nemotron-SFT-Multilingual-v1` | +| Agentic / tool use | `Nemotron-SFT-Tool-Call-v1`, `Nemotron-SFT-Tool-Call-v2` | +| Software engineering (SWE) | `Nemotron-SFT-SWE-v1` | +| Safety / alignment | `Nemotron-SFT-Safety-v1` | +| Long context | `Nemotron-SFT-Long-Context-v1` | + +When adding new datasets, reduce weights of lower-priority categories proportionally to keep the total at 100%. + +--- + +### 2. Pruning + +Run on **1 node × 8x H100** (~2 hours). Model Optimizer 0.44.0 has some optimizations to make this process run in <1 hour! + +Non-default arguments: `--hparams_to_skip num_attention_heads` (default: none; attention heads pruning is harder to recover hence skipped), `--seq_length 8192` (default: 4096) since dataset has longer sequences. All other arguments use defaults i.e. we optimize for MMLU (5% subset, 0-shot) for the pruned model (without distillation). + +```bash +torchrun --nproc_per_node 8 /opt/Model-Optimizer/examples/megatron_bridge/prune_minitron.py \ + --pp_size 8 \ + --hf_model_name_or_path nvidia/NVIDIA-Nemotron-Nano-9B-v2 \ + --trust_remote_code \ + --prune_target_params 7e9 \ + --hparams_to_skip num_attention_heads \ + --seq_length 8192 \ + --output_hf_path /path/to/Nemotron-Nano-9B-v2-Pruned-7B +``` + +Important pruning logs: + +```bash +"Only considering atmost 40% for width and 20% for depth pruning hparams +Skipping hparams_to_skip=['num_attention_heads'] during search space generation... + Search space for num_layers: [46, 48, 50, 52, 54, 56] + Search space for hidden_size: [2816, 3072, 3328, 3584, 3840, 4096, 4352, 4480] + Search space for mamba_num_heads: [80, 88, 96, 104, 112, 120, 128] + Search space for mamba_head_dim: [56, 64, 72, 80] + Search space for ffn_hidden_size: [9728, 10240, 10752, 11264, 11776, 12288, 12800, 13312, 13824, 14336, 14848, 15360, 15680] + Total search space in consideration: 17472 + +Top 10 candidates with scores: +{'num_layers': 50, 'hidden_size': 4480, 'mamba_num_heads': 128, 'mamba_head_dim': 56, 'ffn_hidden_size': 15680} -> 7.00B params, 0.2019 score +{'num_layers': 56, 'hidden_size': 4096, 'mamba_num_heads': 96, 'mamba_head_dim': 80, 'ffn_hidden_size': 14336} -> 7.00B params, 0.4363 score +{'num_layers': 48, 'hidden_size': 4352, 'mamba_num_heads': 120, 'mamba_head_dim': 80, 'ffn_hidden_size': 13824} -> 7.00B params, 0.6789 score [BEST SUBNET] +{'num_layers': 56, 'hidden_size': 4352, 'mamba_num_heads': 112, 'mamba_head_dim': 80, 'ffn_hidden_size': 10240} -> 7.00B params, 0.5203 score +{'num_layers': 54, 'hidden_size': 4480, 'mamba_num_heads': 104, 'mamba_head_dim': 80, 'ffn_hidden_size': 11264} -> 7.00B params, 0.2615 score +{'num_layers': 46, 'hidden_size': 4480, 'mamba_num_heads': 128, 'mamba_head_dim': 72, 'ffn_hidden_size': 14848} -> 7.00B params, 0.6165 score +{'num_layers': 50, 'hidden_size': 4480, 'mamba_num_heads': 112, 'mamba_head_dim': 64, 'ffn_hidden_size': 15680} -> 7.00B params, 0.4214 score +{'num_layers': 54, 'hidden_size': 4096, 'mamba_num_heads': 112, 'mamba_head_dim': 80, 'ffn_hidden_size': 13312} -> 7.00B params, 0.5894 score +{'num_layers': 56, 'hidden_size': 4352, 'mamba_num_heads': 120, 'mamba_head_dim': 72, 'ffn_hidden_size': 10752} -> 7.00B params, 0.4688 score +{'num_layers': 52, 'hidden_size': 4352, 'mamba_num_heads': 120, 'mamba_head_dim': 72, 'ffn_hidden_size': 12800} -> 7.00B params, 0.5596 score + +Dropping decoder layers [43, 44, 45, 46, 47, 48, 50, 52] from model. +Original hybrid_override_pattern: M-M-M-MM-M-M-M*-M-M-M*-M-M-M-M*-M-M-M-M*-M-MM-M-M-M-M-M- +Pruned hybrid_override_pattern: M-M-M-MM-M-M-M*-M-M-M*-M-M-M-M*-M-M-M-M*-MMMM-M-" +``` + +--- + +### 3. Distillation + +Run on **96 nodes × 8x H100 (768 GPUs total)**. ~600 H100 GPU-hours per 1k steps (~6.3B tokens), i.e. ~45 min wall-clock per 1k steps. Full 80B token run (~13k steps) takes ~9k H100 GPU-hours (~10 hours wall-clock). + +Non-default arguments: `--seq_length 8192` (default: 4096), `--mbs 4` (default: 1), `--train_iters 16000` (train upto ~100B tokens — can stop earlier and take intermediate checkpoints for smaller runs), `--lr_warmup_iters 100` (default: 50), `--eval_interval 400` (default: 100). All other arguments use defaults. + +```bash +torchrun --nproc_per_node 8 /opt/Model-Optimizer/examples/megatron_bridge/distill_minitron.py \ + --teacher_hf_path nvidia/NVIDIA-Nemotron-Nano-9B-v2 \ + --student_hf_path /path/to/Nemotron-Nano-9B-v2-Pruned-7B \ + --trust_remote_code \ + --tp_size 8 \ + --pp_size 1 \ + --data_paths "${DATA_BLEND}" \ + --data_path_to_cache /path/to/cache \ + --seq_length 8192 \ + --mbs 4 \ + --gbs 768 \ + --train_iters 16000 \ + --lr 1e-4 \ + --min_lr 1e-5 \ + --lr_warmup_iters 100 \ + --eval_interval 400 \ + --eval_iters 32 \ + --log_interval 10 \ + --output_dir \ + # Optional: Weights & Biases logging + --wandb_project \ + --wandb_entity \ + --wandb_exp_name +``` + +For multi-node Slurm runs, see the [Megatron Bridge README](../../README.md#slurm-usage) for details. + +Distillation saves checkpoints in Megatron distributed format under `/checkpoints/iter_XXXXXXX`. To evaluate, convert a checkpoint to HuggingFace format using the Megatron-Bridge conversion script (see [Megatron Bridge README](../../README.md) for full details): + +```bash +python /opt/Megatron-Bridge/examples/conversion/convert_checkpoints.py export \ + --hf-model /path/to/Nemotron-Nano-9B-v2-Pruned-7B \ + --megatron-path /checkpoints/iter_ \ + --hf-path /checkpoints/hf_iter_ +``` + +--- + +### 4. Evaluation + +The eval config in [nemo_evaluator.yaml](nemo_evaluator.yaml) is for Slurm-based evaluation — it submits a vLLM serving job and runs evals against it. For local model hosting and evaluation, refer to the [NeMo Evaluator documentation](https://docs.nvidia.com/nemo/evaluator/latest/). + +Before running, update the following fields in the yaml: + +- `execution.hostname` — your Slurm login node hostname +- `execution.account` — your Slurm account +- `deployment.checkpoint_path` — path to your converted `hf_iter_XXXXXX` checkpoint +- `evaluation.nemo_evaluator_config.config.params.extra.tokenizer` — same path as `checkpoint_path` + +Set the required environment variables and run: + +> **Tip:** Uncomment `limit_samples` under any task to run a small subset and verify the end-to-end eval pipeline before launching full evals. + +```bash +pip install "nemo-evaluator-launcher[all]==0.1.90" + +# Required environment variables +export HF_TOKEN= +export API_KEY= +export INFERENCE_API_KEY= +export JUDGE_API_KEY=${INFERENCE_API_KEY} +export OPENAI_CLIENT_ID= +export OPENAI_CLIENT_SECRET= +export SLURM_JOB_DIR= +export HF_HOME= +export VLLM_CACHE_ROOT= + +nemo-evaluator-launcher run --config nemo_evaluator.yaml +``` + +**Tasks:** MMLU Pro, GPQA Diamond, LiveCodeBench v6, AIME 2025, AA Math 500, IFEval, SciCode +**Key vLLM settings:** Tool calling is not enabled in these evals. + +For more details on NeMo Evaluator, see the [GitHub repo](https://github.com/NVIDIA-NeMo/evaluator) and [documentation](https://docs.nvidia.com/nemo/evaluator/latest/). diff --git a/examples/megatron_bridge/results/minitron/nemotron_nano_9b_v2_pruned_7b/figures/learning_curves.png b/examples/megatron_bridge/results/minitron/nemotron_nano_9b_v2_pruned_7b/figures/learning_curves.png new file mode 100644 index 0000000000000000000000000000000000000000..2cf193175921bf26f08e1ca132bc113e2365b23d GIT binary patch literal 287103 zcmeFZXH->L*EDJyTLraMR1l1yf&@uQ5KvJhiUNlmRB~2w#t4l8lqgvg4jGhi$e^O2 zAVH#J5s(au!v%6toZD(P6{eXj^jjgG* z6+buc32uJQ115HMH*7_Ccr5?#PjFk?81ophWk0~DY`h_@VY_P8zIWumzpQHQ#aI2c zYL(3SvnoyzBOQ*~s(mZvzfMV>IeXE96HVzIx 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"nemo-evaluator-launcher[all]==0.1.90" +# +# # Set required environment variables: +# export HF_TOKEN= +# export API_KEY= +# export INFERENCE_API_KEY= +# export JUDGE_API_KEY=${INFERENCE_API_KEY} # used for MATH500 judge +# export OPENAI_CLIENT_ID= +# export OPENAI_CLIENT_SECRET= +# export SLURM_JOB_DIR= +# export HF_HOME= +# export VLLM_CACHE_ROOT= +# +# # Update checkpoint_path below, then run: +# nemo-evaluator-launcher run --config nemo_evaluator.yaml +# + +defaults: + - execution: slurm/default + - deployment: vllm + - _self_ + +execution: + type: slurm + hostname: + username: ${oc.env:USER} + account: + partition: batch + num_nodes: 1 + ntasks_per_node: 1 + gpus_per_node: 8 + gres: "gpu:8" + walltime: 04:00:00 + sbatch_comment: "{\"OccupiedIdleGPUsJobReaper\":{\"exemptIdleTimeMins\":\"1920\",\"reason\":\"benchmarking\",\"description\":\"Some evals need idle time\ + \ else gets cancelled\"}}" + subproject: nel + output_dir: ${oc.env:SLURM_JOB_DIR} + mode: sequential + + mounts: + mount_home: false + deployment: + n_tasks: 1 + batch_comment: "{\"OccupiedIdleGPUsJobReaper\":{\"exemptIdleTimeMins\":\"1920\",\"reason\":\"benchmarking\",\"description\":\"Required data validation\ + \ and evaluation\"}}" + +# Note: Only tp=1 works for Nano (Mamba-based architecture) +deployment: + # Update this to your distilled checkpoint path + checkpoint_path: /path/to/distilled/checkpoint/hf_iter_XXXXXX + served_model_name: nemotron-nano-9b-v2-pruned-7b + port: 8000 + tensor_parallel_size: 1 + pipeline_parallel_size: 1 + data_parallel_size: 8 + gpu_memory_utilization: 0.8 + extra_args: "--trust-remote-code --no-enable-prefix-caching --mamba_ssm_cache_dtype float32 --model-loader-extra-config '{\"enable_multithread_load\"\ + : true, \"num_threads\": 96}' --kv-cache-dtype fp8 " + env_vars: + VLLM_FLASHINFER_MOE_BACKEND: throughput + VLLM_ATTENTION_BACKEND: FLASH_ATTN + endpoints: + chat: /v1/chat/completions + completions: /v1/completions + health: /health + multiple_instances: true + +evaluation: + nemo_evaluator_config: + target: + api_endpoint: + adapter_config: + use_system_prompt: true + use_reasoning: false + params_to_add: + chat_template_kwargs: + enable_thinking: true + skip_special_tokens: false + use_caching: true + tracking_requests_stats: true + log_failed_requests: true + use_request_logging: true + max_logged_requests: 10 + use_response_logging: true + max_logged_responses: 10 + config: + params: + parallelism: 64 + max_new_tokens: 32768 + temperature: 0.6 + top_p: 0.95 + request_timeout: 3600 + max_retries: 10 + extra: + tokenizer_backend: huggingface + # Update tokenizer path to match checkpoint_path above + tokenizer: /path/to/distilled/checkpoint/hf_iter_XXXXXX + env_vars: + API_KEY: API_KEY + HF_TOKEN: HF_TOKEN + JUDGE_API_KEY: INFERENCE_API_KEY + INFERENCE_API_KEY: INFERENCE_API_KEY + OPENAI_CLIENT_ID: OPENAI_CLIENT_ID + OPENAI_CLIENT_SECRET: OPENAI_CLIENT_SECRET + + tasks: + # 1. MMLU Pro + - name: ns_mmlu_pro + env_vars: + HF_TOKEN: HF_TOKEN + nemo_evaluator_config: + config: + params: + # limit_samples: 8 + extra: + num_repeats: 1 + args: "++prompt_config=eval/aai/mcq-10choices-boxed" + + # 2. GPQA Diamond + - name: ns_gpqa + env_vars: + HF_TOKEN: HF_TOKEN + nemo_evaluator_config: + config: + params: + # limit_samples: 8 + extra: + num_repeats: 8 + args: "++prompt_config=eval/aai/mcq-4choices" + + # 3. LiveCodeBench + - name: ns_livecodebench + env_vars: + HF_TOKEN: HF_TOKEN + nemo_evaluator_config: + config: + params: + # limit_samples: 8 + extra: + num_repeats: 8 + dataset_split: test_v6_2408_2505 + + # 4. AIME 2025 + - name: ns_aime2025 + env_vars: + HF_TOKEN: HF_TOKEN + nemo_evaluator_config: + config: + params: + # limit_samples: 8 + extra: + num_repeats: 64 + + # 5. MATH500 + - name: AA_math_test_500 + env_vars: + JUDGE_API_KEY: JUDGE_API_KEY + HF_TOKEN: HF_TOKEN + nemo_evaluator_config: + config: + params: + # limit_samples: 8 + extra: + n_samples: 5 + + # 6. IFEval + - name: ns_ifeval + env_vars: + HF_TOKEN: HF_TOKEN + + # 7. SciCode + - name: ns_scicode + env_vars: + HF_TOKEN: HF_TOKEN + nemo_evaluator_config: + config: + params: + # limit_samples: 8 + max_new_tokens: 8192 + extra: + num_repeats: 8 diff --git a/examples/megatron_bridge/results/minitron/nemotron_nano_9b_v2_pruned_7b/plot_results.py b/examples/megatron_bridge/results/minitron/nemotron_nano_9b_v2_pruned_7b/plot_results.py new file mode 100644 index 00000000000..673d982cbb8 --- /dev/null +++ b/examples/megatron_bridge/results/minitron/nemotron_nano_9b_v2_pruned_7b/plot_results.py @@ -0,0 +1,200 @@ +# SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. +# SPDX-License-Identifier: Apache-2.0 +# +# 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. +"""Generate result visualizations for Nemotron-Nano-9B-v2 → Pruned 7B. + +Produces three figures in ./figures/: + learning_curves.png — per-benchmark score vs. training tokens (2×4 small multiples) + delta_comparison.png — score gap: 7B@80B vs 9B, compared to 9B vs 12B + radar_chart.png — capability profile across four model snapshots + +Usage: + python plot_results.py +""" + +import os + +import matplotlib +import matplotlib.pyplot as plt +import numpy as np + +matplotlib.use("Agg") + +SCRIPT_DIR = os.path.dirname(os.path.abspath(__file__)) +FIGURES_DIR = os.path.join(SCRIPT_DIR, "figures") +os.makedirs(FIGURES_DIR, exist_ok=True) + +# ── Palette (Paul Tol colorblind-safe) ──────────────────────────────────────── +C_7B = "#4477AA" # blue — 7B main line +C_9B = "#EE6677" # rose — official 9B reference +C_12B = "#AAAAAA" # grey — official 12B reference + +# ── Global style ────────────────────────────────────────────────────────────── +plt.rcParams.update( + { + "font.family": "sans-serif", + "font.sans-serif": ["Inter", "Helvetica Neue", "Arial", "Liberation Sans", "DejaVu Sans"], + "font.size": 10, + "axes.titlesize": 11, + "axes.titleweight": "semibold", + "axes.labelsize": 9.5, + "axes.spines.top": False, + "axes.spines.right": False, + "axes.grid": True, + "axes.grid.axis": "y", + "grid.color": "#E8E8E8", + "grid.linewidth": 0.7, + "legend.frameon": False, + "legend.fontsize": 9, + "figure.dpi": 150, + "savefig.dpi": 200, + "savefig.bbox": "tight", + "savefig.facecolor": "white", + "axes.facecolor": "#F9F9F9", + "figure.facecolor": "white", + "xtick.color": "#555555", + "ytick.color": "#555555", + "axes.edgecolor": "#CCCCCC", + "axes.labelcolor": "#444444", + "text.color": "#333333", + } +) + +# ── Data ────────────────────────────────────────────────────────────────────── +CHECKPOINTS = ["2.5B", "20B", "40B", "60B", "80B"] + +SCORES = { + "MMLU": [70.7, 71.3, 71.1, 72.1, 72.2], + "MMLU Pro": [68.4, 71.7, 71.6, 72.1, 73.0], + "GPQA": [52.7, 54.8, 53.7, 54.9, 56.9], + "LCB v6": [57.0, 62.0, 60.9, 61.6, 62.6], + "AIME 2025": [63.0, 69.1, 70.4, 70.3, 72.0], + "Math 500": [93.7, 95.2, 95.6, 95.4, 95.8], + "IFEval": [63.2, 63.8, 68.0, 64.7, 66.2], + "SciCode": [11.6, 20.9, 21.1, 24.1, 22.2], +} + +OFFICIAL_9B = { + "MMLU": 74.7, + "MMLU Pro": 74.9, + "GPQA": 56.1, + "LCB v6": 64.4, + "AIME 2025": 73.2, + "Math 500": 95.9, + "IFEval": 65.8, + "SciCode": 21.9, +} +OFFICIAL_12B = { + "MMLU": 78.5, + "MMLU Pro": 77.9, + "GPQA": 58.2, + "LCB v6": 66.6, + "AIME 2025": 76.1, + "Math 500": 96.9, + "IFEval": 67.9, + "SciCode": 28.4, +} + +BENCHMARKS = list(SCORES.keys()) +X = np.arange(len(CHECKPOINTS)) + + +# ───────────────────────────────────────────────────────────────────────────── +# Plot 1 -- Learning Curves (2 x 4 small multiples) +# ───────────────────────────────────────────────────────────────────────────── +def plot_learning_curves(): + fig, axes = plt.subplots(2, 4, figsize=(16, 7.5)) + axes = axes.flatten() + + for i, (bm, ax) in enumerate(zip(BENCHMARKS, axes)): + scores = SCORES[bm] + ref9 = OFFICIAL_9B[bm] + ref12 = OFFICIAL_12B[bm] + + lo = min([*scores, ref9, ref12]) + hi = max([*scores, ref9, ref12]) + pad = (hi - lo) * 0.16 + + # Reference lines (drawn first so they sit beneath the main line) + ax.axhline(ref12, color=C_12B, lw=1.3, ls=":", zorder=1, alpha=0.9) + ax.axhline(ref9, color=C_9B, lw=1.5, ls="--", zorder=2, alpha=0.9) + + # Light area fill under curve + ax.fill_between(X, scores, lo - pad, alpha=0.10, color=C_7B, zorder=2) + + # Main trajectory + ax.plot( + X, + scores, + color=C_7B, + lw=2.2, + marker="o", + ms=5.5, + zorder=4, + markerfacecolor="white", + markeredgewidth=1.8, + markeredgecolor=C_7B, + ) + + ax.set_title(bm, pad=5) + ax.set_xticks(X) + ax.set_xticklabels(CHECKPOINTS, fontsize=8) + ax.set_ylim(lo - pad, hi + pad) + ax.tick_params(axis="x", length=0) + ax.spines["bottom"].set_color("#E0E0E0") + + if i % 4 == 0: + ax.set_ylabel("Score", labelpad=4) + + # Shared legend + legend_handles = [ + plt.Line2D( + [0], + [0], + color=C_7B, + lw=2.2, + marker="o", + ms=6, + markerfacecolor="white", + markeredgewidth=1.8, + markeredgecolor=C_7B, + label="Pruned 7B (ours)", + ), + plt.Line2D([0], [0], color=C_9B, lw=1.5, ls="--", label="Official Nano-9B-v2"), + plt.Line2D([0], [0], color=C_12B, lw=1.3, ls=":", label="Official Nano-12B-v2"), + ] + fig.legend( + handles=legend_handles, + loc="upper center", + ncol=4, + bbox_to_anchor=(0.5, 1.04), + fontsize=9.5, + columnspacing=1.5, + ) + fig.suptitle( + "Benchmark Recovery During Knowledge Distillation · Nemotron-Nano-9B-v2 → Pruned 7B", + fontsize=13, + fontweight="bold", + y=1.10, + ) + plt.tight_layout() + path = os.path.join(FIGURES_DIR, "learning_curves.png") + plt.savefig(path) + plt.close() + print(f"Saved: {path}") + + +if __name__ == "__main__": + plot_learning_curves() + print(f"\nFigure saved to: {FIGURES_DIR}") diff --git a/examples/pruning/README.md b/examples/pruning/README.md index 9e84622269c..87c17e15fa5 100644 --- a/examples/pruning/README.md +++ b/examples/pruning/README.md @@ -20,6 +20,7 @@ This section focuses on applying Model Optimizer's state-of-the-art complementar | Support Matrix | View the support matrix to see available pruning algorithms and their compatibility with different models and frameworks | \[[Link](#support-matrix)\] | | | Examples | Examples of different pruning methods | \[[Link](#examples)\] | | | Pruning Guidelines | Guidelines for choosing how and how much to prune for best results | \[[Link](#pruning-guidelines)\] | | +| Results | End-to-end distillation results after Minitron and Puzzletron pruning | \[[Link](#results)\] | | | Resources | Extra links to relevant resources | \[[Link](#resources)\] | | @@ -196,6 +197,16 @@ Some of the models pruned using Minitron method followed by distillation and pos - [Minitron Collection on Hugging Face](https://huggingface.co/collections/nvidia/minitron) - [NVIDIA-Nemotron-Nano-9B-v2](https://huggingface.co/nvidia/NVIDIA-Nemotron-Nano-9B-v2) +For end-to-end distillation results after Minitron pruning, see [Nemotron-Nano-9B-v2 → Pruned 7B](../megatron_bridge/results/minitron/nemotron_nano_9b_v2_pruned_7b/README.md). + +### Puzzletron Pruning for LLMs (e.g. Llama, Qwen, Nemotron) + +Checkout the [Puzzletron example](../puzzletron/README.md) which showcases MIP-based NAS pruning that produces heterogeneous model architectures — varying FFN intermediate sizes per layer and selectively removing attention layers — to meet a target parameter count or memory budget. + +Supported models include Llama-3.1-8B-Instruct, Qwen3-8B, Qwen2.5-7B-Instruct, Nemotron-Nano-12B-v2, Mistral-Small-24B-Instruct-2501, and others via the [configs](../puzzletron/configs/) directory. + +After compression, use [Megatron-Bridge distillation](../megatron_bridge/README.md#distillation) to recover accuracy. For distillation results on Puzzletron-compressed models, see [results/puzzletron.md](../megatron_bridge/results/puzzletron.md). + ### FastNAS Pruning for PyTorch Computer Vision Models Check out the FastNAS pruning example usage in the [documentation](https://nvidia.github.io/Model-Optimizer/guides/3_pruning.html#pruning-and-subnet-search). @@ -289,6 +300,13 @@ After pruning, distillation is required to recover model accuracy. Below are rec > [!TIP] > If you know the maximum learning rate used during the original training, a good rule of thumb for knowledge distillation is to use **1/5th of that maximum LR** when compressing by ~50%. +## Results + +End-to-end distillation results with Megatron-Bridge after Minitron and Puzzletron pruning are tracked in the [Megatron-Bridge results directory](../megatron_bridge/results/README.md): + +- **[Minitron — Nemotron-Nano-9B-v2 → Pruned 7B](../megatron_bridge/results/minitron/nemotron_nano_9b_v2_pruned_7b/README.md)**: Structured pruning of Nemotron-Nano-9B-v2 to 7B followed by knowledge distillation up to 80B tokens. Achieves near-parity with the official 9B model across MMLU, MMLU Pro, GPQA, LCB, AIME, Math 500, IFEval, and SciCode. +- **[Puzzletron — Qwen3-8B and Llama-3.1-8B-Instruct](../megatron_bridge/results/puzzletron.md)**: MIP-based compression followed by short distillation runs on WikiText-103. Shows MMLU recovery and illustrates the importance of using larger datasets to avoid overfitting. + ## Resources - 📅 [Roadmap](https://github.com/NVIDIA/Model-Optimizer/issues/146) diff --git a/examples/puzzletron/README.md b/examples/puzzletron/README.md index 89183073399..19a48373a69 100644 --- a/examples/puzzletron/README.md +++ b/examples/puzzletron/README.md @@ -341,6 +341,8 @@ To recover degradation in the quality of the compressed model, we can use knowle See [Megatron-Bridge distillation](../megatron_bridge/README.md#distillation) for instructions on using Megatron-Bridge for knowledge distillation. The distillation script supports both standard HuggingFace and Puzzletron AnyModel checkpoints. +For distillation results on Puzzletron-compressed models, see [results/puzzletron.md](../megatron_bridge/results/puzzletron.md). + ## Advanced Usage Modify `llama-3_1-8B_pruneffn_memory.yaml` file for advanced compression scenarios. From aaabb90bfdfd82648ae1d36f274e873ec8636b7f Mon Sep 17 00:00:00 2001 From: Keval Morabia <28916987+kevalmorabia97@users.noreply.github.com> Date: Thu, 23 Apr 2026 05:04:02 -0700 Subject: [PATCH 02/11] docs: update Minitron 7B results with Average column, renamed benchmarks, and metric details MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit - Rename nemotron_nano_9b_v2_pruned_7b/ to NVIDIA-Nemotron-Nano-9B-v2/ - Add Average column to results and delta tables - Rename LCB v6 → LiveCodeBench v6, SciCode → SciCode (Subtask) throughout - Add evaluation metric table with exact NeMo Evaluator metric names; note MMLU uses lm-evaluation-harness (5-shot) - Regenerate learning_curves.png with 3×3 layout (Average panel added) and dpi=150 - Fix delta comparison subtitle: positive = pruned model outperforms original - Darken 12B reference line color (#AAAAAA → #666666) for visibility against light background - Remove plot_results.py from repo (moved to local experiments dir) Co-Authored-By: Claude Sonnet 4.6 Signed-off-by: Keval Morabia <28916987+kevalmorabia97@users.noreply.github.com> --- CHANGELOG.rst | 2 +- examples/dataset/MEGATRON_DATA_PREP.md | 69 +++--- examples/megatron_bridge/results/README.md | 2 +- .../ABLATIONS.md | 0 .../README.md | 73 ++++--- .../figures/learning_curves.png | Bin 0 -> 251466 bytes .../nemo_evaluator.yaml | 0 .../figures/learning_curves.png | Bin 287103 -> 0 bytes .../plot_results.py | 200 ------------------ examples/pruning/README.md | 4 +- 10 files changed, 86 insertions(+), 264 deletions(-) rename examples/megatron_bridge/results/minitron/{nemotron_nano_9b_v2_pruned_7b => NVIDIA-Nemotron-Nano-9B-v2}/ABLATIONS.md (100%) rename examples/megatron_bridge/results/minitron/{nemotron_nano_9b_v2_pruned_7b => NVIDIA-Nemotron-Nano-9B-v2}/README.md (83%) create mode 100644 examples/megatron_bridge/results/minitron/NVIDIA-Nemotron-Nano-9B-v2/figures/learning_curves.png rename examples/megatron_bridge/results/minitron/{nemotron_nano_9b_v2_pruned_7b => NVIDIA-Nemotron-Nano-9B-v2}/nemo_evaluator.yaml (100%) delete mode 100644 examples/megatron_bridge/results/minitron/nemotron_nano_9b_v2_pruned_7b/figures/learning_curves.png delete mode 100644 examples/megatron_bridge/results/minitron/nemotron_nano_9b_v2_pruned_7b/plot_results.py diff --git a/CHANGELOG.rst b/CHANGELOG.rst index 16195dba1b8..f5e17db7f6c 100755 --- a/CHANGELOG.rst +++ b/CHANGELOG.rst @@ -54,7 +54,7 @@ Changelog - Bump minimum required PyTorch version to 2.8. - [Experimental] Add support for transformers>=5.0, including generic PTQ and unified HF checkpoint export for fused MoE expert modules (Mixtral, Qwen2-MoE, Qwen3-MoE, Qwen3.5-MoE, DeepSeek-V3, Jamba, OLMoE, etc.). - Improve ``megatron_preprocess_data``: add ``--reasoning_content`` support for Nemotron v3 datasets, eliminate intermediate JSONL for HuggingFace datasets, return output file prefixes from the Python API, add gzip input support (``.jsonl.gz``), add ``--strip_newlines`` flag for plain-text pretraining data, add ``--hf_streaming`` for very large datasets (only consumed rows downloaded), and auto-shuffle when ``--hf_max_samples_per_split`` is set to avoid biased sampling. -- Add end-to-end Minitron pruning and distillation results for Nemotron-Nano-9B-v2 → Pruned 7B with data blend preparation, blend ablation study, and a nemo-evaluator evaluation config. See `examples/megatron_bridge/results/minitron/nemotron_nano_9b_v2_pruned_7b/README.md `_ for details. +- Add end-to-end Minitron pruning and distillation results for Nemotron-Nano-9B-v2 → Pruned 7B with data blend preparation, blend ablation study, and a nemo-evaluator evaluation config. See `examples/megatron_bridge/results/minitron/NVIDIA-Nemotron-Nano-9B-v2/README.md `_ for details. 0.43 (2026-04-16) ^^^^^^^^^^^^^^^^^ diff --git a/examples/dataset/MEGATRON_DATA_PREP.md b/examples/dataset/MEGATRON_DATA_PREP.md index 7bc52c02e7d..db8330b32f0 100644 --- a/examples/dataset/MEGATRON_DATA_PREP.md +++ b/examples/dataset/MEGATRON_DATA_PREP.md @@ -78,14 +78,13 @@ for SPLIT in high_part00 high_part01; do done ``` -**[nvidia/Nemotron-SFT-Competitive-Programming-v2](https://huggingface.co/datasets/nvidia/Nemotron-SFT-Competitive-Programming-v2)** — stored as raw JSONL on HuggingFace, download before tokenizing: +**[nvidia/Nemotron-SFT-Math-v3](https://huggingface.co/datasets/nvidia/Nemotron-SFT-Math-v3)**: ```bash -huggingface-cli download nvidia/Nemotron-SFT-Competitive-Programming-v2 \ - --repo-type dataset \ - --local-dir datasets/Nemotron-SFT-Competitive-Programming-v2/ python -m modelopt.torch.utils.plugins.megatron_preprocess_data \ - --input_dir datasets/Nemotron-SFT-Competitive-Programming-v2/data/ \ + --hf_dataset nvidia/Nemotron-SFT-Math-v3 \ + --hf_name default \ + --hf_split train \ --json_keys messages \ --tokenizer ${TOKENIZER} \ --output_dir ${OUTPUT_DIR} \ @@ -94,18 +93,15 @@ python -m modelopt.torch.utils.plugins.megatron_preprocess_data \ --reasoning_content inline ``` -**[nvidia/Nemotron-SFT-Math-v3](https://huggingface.co/datasets/nvidia/Nemotron-SFT-Math-v3) and [nvidia/Nemotron-Science-v1](https://huggingface.co/datasets/nvidia/Nemotron-Science-v1)**: +**[nvidia/Nemotron-SFT-Competitive-Programming-v2](https://huggingface.co/datasets/nvidia/Nemotron-SFT-Competitive-Programming-v2)** — stored as raw JSONL on HuggingFace, download before tokenizing: ```bash -for DATASET in \ - "nvidia/Nemotron-SFT-Math-v3 default train" \ - "nvidia/Nemotron-Science-v1 default_MCQ train" \ - "nvidia/Nemotron-Science-v1 default_RQA train"; do - read HF_DATASET HF_NAME HF_SPLIT <<< ${DATASET} +hf download nvidia/Nemotron-SFT-Competitive-Programming-v2 \ + --repo-type dataset \ + --local-dir datasets/Nemotron-SFT-Competitive-Programming-v2/ +for FILE in competitive_programming_python_00 competitive_programming_cpp_00; do python -m modelopt.torch.utils.plugins.megatron_preprocess_data \ - --hf_dataset ${HF_DATASET} \ - --hf_name ${HF_NAME} \ - --hf_split ${HF_SPLIT} \ + --jsonl_paths datasets/Nemotron-SFT-Competitive-Programming-v2/data/${FILE}.jsonl \ --json_keys messages \ --tokenizer ${TOKENIZER} \ --output_dir ${OUTPUT_DIR} \ @@ -115,10 +111,26 @@ for DATASET in \ done ``` +**[nvidia/Nemotron-Science-v1](https://huggingface.co/datasets/nvidia/Nemotron-Science-v1)** — stored as raw JSONL on HuggingFace, download before tokenizing: + +```bash +hf download nvidia/Nemotron-Science-v1 \ + --repo-type dataset \ + --local-dir datasets/Nemotron-Science-v1/ +python -m modelopt.torch.utils.plugins.megatron_preprocess_data \ + --input_dir datasets/Nemotron-Science-v1/data/ \ + --json_keys messages \ + --tokenizer ${TOKENIZER} \ + --output_dir ${OUTPUT_DIR} \ + --workers 96 \ + --max_sequence_length 256_000 \ + --reasoning_content inline +``` + **[nvidia/Nemotron-SFT-Instruction-Following-Chat-v2](https://huggingface.co/datasets/nvidia/Nemotron-SFT-Instruction-Following-Chat-v2)** — stored as raw JSONL on HuggingFace, download before tokenizing: ```bash -huggingface-cli download nvidia/Nemotron-SFT-Instruction-Following-Chat-v2 \ +hf download nvidia/Nemotron-SFT-Instruction-Following-Chat-v2 \ --repo-type dataset \ --local-dir datasets/Nemotron-SFT-Instruction-Following-Chat-v2/ python -m modelopt.torch.utils.plugins.megatron_preprocess_data \ @@ -138,18 +150,17 @@ python -m modelopt.torch.utils.plugins.megatron_preprocess_data \ After running all commands above, `${OUTPUT_DIR}/` should contain the following `.bin` / `.idx` file pairs: ```text -tokenized_nano_v2/ - nvidia--Nemotron-Pretraining-SFT-v1_Nemotron-SFT-Code_train_text_max10000000.{bin,idx} - nvidia--Nemotron-Pretraining-SFT-v1_Nemotron-SFT-General_train_text_max10000000.{bin,idx} - nvidia--Nemotron-Pretraining-SFT-v1_Nemotron-SFT-MATH_train_text_max10000000.{bin,idx} - nvidia--Nemotron-Post-Training-Dataset-v1_default_stem_messages_max5000000.{bin,idx} - nvidia--Nemotron-Math-v2_default_high_part00_messages.{bin,idx} - nvidia--Nemotron-Math-v2_default_high_part01_messages.{bin,idx} - nvidia--Nemotron-SFT-Competitive-Programming-v2_competitive_programming_python_00_messages.{bin,idx} - nvidia--Nemotron-SFT-Competitive-Programming-v2_competitive_programming_cpp_00_messages.{bin,idx} - nvidia--Nemotron-SFT-Math-v3_default_train_messages.{bin,idx} - nvidia--Nemotron-Science-v1_default_MCQ_messages.{bin,idx} - nvidia--Nemotron-Science-v1_default_RQA_messages.{bin,idx} - nvidia--Nemotron-SFT-Instruction-Following-Chat-v2_reasoning_on_messages.{bin,idx} - nvidia--Nemotron-SFT-Instruction-Following-Chat-v2_reasoning_off_messages.{bin,idx} +nvidia--Nemotron-Pretraining-SFT-v1_Nemotron-SFT-Code_train_text_max10000000.{bin,idx} +nvidia--Nemotron-Pretraining-SFT-v1_Nemotron-SFT-General_train_text_max10000000.{bin,idx} +nvidia--Nemotron-Pretraining-SFT-v1_Nemotron-SFT-MATH_train_text_max10000000.{bin,idx} +nvidia--Nemotron-Post-Training-Dataset-v1_default_stem_messages_max5000000.{bin,idx} +nvidia--Nemotron-Math-v2_default_high_part00_messages.{bin,idx} +nvidia--Nemotron-Math-v2_default_high_part01_messages.{bin,idx} +nvidia--Nemotron-SFT-Math-v3_default_train_messages.{bin,idx} +competitive_programming_python_00_messages.{bin,idx} +competitive_programming_cpp_00_messages.{bin,idx} +MCQ_messages.{bin,idx} +RQA_messages.{bin,idx} +reasoning_off_messages.{bin,idx} +reasoning_on_messages.{bin,idx} ``` diff --git a/examples/megatron_bridge/results/README.md b/examples/megatron_bridge/results/README.md index 7ec8454015c..ac7e5ed97d8 100644 --- a/examples/megatron_bridge/results/README.md +++ b/examples/megatron_bridge/results/README.md @@ -4,7 +4,7 @@ Experiment results for knowledge distillation via Megatron-Bridge after structur | Algorithm | Experiment | Summary | | --- | --- | --- | -| [Minitron](minitron/nemotron_nano_9b_v2_pruned_7b/README.md) | Nemotron-Nano-9B-v2 → Pruned 7B | Structured pruning of Nemotron-Nano-9B-v2 to 7B, distilled up to 80B tokens. Achieves near-parity with the official 9B across MMLU, MMLU Pro, GPQA, LCB, AIME, Math 500, IFEval, and SciCode. | +| [Minitron](minitron/NVIDIA-Nemotron-Nano-9B-v2/README.md) | Nemotron-Nano-9B-v2 → Pruned 7B | Structured pruning of Nemotron-Nano-9B-v2 to 7B, distilled up to 80B tokens. Achieves near-parity with the official 9B across MMLU, MMLU Pro, GPQA, LCB, AIME, Math 500, IFEval, and SciCode. | | [Puzzletron](puzzletron.md) | Qwen3-8B → 80%; Llama-3.1-8B-Instruct → 50%/69% | Compression using Puzzletron followed by short distillation runs (100 iters on WikiText-103). Shows MMLU recovery and illustrates dataset size requirements — small datasets can cause overfitting and regression. | ## Shared Resources diff --git a/examples/megatron_bridge/results/minitron/nemotron_nano_9b_v2_pruned_7b/ABLATIONS.md b/examples/megatron_bridge/results/minitron/NVIDIA-Nemotron-Nano-9B-v2/ABLATIONS.md similarity index 100% rename from examples/megatron_bridge/results/minitron/nemotron_nano_9b_v2_pruned_7b/ABLATIONS.md rename to examples/megatron_bridge/results/minitron/NVIDIA-Nemotron-Nano-9B-v2/ABLATIONS.md diff --git a/examples/megatron_bridge/results/minitron/nemotron_nano_9b_v2_pruned_7b/README.md b/examples/megatron_bridge/results/minitron/NVIDIA-Nemotron-Nano-9B-v2/README.md similarity index 83% rename from examples/megatron_bridge/results/minitron/nemotron_nano_9b_v2_pruned_7b/README.md rename to examples/megatron_bridge/results/minitron/NVIDIA-Nemotron-Nano-9B-v2/README.md index 834a65046a6..b79a78ac730 100644 --- a/examples/megatron_bridge/results/minitron/nemotron_nano_9b_v2_pruned_7b/README.md +++ b/examples/megatron_bridge/results/minitron/NVIDIA-Nemotron-Nano-9B-v2/README.md @@ -1,6 +1,6 @@ # Nemotron-Nano-9B-v2 → Pruned 7B -Structured pruning of [Nemotron-Nano-9B-v2](https://huggingface.co/nvidia/Nemotron-Nano-9B-v2) to 7B using Minitron and knowledge distillation. +Structured pruning of [Nemotron-Nano-9B-v2](https://huggingface.co/nvidia/NVIDIA-Nemotron-Nano-9B-v2) to 7B using Minitron and knowledge distillation. **Environment:** Container `nvcr.io/nvidia/nemo:26.02`, ModelOpt 0.43.0. See the [Megatron Bridge README](../../README.md) for environment setup and container usage. @@ -8,16 +8,16 @@ Structured pruning of [Nemotron-Nano-9B-v2](https://huggingface.co/nvidia/Nemotr ![Benchmark Recovery During Knowledge Distillation](figures/learning_curves.png) -| Model | MMLU | MMLU Pro | GPQA | LCB v6 | AIME 2025 | Math 500 | IFEval | SciCode | -| --- | --- | --- | --- | --- | --- | --- | --- | --- | -| Pruned 7B (no distillation) | 67.8 | 11.9 | 17.7 | 1.4 | 0.3 | 6.0 | 41.8 | 0.1 | -| Pruned 7B + distill 2.5B tokens (400 iters) | 70.7 | 68.4 | 52.7 | 57.0 | 63.0 | 93.7 | 63.2 | 11.6 | -| Pruned 7B + distill 20B tokens (3200 iters) | 71.3 | 71.7 | 54.8 | 62.0 | 69.1 | 95.2 | 63.8 | 20.9 | -| Pruned 7B + distill 40B tokens (6400 iters) | 71.1 | 71.6 | 53.7 | 60.9 | 70.4 | 95.6 | 68.0 | 21.1 | -| Pruned 7B + distill 60B tokens (9600 iters) | 72.1 | 72.1 | 54.9 | 61.6 | 70.3 | 95.4 | 64.7 | 24.1 | -| Pruned 7B + distill 80B tokens (12800 iters) | 72.2 | 73.0 | 56.9 | 62.6 | 72.0 | 95.8 | 66.2 | 22.2 | -| Nemotron-Nano-9B-v2 (official, pruned from 12B) | 74.7 | 74.9 | 56.1 | 64.4 | 73.2 | 95.9 | 65.8 | 21.9 | -| Nemotron-Nano-12B-v2 (official) | 78.5 | 77.9 | 58.2 | 66.6 | 76.1 | 96.9 | 67.9 | 28.4 | +| Model | MMLU | MMLU Pro | GPQA | LiveCodeBench v6 | AIME 2025 | Math 500 | IFEval | SciCode (Subtask) | Average | +| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | +| Pruned 7B (no distillation) | 67.8 | 11.9 | 17.7 | 1.4 | 0.3 | 6.0 | 41.8 | 0.1 | 18.4 | +| Pruned 7B + distill 2.5B tokens (400 iters) | 70.7 | 68.4 | 52.7 | 57.0 | 63.0 | 93.7 | 63.2 | 11.6 | 60.0 | +| Pruned 7B + distill 20B tokens (3200 iters) | 71.3 | 71.7 | 54.8 | 62.0 | 69.1 | 95.2 | 63.8 | 20.9 | 63.6 | +| Pruned 7B + distill 40B tokens (6400 iters) | 71.1 | 71.6 | 53.7 | 60.9 | 70.4 | 95.6 | 68.0 | 21.1 | 64.1 | +| Pruned 7B + distill 60B tokens (9600 iters) | 72.1 | 72.1 | 54.9 | 61.6 | 70.3 | 95.4 | 64.7 | 24.1 | 64.4 | +| Pruned 7B + distill 80B tokens (12800 iters) | 72.2 | 73.0 | 56.9 | 62.6 | 72.0 | 95.8 | 66.2 | 22.2 | 65.1 | +| Nemotron-Nano-9B-v2 (official, pruned from 12B) | 74.7 | 74.9 | 56.1 | 64.4 | 73.2 | 95.9 | 65.8 | 21.9 | 65.9 | +| Nemotron-Nano-12B-v2 (official) | 78.5 | 77.9 | 58.2 | 66.6 | 76.1 | 96.9 | 67.9 | 28.4 | 68.8 | **Key observations:** @@ -32,15 +32,16 @@ Structured pruning of [Nemotron-Nano-9B-v2](https://huggingface.co/nvidia/Nemotr | MMLU | −2.5 | −3.8 | | MMLU Pro | −1.9 | −3.0 | | GPQA | **+0.8** | −2.1 | -| LCB v6 | −1.8 | −2.2 | +| LiveCodeBench v6 | −1.8 | −2.2 | | AIME 2025 | −1.2 | −2.9 | | Math 500 | −0.1 | −1.0 | | IFEval | **+0.4** | −2.1 | -| SciCode | **+0.3** | −6.5 | +| SciCode (Subtask) | **+0.3** | −6.5 | +| Average | −0.8 | −2.9 | Distillation uses the **30% Pretraining (Code 5, General 20, MATH 5) + 70% Post-training v1/v3 (Math 30, Coding 20, Science 15, IF 5)** blend (see [Data Blend](#data-blend) below). Blend ablations are in [ABLATIONS.md](ABLATIONS.md). -> **Note:** Exact numbers may vary depending on deployment and evaluation setup. All models above — including the official 9B and 12B — were evaluated with the same [nemo_evaluator.yaml](nemo_evaluator.yaml) for fair comparison. These numbers may differ from those reported on the official [Nemotron-Nano-9B-v2](https://huggingface.co/nvidia/Nemotron-Nano-9B-v2) and [Nemotron-Nano-12B-v2](https://huggingface.co/nvidia/Nemotron-Nano-12B-v2) HuggingFace model cards. +> **Note:** Exact numbers may vary depending on deployment and evaluation setup. All models above — including the official 9B and 12B — were evaluated with the same [nemo_evaluator.yaml](nemo_evaluator.yaml) for fair comparison. These numbers may differ from those reported on the official [Nemotron-Nano-9B-v2](https://huggingface.co/nvidia/NVIDIA-Nemotron-Nano-9B-v2) and [Nemotron-Nano-12B-v2](https://huggingface.co/nvidia/NVIDIA-Nemotron-Nano-12B-v2) HuggingFace model cards. > > The official Nemotron-Nano-9B-v2 model was itself produced by pruning Nemotron-Nano-12B-v2 using Minitron. See [arxiv:2508.14444](https://arxiv.org/abs/2508.14444) for details on the exact steps used there. @@ -59,22 +60,20 @@ For this experiment: `TOKENIZER=nvidia/NVIDIA-Nemotron-Nano-9B-v2`, `OUTPUT_DIR= **30% Pretraining (Code 5, General 20, MATH 5) + 70% Post-training v1/v3 (Math 30, Coding 20, Science 15, IF 5)** ```bash -BLEND_DATA_ROOT=/path/to/tokenized/Nemotron-Nano-v2 - DATA_BLEND=" \ -5 $BLEND_DATA_ROOT/nvidia--Nemotron-Pretraining-SFT-v1_Nemotron-SFT-Code_train_text_max10000000 \ -20 $BLEND_DATA_ROOT/nvidia--Nemotron-Pretraining-SFT-v1_Nemotron-SFT-General_train_text_max10000000 \ -5 $BLEND_DATA_ROOT/nvidia--Nemotron-Pretraining-SFT-v1_Nemotron-SFT-MATH_train_text_max10000000 \ -15 $BLEND_DATA_ROOT/nvidia--Nemotron-Math-v2_default_high_part00_messages \ -10 $BLEND_DATA_ROOT/nvidia--Nemotron-Math-v2_default_high_part01_messages \ -5 $BLEND_DATA_ROOT/nvidia--Nemotron-SFT-Math-v3_default_train_messages \ -15 $BLEND_DATA_ROOT/nvidia--Nemotron-SFT-Competitive-Programming-v2_competitive_programming_python_00_messages \ -5 $BLEND_DATA_ROOT/nvidia--Nemotron-SFT-Competitive-Programming-v2_competitive_programming_cpp_00_messages \ -10 $BLEND_DATA_ROOT/nvidia--Nemotron-Post-Training-Dataset-v1_default_stem_messages_max5000000 \ -3 $BLEND_DATA_ROOT/nvidia--Nemotron-Science-v1_default_MCQ_messages \ -2 $BLEND_DATA_ROOT/nvidia--Nemotron-Science-v1_default_RQA_messages \ -3 $BLEND_DATA_ROOT/nvidia--Nemotron-SFT-Instruction-Following-Chat-v2_reasoning_on_messages \ -2 $BLEND_DATA_ROOT/nvidia--Nemotron-SFT-Instruction-Following-Chat-v2_reasoning_off_messages \ +5 tokenized_nano_v2/nvidia--Nemotron-Pretraining-SFT-v1_Nemotron-SFT-Code_train_text_max10000000 \ +20 tokenized_nano_v2/nvidia--Nemotron-Pretraining-SFT-v1_Nemotron-SFT-General_train_text_max10000000 \ +5 tokenized_nano_v2/nvidia--Nemotron-Pretraining-SFT-v1_Nemotron-SFT-MATH_train_text_max10000000 \ +15 tokenized_nano_v2/nvidia--Nemotron-Math-v2_default_high_part00_messages \ +10 tokenized_nano_v2/nvidia--Nemotron-Math-v2_default_high_part01_messages \ +5 tokenized_nano_v2/nvidia--Nemotron-SFT-Math-v3_default_train_messages \ +15 tokenized_nano_v2/competitive_programming_python_00_messages \ +5 tokenized_nano_v2/competitive_programming_cpp_00_messages \ +10 tokenized_nano_v2/nvidia--Nemotron-Post-Training-Dataset-v1_default_stem_messages_max5000000 \ +3 tokenized_nano_v2/MCQ_messages \ +2 tokenized_nano_v2/RQA_messages \ +3 tokenized_nano_v2/reasoning_on_messages \ +2 tokenized_nano_v2/reasoning_off_messages \ " ``` @@ -136,7 +135,7 @@ torchrun --nproc_per_node 8 /opt/Model-Optimizer/examples/megatron_bridge/prune_ Important pruning logs: -```bash +```text "Only considering atmost 40% for width and 20% for depth pruning hparams Skipping hparams_to_skip=['num_attention_heads'] during search space generation... Search space for num_layers: [46, 48, 50, 52, 54, 56] @@ -242,7 +241,19 @@ export VLLM_CACHE_ROOT= nemo-evaluator-launcher run --config nemo_evaluator.yaml ``` -**Tasks:** MMLU Pro, GPQA Diamond, LiveCodeBench v6, AIME 2025, AA Math 500, IFEval, SciCode +**Tasks and exact metric names reported in the results table:** + +| Benchmark | Tool | Metric name | +| --- | --- | --- | +| MMLU | [lm-evaluation-harness](https://github.com/EleutherAI/lm-evaluation-harness) (5-shot) | `mmlu` | +| MMLU Pro | NeMo Evaluator | `mmlu-pro_pass_at_1_symbolic_correct` | +| GPQA | NeMo Evaluator | `gpqa_pass_at_1_symbolic_correct` | +| LiveCodeBench v6 | NeMo Evaluator | `livecodebench_pass_at_1_accuracy` | +| AIME 2025 | NeMo Evaluator | `aime25_pass_at_1_symbolic_correct` | +| Math 500 | NeMo Evaluator | `AA_math_test_500_score_micro_avg_of_5` | +| IFEval | NeMo Evaluator | `ifeval_pass_at_1_average_score` | +| SciCode (Subtask) | NeMo Evaluator | `scicode_pass_at_1_subtask_accuracy` | + **Key vLLM settings:** Tool calling is not enabled in these evals. 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zNO-(=ojLe(V1%bTb4+9NV?&aGwJW8JxprZ62P4qKotqEzNHip*fYC7@4HG6ya!QH; z+@uf!Oqb2T`_`)S$?bNqBj2LFY=zLy2)PoK_S0tBR-_%pun`$_)tmkWj648ihY{nE zG~q&1t|Zwf@bRpD{lM`DL8Z2dF9d(n8zF|l#9$k!M8|W-a{6r=7u|2vcQ)!@EIodJ z#QV~-1MV6bmIg3a^hI1U-NHTh+T|Y$$V#8Hvx2h`+uKe-dTp%_T$>ERp<2J!;xz8- z$ZzJysr?3xLx{t3ju{`&5cB4kO&qZoSAv{A*> z*+_s2{{|Wwa)^ReaZFxbeg(X&9T6*)%B1pN1n}5z0RgVOzHu1?RW-HyyHkx4W=4d#I!c-SKML)(Of*&QE7n zp@nVp!3O($R8HQ&{&77#==(Q#@kZy{zrhh*NJYMZ7x+Sp>v78C% YytnEcOKQ(-Bp;#5C?1YGc>4PP0f=R$ivR!s diff --git a/examples/megatron_bridge/results/minitron/nemotron_nano_9b_v2_pruned_7b/plot_results.py b/examples/megatron_bridge/results/minitron/nemotron_nano_9b_v2_pruned_7b/plot_results.py deleted file mode 100644 index 673d982cbb8..00000000000 --- a/examples/megatron_bridge/results/minitron/nemotron_nano_9b_v2_pruned_7b/plot_results.py +++ /dev/null @@ -1,200 +0,0 @@ -# SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. -# SPDX-License-Identifier: Apache-2.0 -# -# 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. -"""Generate result visualizations for Nemotron-Nano-9B-v2 → Pruned 7B. - -Produces three figures in ./figures/: - learning_curves.png — per-benchmark score vs. training tokens (2×4 small multiples) - delta_comparison.png — score gap: 7B@80B vs 9B, compared to 9B vs 12B - radar_chart.png — capability profile across four model snapshots - -Usage: - python plot_results.py -""" - -import os - -import matplotlib -import matplotlib.pyplot as plt -import numpy as np - -matplotlib.use("Agg") - -SCRIPT_DIR = os.path.dirname(os.path.abspath(__file__)) -FIGURES_DIR = os.path.join(SCRIPT_DIR, "figures") -os.makedirs(FIGURES_DIR, exist_ok=True) - -# ── Palette (Paul Tol colorblind-safe) ──────────────────────────────────────── -C_7B = "#4477AA" # blue — 7B main line -C_9B = "#EE6677" # rose — official 9B reference -C_12B = "#AAAAAA" # grey — official 12B reference - -# ── Global style ────────────────────────────────────────────────────────────── -plt.rcParams.update( - { - "font.family": "sans-serif", - "font.sans-serif": ["Inter", "Helvetica Neue", "Arial", "Liberation Sans", "DejaVu Sans"], - "font.size": 10, - "axes.titlesize": 11, - "axes.titleweight": "semibold", - "axes.labelsize": 9.5, - "axes.spines.top": False, - "axes.spines.right": False, - "axes.grid": True, - "axes.grid.axis": "y", - "grid.color": "#E8E8E8", - "grid.linewidth": 0.7, - "legend.frameon": False, - "legend.fontsize": 9, - "figure.dpi": 150, - "savefig.dpi": 200, - "savefig.bbox": "tight", - "savefig.facecolor": "white", - "axes.facecolor": "#F9F9F9", - "figure.facecolor": "white", - "xtick.color": "#555555", - "ytick.color": "#555555", - "axes.edgecolor": "#CCCCCC", - "axes.labelcolor": "#444444", - "text.color": "#333333", - } -) - -# ── Data ────────────────────────────────────────────────────────────────────── -CHECKPOINTS = ["2.5B", "20B", "40B", "60B", "80B"] - -SCORES = { - "MMLU": [70.7, 71.3, 71.1, 72.1, 72.2], - "MMLU Pro": [68.4, 71.7, 71.6, 72.1, 73.0], - "GPQA": [52.7, 54.8, 53.7, 54.9, 56.9], - "LCB v6": [57.0, 62.0, 60.9, 61.6, 62.6], - "AIME 2025": [63.0, 69.1, 70.4, 70.3, 72.0], - "Math 500": [93.7, 95.2, 95.6, 95.4, 95.8], - "IFEval": [63.2, 63.8, 68.0, 64.7, 66.2], - "SciCode": [11.6, 20.9, 21.1, 24.1, 22.2], -} - -OFFICIAL_9B = { - "MMLU": 74.7, - "MMLU Pro": 74.9, - "GPQA": 56.1, - "LCB v6": 64.4, - "AIME 2025": 73.2, - "Math 500": 95.9, - "IFEval": 65.8, - "SciCode": 21.9, -} -OFFICIAL_12B = { - "MMLU": 78.5, - "MMLU Pro": 77.9, - "GPQA": 58.2, - "LCB v6": 66.6, - "AIME 2025": 76.1, - "Math 500": 96.9, - "IFEval": 67.9, - "SciCode": 28.4, -} - -BENCHMARKS = list(SCORES.keys()) -X = np.arange(len(CHECKPOINTS)) - - -# ───────────────────────────────────────────────────────────────────────────── -# Plot 1 -- Learning Curves (2 x 4 small multiples) -# ───────────────────────────────────────────────────────────────────────────── -def plot_learning_curves(): - fig, axes = plt.subplots(2, 4, figsize=(16, 7.5)) - axes = axes.flatten() - - for i, (bm, ax) in enumerate(zip(BENCHMARKS, axes)): - scores = SCORES[bm] - ref9 = OFFICIAL_9B[bm] - ref12 = OFFICIAL_12B[bm] - - lo = min([*scores, ref9, ref12]) - hi = max([*scores, ref9, ref12]) - pad = (hi - lo) * 0.16 - - # Reference lines (drawn first so they sit beneath the main line) - ax.axhline(ref12, color=C_12B, lw=1.3, ls=":", zorder=1, alpha=0.9) - ax.axhline(ref9, color=C_9B, lw=1.5, ls="--", zorder=2, alpha=0.9) - - # Light area fill under curve - ax.fill_between(X, scores, lo - pad, alpha=0.10, color=C_7B, zorder=2) - - # Main trajectory - ax.plot( - X, - scores, - color=C_7B, - lw=2.2, - marker="o", - ms=5.5, - zorder=4, - markerfacecolor="white", - markeredgewidth=1.8, - markeredgecolor=C_7B, - ) - - ax.set_title(bm, pad=5) - ax.set_xticks(X) - ax.set_xticklabels(CHECKPOINTS, fontsize=8) - ax.set_ylim(lo - pad, hi + pad) - ax.tick_params(axis="x", length=0) - ax.spines["bottom"].set_color("#E0E0E0") - - if i % 4 == 0: - ax.set_ylabel("Score", labelpad=4) - - # Shared legend - legend_handles = [ - plt.Line2D( - [0], - [0], - color=C_7B, - lw=2.2, - marker="o", - ms=6, - markerfacecolor="white", - markeredgewidth=1.8, - markeredgecolor=C_7B, - label="Pruned 7B (ours)", - ), - plt.Line2D([0], [0], color=C_9B, lw=1.5, ls="--", label="Official Nano-9B-v2"), - plt.Line2D([0], [0], color=C_12B, lw=1.3, ls=":", label="Official Nano-12B-v2"), - ] - fig.legend( - handles=legend_handles, - loc="upper center", - ncol=4, - bbox_to_anchor=(0.5, 1.04), - fontsize=9.5, - columnspacing=1.5, - ) - fig.suptitle( - "Benchmark Recovery During Knowledge Distillation · Nemotron-Nano-9B-v2 → Pruned 7B", - fontsize=13, - fontweight="bold", - y=1.10, - ) - plt.tight_layout() - path = os.path.join(FIGURES_DIR, "learning_curves.png") - plt.savefig(path) - plt.close() - print(f"Saved: {path}") - - -if __name__ == "__main__": - plot_learning_curves() - print(f"\nFigure saved to: {FIGURES_DIR}") diff --git a/examples/pruning/README.md b/examples/pruning/README.md index 87c17e15fa5..285d9eef571 100644 --- a/examples/pruning/README.md +++ b/examples/pruning/README.md @@ -197,7 +197,7 @@ Some of the models pruned using Minitron method followed by distillation and pos - [Minitron Collection on Hugging Face](https://huggingface.co/collections/nvidia/minitron) - [NVIDIA-Nemotron-Nano-9B-v2](https://huggingface.co/nvidia/NVIDIA-Nemotron-Nano-9B-v2) -For end-to-end distillation results after Minitron pruning, see [Nemotron-Nano-9B-v2 → Pruned 7B](../megatron_bridge/results/minitron/nemotron_nano_9b_v2_pruned_7b/README.md). +For end-to-end distillation results after Minitron pruning, see [Nemotron-Nano-9B-v2 → Pruned 7B](../megatron_bridge/results/minitron/NVIDIA-Nemotron-Nano-9B-v2/README.md). ### Puzzletron Pruning for LLMs (e.g. Llama, Qwen, Nemotron) @@ -304,7 +304,7 @@ After pruning, distillation is required to recover model accuracy. Below are rec End-to-end distillation results with Megatron-Bridge after Minitron and Puzzletron pruning are tracked in the [Megatron-Bridge results directory](../megatron_bridge/results/README.md): -- **[Minitron — Nemotron-Nano-9B-v2 → Pruned 7B](../megatron_bridge/results/minitron/nemotron_nano_9b_v2_pruned_7b/README.md)**: Structured pruning of Nemotron-Nano-9B-v2 to 7B followed by knowledge distillation up to 80B tokens. Achieves near-parity with the official 9B model across MMLU, MMLU Pro, GPQA, LCB, AIME, Math 500, IFEval, and SciCode. +- **[Minitron — Nemotron-Nano-9B-v2 → Pruned 7B](../megatron_bridge/results/minitron/NVIDIA-Nemotron-Nano-9B-v2/README.md)**: Structured pruning of Nemotron-Nano-9B-v2 to 7B followed by knowledge distillation up to 80B tokens. Achieves near-parity with the official 9B model across MMLU, MMLU Pro, GPQA, LCB, AIME, Math 500, IFEval, and SciCode. - **[Puzzletron — Qwen3-8B and Llama-3.1-8B-Instruct](../megatron_bridge/results/puzzletron.md)**: MIP-based compression followed by short distillation runs on WikiText-103. Shows MMLU recovery and illustrates the importance of using larger datasets to avoid overfitting. ## Resources From 7b772c9f133bbc485e9bf9f5756fa9e9ffc06b0a Mon Sep 17 00:00:00 2001 From: Keval Morabia <28916987+kevalmorabia97@users.noreply.github.com> Date: Thu, 23 Apr 2026 09:01:51 -0700 Subject: [PATCH 03/11] docs: add FP8 quantization and vLLM benchmarking to Minitron 7B results MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit - Add Section 5 (FP8 PTQ via hf_ptq.py) and Section 6 (vLLM throughput benchmarking) to the Nemotron-Nano-9B-v2 → Pruned 7B README - Add intro paragraph with linked table of contents covering all 6 sections - Add evaluation metric table with exact NeMo Evaluator metric names - Fix MEGATRON_DATA_PREP.md: switch to hf download CLI, fix JSONL output filenames, sort expected output list, use --input_dir for Science-v1 and --jsonl_paths loop for CP-v2 - Throughput results on single H100 (ISL=512, OSL=512, mamba_ssm_cache_dtype=float32): BF16 9.57 req/s → FP8 10.33 req/s (~1.08× speedup) Co-Authored-By: Claude Sonnet 4.6 Signed-off-by: Keval Morabia <28916987+kevalmorabia97@users.noreply.github.com> --- CHANGELOG.rst | 2 +- examples/dataset/MEGATRON_DATA_PREP.md | 5 +- examples/megatron_bridge/distill.py | 2 +- .../NVIDIA-Nemotron-Nano-9B-v2/README.md | 77 ++++++++++++++++--- 4 files changed, 70 insertions(+), 16 deletions(-) diff --git a/CHANGELOG.rst b/CHANGELOG.rst index f5e17db7f6c..c9e28f246e4 100755 --- a/CHANGELOG.rst +++ b/CHANGELOG.rst @@ -25,6 +25,7 @@ Changelog **New Features** - Support full Transformer Engine spec for Minitron pruning (``mcore_minitron``). Now we no longer need to use custom ModelOpt spec. Note that this does not affect the usage of the pruning workflow but makes pruning slightly faster and may result in slightly different pruned model because of different kernel and numerics. +- Add end-to-end tutorial for Minitron pruning + distillation + quantization + vLLM deployment for Nemotron-Nano-9B-v2 → Pruned 7B with data blend preparation (and ablation study), a nemo-evaluator evaluation config, quantization and vLLM benchmarking. See `examples/megatron_bridge/results/minitron/NVIDIA-Nemotron-Nano-9B-v2/README.md `_ for details. - Add Puzzletron - a new algorithm for heterogeneous pruning of LLM and VLM models. See `examples/puzzletron/README.md `_ for more details. - Added iterator interface using CalibrationDataReader in ONNX quantization workflow. - Add N:M sparse softmax support to the Triton flash attention kernel (``modelopt.torch.kernels.common.attention.triton_fa``). See `examples/llm_sparsity/attention_sparsity/README.md `_ for usage. @@ -54,7 +55,6 @@ Changelog - Bump minimum required PyTorch version to 2.8. - [Experimental] Add support for transformers>=5.0, including generic PTQ and unified HF checkpoint export for fused MoE expert modules (Mixtral, Qwen2-MoE, Qwen3-MoE, Qwen3.5-MoE, DeepSeek-V3, Jamba, OLMoE, etc.). - Improve ``megatron_preprocess_data``: add ``--reasoning_content`` support for Nemotron v3 datasets, eliminate intermediate JSONL for HuggingFace datasets, return output file prefixes from the Python API, add gzip input support (``.jsonl.gz``), add ``--strip_newlines`` flag for plain-text pretraining data, add ``--hf_streaming`` for very large datasets (only consumed rows downloaded), and auto-shuffle when ``--hf_max_samples_per_split`` is set to avoid biased sampling. -- Add end-to-end Minitron pruning and distillation results for Nemotron-Nano-9B-v2 → Pruned 7B with data blend preparation, blend ablation study, and a nemo-evaluator evaluation config. See `examples/megatron_bridge/results/minitron/NVIDIA-Nemotron-Nano-9B-v2/README.md `_ for details. 0.43 (2026-04-16) ^^^^^^^^^^^^^^^^^ diff --git a/examples/dataset/MEGATRON_DATA_PREP.md b/examples/dataset/MEGATRON_DATA_PREP.md index db8330b32f0..e8f7b2640da 100644 --- a/examples/dataset/MEGATRON_DATA_PREP.md +++ b/examples/dataset/MEGATRON_DATA_PREP.md @@ -11,7 +11,8 @@ OUTPUT_DIR=tokenized_nano_v2 # Output directory for tokenized Output files are written in Megatron binary format (`.bin` / `.idx`). See [examples/dataset/README.md](../dataset/README.md) for full tokenization documentation. -> **Tip:** Token count for a `.bin` file = file size in bytes ÷ 4. This is also printed by the tokenization script on completion. +> [!TIP] +> Token count for a `.bin` file = file size in bytes ÷ 4. This is also printed by the tokenization script on completion. > Tokenizing each of the datasets below will take anywhere between 10 minutes to 1 hour. You can tokenize all in parallel to speed up the process. @@ -40,7 +41,7 @@ python -m modelopt.torch.utils.plugins.megatron_preprocess_data \ ## Nemotron Post-training v1 dataset -**[nvidia/Nemotron-Post-Training-Dataset-v1](https://huggingface.co/datasets/nvidia/Nemotron-Post-Training-Dataset-v1)** — STEM subset, capped at 5M samples. v1 data does not contain reasoning traces; `--reasoning_content strip` drops any if present: +**[nvidia/Nemotron-Post-Training-Dataset-v1](https://huggingface.co/datasets/nvidia/Nemotron-Post-Training-Dataset-v1)** — STEM subset, capped at 5M samples. v1 data does not contain reasoning traces: ```bash python -m modelopt.torch.utils.plugins.megatron_preprocess_data \ diff --git a/examples/megatron_bridge/distill.py b/examples/megatron_bridge/distill.py index 1866208eb71..6adeb19e2f8 100644 --- a/examples/megatron_bridge/distill.py +++ b/examples/megatron_bridge/distill.py @@ -303,7 +303,7 @@ def _build_model_provider(hf_path): save_interval=args.eval_interval, save=checkpoint_dir, load=checkpoint_dir, # Resume from this directory (if exists) - most_recent_k=50, # Keeps 50 most recent checkpoints (not metric-based) + most_recent_k=5, # Keeps 5 most recent checkpoints (not metric-based) ckpt_format="torch_dist", async_save=True, fully_parallel_save=True, diff --git a/examples/megatron_bridge/results/minitron/NVIDIA-Nemotron-Nano-9B-v2/README.md b/examples/megatron_bridge/results/minitron/NVIDIA-Nemotron-Nano-9B-v2/README.md index b79a78ac730..563561a9ffd 100644 --- a/examples/megatron_bridge/results/minitron/NVIDIA-Nemotron-Nano-9B-v2/README.md +++ b/examples/megatron_bridge/results/minitron/NVIDIA-Nemotron-Nano-9B-v2/README.md @@ -1,8 +1,15 @@ -# Nemotron-Nano-9B-v2 → Pruned 7B +# Nemotron-Nano-9B-v2: Prune + Distill + Quantize + vLLM Deployment -Structured pruning of [Nemotron-Nano-9B-v2](https://huggingface.co/nvidia/NVIDIA-Nemotron-Nano-9B-v2) to 7B using Minitron and knowledge distillation. +End-to-end optimization of [Nemotron-Nano-9B-v2](https://huggingface.co/nvidia/NVIDIA-Nemotron-Nano-9B-v2) demonstrating how ModelOpt techniques stack: Minitron structured pruning to 7B → Megatron-Bridge knowledge distillation to recover accuracy → FP8 quantization → vLLM deployment and throughput benchmarking. This document covers: -**Environment:** Container `nvcr.io/nvidia/nemo:26.02`, ModelOpt 0.43.0. See the [Megatron Bridge README](../../README.md) for environment setup and container usage. +1. **[Data Preparation](#1-data-preparation)** — tokenizing the training blend for distillation +2. **[Pruning](#2-pruning)** — Minitron structured pruning from 9B to 7B +3. **[Distillation](#3-distillation)** — recovering accuracy via Megatron-Bridge knowledge distillation (up to 80B tokens) +4. **[Evaluation](#4-evaluation)** — benchmarking with NeMo Evaluator across MMLU Pro, GPQA, AIME, and more +5. **[Quantization](#5-quantization)** — FP8 PTQ on the distilled checkpoint using ModelOpt's `examples/llm_ptq/hf_ptq.py` script +6. **[vLLM Inference Benchmarking](#6-vllm-inference-benchmarking)** — throughput comparison of BF16 vs FP8 on a single H100 + +**Environment:** Container `nvcr.io/nvidia/nemo:26.02`, ModelOpt 0.44.0. See the [Megatron Bridge README](../../README.md) for environment setup (including ModelOpt mount path) and container usage. ## Results @@ -41,7 +48,8 @@ Structured pruning of [Nemotron-Nano-9B-v2](https://huggingface.co/nvidia/NVIDIA Distillation uses the **30% Pretraining (Code 5, General 20, MATH 5) + 70% Post-training v1/v3 (Math 30, Coding 20, Science 15, IF 5)** blend (see [Data Blend](#data-blend) below). Blend ablations are in [ABLATIONS.md](ABLATIONS.md). -> **Note:** Exact numbers may vary depending on deployment and evaluation setup. All models above — including the official 9B and 12B — were evaluated with the same [nemo_evaluator.yaml](nemo_evaluator.yaml) for fair comparison. These numbers may differ from those reported on the official [Nemotron-Nano-9B-v2](https://huggingface.co/nvidia/NVIDIA-Nemotron-Nano-9B-v2) and [Nemotron-Nano-12B-v2](https://huggingface.co/nvidia/NVIDIA-Nemotron-Nano-12B-v2) HuggingFace model cards. +> [!NOTE] +> Exact numbers may vary depending on deployment and evaluation setup. All models above — including the official 9B and 12B — were evaluated with the same [nemo_evaluator.yaml](nemo_evaluator.yaml) for fair comparison. These numbers may differ from those reported on the official [Nemotron-Nano-9B-v2](https://huggingface.co/nvidia/NVIDIA-Nemotron-Nano-9B-v2) and [Nemotron-Nano-12B-v2](https://huggingface.co/nvidia/NVIDIA-Nemotron-Nano-12B-v2) HuggingFace model cards. > > The official Nemotron-Nano-9B-v2 model was itself produced by pruning Nemotron-Nano-12B-v2 using Minitron. See [arxiv:2508.14444](https://arxiv.org/abs/2508.14444) for details on the exact steps used there. @@ -118,9 +126,9 @@ When adding new datasets, reduce weights of lower-priority categories proportion ### 2. Pruning -Run on **1 node × 8x H100** (~2 hours). Model Optimizer 0.44.0 has some optimizations to make this process run in <1 hour! +Run on **1 node × 8x H100** (~1 hours) -Non-default arguments: `--hparams_to_skip num_attention_heads` (default: none; attention heads pruning is harder to recover hence skipped), `--seq_length 8192` (default: 4096) since dataset has longer sequences. All other arguments use defaults i.e. we optimize for MMLU (5% subset, 0-shot) for the pruned model (without distillation). +Non-default arguments: `--hparams_to_skip num_attention_heads` (default: none; attention heads pruning is harder to recover hence skipped), `--seq_length 8192` (default: 4096) since dataset has longer sequences. All other arguments use defaults i.e. we optimize for MMLU (10% subset, 0-shot) for the pruned model (without distillation). ```bash torchrun --nproc_per_node 8 /opt/Model-Optimizer/examples/megatron_bridge/prune_minitron.py \ @@ -189,11 +197,12 @@ torchrun --nproc_per_node 8 /opt/Model-Optimizer/examples/megatron_bridge/distil --eval_interval 400 \ --eval_iters 32 \ --log_interval 10 \ - --output_dir \ - # Optional: Weights & Biases logging - --wandb_project \ - --wandb_entity \ - --wandb_exp_name + --output_dir + +# Optional: Weights & Biases logging +# --wandb_project \ +# --wandb_entity \ +# --wandb_exp_name ``` For multi-node Slurm runs, see the [Megatron Bridge README](../../README.md#slurm-usage) for details. @@ -222,7 +231,8 @@ Before running, update the following fields in the yaml: Set the required environment variables and run: -> **Tip:** Uncomment `limit_samples` under any task to run a small subset and verify the end-to-end eval pipeline before launching full evals. +> [!TIP] +> Uncomment `limit_samples` under any task to run a small subset and verify the end-to-end eval pipeline before launching full evals. ```bash pip install "nemo-evaluator-launcher[all]==0.1.90" @@ -257,3 +267,46 @@ nemo-evaluator-launcher run --config nemo_evaluator.yaml **Key vLLM settings:** Tool calling is not enabled in these evals. For more details on NeMo Evaluator, see the [GitHub repo](https://github.com/NVIDIA-NeMo/evaluator) and [documentation](https://docs.nvidia.com/nemo/evaluator/latest/). + +### 5. Quantization + +ModelOpt allows stacking multiple optimization techniques. Here we stack FP8 quantization on top of the pruned and distilled model to get an even more optimized model. See [examples/llm_ptq/README.md](../../../../llm_ptq/README.md) for the full PTQ documentation. + +> [!NOTE] +> You can also quantize to NVFP4, which may require further distillation to recover accuracy (QAD). + +Calibrate and export the HF checkpoint from iteration 12800 to FP8 (takes 1-2 mins on 8x H100): + +```bash +python /opt/Model-Optimizer/examples/llm_ptq/hf_ptq.py \ + --pyt_ckpt_path /checkpoints/hf_iter_12800 \ + --export_path /checkpoints/hf_iter_12800_fp8 \ + --qformat fp8 \ + --trust_remote_code +``` + +This calibrates on 512 samples and writes a quantized HF checkpoint to `/checkpoints/hf_iter_12800_fp8`. The checkpoint is directly deployable with [vLLM](https://github.com/vllm-project/vllm), [TensorRT-LLM](https://github.com/NVIDIA/TensorRT-LLM) and [SGLang](https://github.com/sgl-project/sglang). + +### 6. vLLM Inference Benchmarking + +Benchmark throughput using [vLLM](https://github.com/vllm-project/vllm) on a single H100 GPU. Run the command once for each huggingface checkpoint — vLLM automatically detects and applies FP8 quantization for the FP8 checkpoint from the embedded `quantization_config` in the model's `config.json`, with no extra flags needed: + +```bash +vllm bench throughput \ + --model \ + --random-input-len 2048 \ + --random-output-len 8192 \ + --trust-remote-code \ + --mamba_ssm_cache_dtype float32 \ + --load-format safetensors +``` + +Results on a single H100 (ISL=2048, OSL=8192): + +| Checkpoint | Requests/s | Total tokens/s | Output tokens/s | +| --- | --- | --- | --- | +| Pruned 7B BF16 (13.1 GiB) | 0.72 | 7,346 | 5,877 | +| Pruned 7B FP8 (7.6 GiB) | **0.83** | **8,457** | **6,765** | +| **Speedup** | **1.15×** | **1.15×** | **1.15×** | + +FP8 delivers a ~15% throughput improvement in this long-context decode-heavy workload. The NemotronH hybrid architecture (Mamba + attention) means a portion of compute is in Mamba SSM layers, which are not weight-quantized the same way as linear layers, moderating the throughput gain relative to pure-transformer models where FP8 can deliver larger improvements. From 000cd1ceb083774c8370e5080fb797126967e8fd Mon Sep 17 00:00:00 2001 From: Keval Morabia <28916987+kevalmorabia97@users.noreply.github.com> Date: Thu, 23 Apr 2026 12:39:23 -0700 Subject: [PATCH 04/11] refactor: move pruning results to examples/pruning/{minitron,puzzletron} MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Minitron and Puzzletron experiment results were under megatron_bridge/results/ but the tutorials cover HF-based steps (quantization, vLLM deployment) beyond Megatron-Bridge. Move to examples/pruning/{minitron,puzzletron}/ so the location reflects the primary focus (pruning + distillation) and scales cleanly as more models are added (e.g. Nemotron-3-Nano-30B-A3B). - Add examples/pruning/minitron/README.md and puzzletron/README.md as index pages - Rename puzzletron/puzzletron.md → puzzletron/Llama-3.1-8B-Instruct.md - Delete megatron_bridge/results/ folder (now empty) - Fix all cross-references in megatron_bridge/README.md, pruning/README.md, puzzletron/README.md, CHANGELOG.rst, and internal relative links in the moved Nano-9B-v2 README Co-Authored-By: Claude Sonnet 4.6 Signed-off-by: Keval Morabia <28916987+kevalmorabia97@users.noreply.github.com> --- CHANGELOG.rst | 2 +- examples/megatron_bridge/README.md | 3 +- examples/megatron_bridge/results/README.md | 12 --- examples/pruning/README.md | 10 +-- .../NVIDIA-Nemotron-Nano-9B-v2/ABLATIONS.md | 0 .../NVIDIA-Nemotron-Nano-9B-v2/README.md | 85 ++++++++++-------- .../figures/learning_curves.png | Bin .../nemo_evaluator.yaml | 1 - examples/pruning/minitron/README.md | 11 +++ .../puzzletron/Llama-3.1-8B-Instruct.md} | 0 examples/pruning/puzzletron/README.md | 10 +++ examples/puzzletron/README.md | 2 +- 12 files changed, 77 insertions(+), 59 deletions(-) delete mode 100644 examples/megatron_bridge/results/README.md rename examples/{megatron_bridge/results => pruning}/minitron/NVIDIA-Nemotron-Nano-9B-v2/ABLATIONS.md (100%) rename examples/{megatron_bridge/results => pruning}/minitron/NVIDIA-Nemotron-Nano-9B-v2/README.md (76%) rename examples/{megatron_bridge/results => pruning}/minitron/NVIDIA-Nemotron-Nano-9B-v2/figures/learning_curves.png (100%) rename examples/{megatron_bridge/results => pruning}/minitron/NVIDIA-Nemotron-Nano-9B-v2/nemo_evaluator.yaml (99%) create mode 100644 examples/pruning/minitron/README.md rename examples/{megatron_bridge/results/puzzletron.md => pruning/puzzletron/Llama-3.1-8B-Instruct.md} (100%) create mode 100644 examples/pruning/puzzletron/README.md diff --git a/CHANGELOG.rst b/CHANGELOG.rst index c9e28f246e4..862df21be7f 100755 --- a/CHANGELOG.rst +++ b/CHANGELOG.rst @@ -25,7 +25,7 @@ Changelog **New Features** - Support full Transformer Engine spec for Minitron pruning (``mcore_minitron``). Now we no longer need to use custom ModelOpt spec. Note that this does not affect the usage of the pruning workflow but makes pruning slightly faster and may result in slightly different pruned model because of different kernel and numerics. -- Add end-to-end tutorial for Minitron pruning + distillation + quantization + vLLM deployment for Nemotron-Nano-9B-v2 → Pruned 7B with data blend preparation (and ablation study), a nemo-evaluator evaluation config, quantization and vLLM benchmarking. See `examples/megatron_bridge/results/minitron/NVIDIA-Nemotron-Nano-9B-v2/README.md `_ for details. +- Add end-to-end tutorial for Minitron pruning + distillation + quantization + evaluation + vLLM deployment for Nemotron-Nano-9B-v2 → Pruned 7B along with data blend preparation steps (and ablation study). See `examples/pruning/minitron/README.md `_ for details. - Add Puzzletron - a new algorithm for heterogeneous pruning of LLM and VLM models. See `examples/puzzletron/README.md `_ for more details. - Added iterator interface using CalibrationDataReader in ONNX quantization workflow. - Add N:M sparse softmax support to the Triton flash attention kernel (``modelopt.torch.kernels.common.attention.triton_fa``). See `examples/llm_sparsity/attention_sparsity/README.md `_ for usage. diff --git a/examples/megatron_bridge/README.md b/examples/megatron_bridge/README.md index 08a9e5cbffb..5373ba86e9a 100644 --- a/examples/megatron_bridge/README.md +++ b/examples/megatron_bridge/README.md @@ -10,7 +10,6 @@ This directory contains examples of using Model Optimizer with [NeMo Megatron-Br | Pruning | Examples of pruning a model using Minitron algorithm | \[[Link](#pruning)\] | | Distillation | Examples of distillation a pruned or quantized model | \[[Link](#distillation)\] | | Post-Training Quantization | Examples of quantizing a model | \[[Link](#post-training-quantization)\] | -| Results | Distillation experiment results for Minitron and Puzzletron pruning | \[[Link](results/README.md)\] | | Resources | Extra links to relevant resources | \[[Link](#resources)\] | @@ -190,7 +189,7 @@ For more details, see the [Megatron-Bridge conversion README](https://github.com ### Distillation Results -See [results/](results/README.md) for distillation experiment results covering Minitron and Puzzletron pruning algorithms. +See [examples/pruning/](../pruning/README.md#results) for distillation experiment results covering Minitron and Puzzletron pruning algorithms. ## Post-Training Quantization diff --git a/examples/megatron_bridge/results/README.md b/examples/megatron_bridge/results/README.md deleted file mode 100644 index ac7e5ed97d8..00000000000 --- a/examples/megatron_bridge/results/README.md +++ /dev/null @@ -1,12 +0,0 @@ -# Megatron-Bridge Distillation Results - -Experiment results for knowledge distillation via Megatron-Bridge after structured pruning. Two pruning algorithms are covered: - -| Algorithm | Experiment | Summary | -| --- | --- | --- | -| [Minitron](minitron/NVIDIA-Nemotron-Nano-9B-v2/README.md) | Nemotron-Nano-9B-v2 → Pruned 7B | Structured pruning of Nemotron-Nano-9B-v2 to 7B, distilled up to 80B tokens. Achieves near-parity with the official 9B across MMLU, MMLU Pro, GPQA, LCB, AIME, Math 500, IFEval, and SciCode. | -| [Puzzletron](puzzletron.md) | Qwen3-8B → 80%; Llama-3.1-8B-Instruct → 50%/69% | Compression using Puzzletron followed by short distillation runs (100 iters on WikiText-103). Shows MMLU recovery and illustrates dataset size requirements — small datasets can cause overfitting and regression. | - -## Shared Resources - -- **[MEGATRON_DATA_PREP.md](../../dataset/MEGATRON_DATA_PREP.md)** — Tokenization commands for all datasets used in distillation experiments (Nemotron Pre/Post-Training collections). diff --git a/examples/pruning/README.md b/examples/pruning/README.md index 285d9eef571..10b659e2ff3 100644 --- a/examples/pruning/README.md +++ b/examples/pruning/README.md @@ -197,7 +197,7 @@ Some of the models pruned using Minitron method followed by distillation and pos - [Minitron Collection on Hugging Face](https://huggingface.co/collections/nvidia/minitron) - [NVIDIA-Nemotron-Nano-9B-v2](https://huggingface.co/nvidia/NVIDIA-Nemotron-Nano-9B-v2) -For end-to-end distillation results after Minitron pruning, see [Nemotron-Nano-9B-v2 → Pruned 7B](../megatron_bridge/results/minitron/NVIDIA-Nemotron-Nano-9B-v2/README.md). +For end-to-end distillation results after Minitron pruning, see [Nemotron-Nano-9B-v2 → Pruned 7B](minitron/NVIDIA-Nemotron-Nano-9B-v2/README.md). ### Puzzletron Pruning for LLMs (e.g. Llama, Qwen, Nemotron) @@ -205,7 +205,7 @@ Checkout the [Puzzletron example](../puzzletron/README.md) which showcases MIP-b Supported models include Llama-3.1-8B-Instruct, Qwen3-8B, Qwen2.5-7B-Instruct, Nemotron-Nano-12B-v2, Mistral-Small-24B-Instruct-2501, and others via the [configs](../puzzletron/configs/) directory. -After compression, use [Megatron-Bridge distillation](../megatron_bridge/README.md#distillation) to recover accuracy. For distillation results on Puzzletron-compressed models, see [results/puzzletron.md](../megatron_bridge/results/puzzletron.md). +After compression, use [Megatron-Bridge distillation](../megatron_bridge/README.md#distillation) to recover accuracy. For distillation results on Puzzletron-compressed models, see [puzzletron/](puzzletron/README.md). ### FastNAS Pruning for PyTorch Computer Vision Models @@ -302,10 +302,10 @@ After pruning, distillation is required to recover model accuracy. Below are rec ## Results -End-to-end distillation results with Megatron-Bridge after Minitron and Puzzletron pruning are tracked in the [Megatron-Bridge results directory](../megatron_bridge/results/README.md): +End-to-end distillation results with Megatron-Bridge after Minitron and Puzzletron pruning: -- **[Minitron — Nemotron-Nano-9B-v2 → Pruned 7B](../megatron_bridge/results/minitron/NVIDIA-Nemotron-Nano-9B-v2/README.md)**: Structured pruning of Nemotron-Nano-9B-v2 to 7B followed by knowledge distillation up to 80B tokens. Achieves near-parity with the official 9B model across MMLU, MMLU Pro, GPQA, LCB, AIME, Math 500, IFEval, and SciCode. -- **[Puzzletron — Qwen3-8B and Llama-3.1-8B-Instruct](../megatron_bridge/results/puzzletron.md)**: MIP-based compression followed by short distillation runs on WikiText-103. Shows MMLU recovery and illustrates the importance of using larger datasets to avoid overfitting. +- **[Minitron — Nemotron-Nano-9B-v2 → Pruned 7B](minitron/README.md)**: Structured pruning of Nemotron-Nano-9B-v2 to 7B followed by knowledge distillation up to 80B tokens. Achieves near-parity with the official 9B model across pretraining and reasoning benchmarks. +- **[Puzzletron — Qwen3-8B and Llama-3.1-8B-Instruct](puzzletron/README.md)**: MIP-based compression followed by short distillation runs on WikiText-103. Shows MMLU recovery and illustrates the importance of using larger datasets to avoid overfitting. ## Resources diff --git a/examples/megatron_bridge/results/minitron/NVIDIA-Nemotron-Nano-9B-v2/ABLATIONS.md b/examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/ABLATIONS.md similarity index 100% rename from examples/megatron_bridge/results/minitron/NVIDIA-Nemotron-Nano-9B-v2/ABLATIONS.md rename to examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/ABLATIONS.md diff --git a/examples/megatron_bridge/results/minitron/NVIDIA-Nemotron-Nano-9B-v2/README.md b/examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/README.md similarity index 76% rename from examples/megatron_bridge/results/minitron/NVIDIA-Nemotron-Nano-9B-v2/README.md rename to examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/README.md index 563561a9ffd..196014f67d7 100644 --- a/examples/megatron_bridge/results/minitron/NVIDIA-Nemotron-Nano-9B-v2/README.md +++ b/examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/README.md @@ -9,7 +9,7 @@ End-to-end optimization of [Nemotron-Nano-9B-v2](https://huggingface.co/nvidia/N 5. **[Quantization](#5-quantization)** — FP8 PTQ on the distilled checkpoint using ModelOpt's `examples/llm_ptq/hf_ptq.py` script 6. **[vLLM Inference Benchmarking](#6-vllm-inference-benchmarking)** — throughput comparison of BF16 vs FP8 on a single H100 -**Environment:** Container `nvcr.io/nvidia/nemo:26.02`, ModelOpt 0.44.0. See the [Megatron Bridge README](../../README.md) for environment setup (including ModelOpt mount path) and container usage. +**Environment:** Container `nvcr.io/nvidia/nemo:26.02`, ModelOpt 0.44.0. See the [Megatron-Bridge README](../../../megatron_bridge/README.md) for environment setup (including ModelOpt mount path) and container usage. ## Results @@ -50,7 +50,8 @@ Distillation uses the **30% Pretraining (Code 5, General 20, MATH 5) + 70% Post- > [!NOTE] > Exact numbers may vary depending on deployment and evaluation setup. All models above — including the official 9B and 12B — were evaluated with the same [nemo_evaluator.yaml](nemo_evaluator.yaml) for fair comparison. These numbers may differ from those reported on the official [Nemotron-Nano-9B-v2](https://huggingface.co/nvidia/NVIDIA-Nemotron-Nano-9B-v2) and [Nemotron-Nano-12B-v2](https://huggingface.co/nvidia/NVIDIA-Nemotron-Nano-12B-v2) HuggingFace model cards. -> + +> [!NOTE] > The official Nemotron-Nano-9B-v2 model was itself produced by pruning Nemotron-Nano-12B-v2 using Minitron. See [arxiv:2508.14444](https://arxiv.org/abs/2508.14444) for details on the exact steps used there. --- @@ -59,7 +60,7 @@ Distillation uses the **30% Pretraining (Code 5, General 20, MATH 5) + 70% Post- ### 1. Data Preparation -See [examples/dataset/MEGATRON_DATA_PREP.md](../../../../dataset/MEGATRON_DATA_PREP.md) for tokenization commands for all datasets used in this blend. +See [examples/dataset/MEGATRON_DATA_PREP.md](../../../dataset/MEGATRON_DATA_PREP.md) for tokenization commands for all datasets used in this blend. For this experiment: `TOKENIZER=nvidia/NVIDIA-Nemotron-Nano-9B-v2`, `OUTPUT_DIR=tokenized_nano_v2`. @@ -87,23 +88,23 @@ DATA_BLEND=" \ | Dataset | Tokens | Weight | Notes | | --- | --- | --- | --- | -| Nemotron-Pretraining-SFT-v1 / Code | 6.7B | 5 | Pretraining code | -| Nemotron-Pretraining-SFT-v1 / General | 15.9B | 20 | Upweighted to better close MMLU gap | -| Nemotron-Pretraining-SFT-v1 / MATH | 12.1B | 5 | Pretraining math | -| Nemotron-Math-v2 / high part00 | 9.3B | 15 | Hard math reasoning | -| Nemotron-Math-v2 / high part01 | 10.6B | 10 | Hard math reasoning | -| Nemotron-SFT-Math-v3 | 2.1B | 5 | TIR reasoning traces | -| Nemotron-SFT-Competitive-Programming-v2 / python | 6.7B | 15 | Python reasoning traces | -| Nemotron-SFT-Competitive-Programming-v2 / cpp | 6.7B | 5 | C++ reasoning traces | -| Nemotron-Post-Training-Dataset-v1 / stem | ~60B | 10 | Broad STEM | -| Nemotron-Science-v1 / MCQ | 497M | 3 | GPQA MCQ format alignment | -| Nemotron-Science-v1 / RQA | 278M | 2 | GPQA format diversity | -| Nemotron-SFT-IF-Chat-v2 / reasoning_on | 2.2B | 3 | Instruction following (thinking on) | -| Nemotron-SFT-IF-Chat-v2 / reasoning_off | 1.4B | 2 | Instruction following (thinking off) | +| Nemotron-Pretraining-SFT-v1 / Code (10M samples) | 7B | 5 | Pretraining code | +| Nemotron-Pretraining-SFT-v1 / General (10M samples) | 16B | 20 | Upweighted to better close MMLU gap | +| Nemotron-Pretraining-SFT-v1 / MATH (10M samples) | 12B | 5 | Pretraining math | +| Nemotron-Math-v2 / high_part00 | 9B | 15 | Hard math reasoning | +| Nemotron-Math-v2 / high_part01 | 11B | 10 | Hard math reasoning | +| Nemotron-SFT-Math-v3 | 2B | 5 | Tool-Integrated Reasoning (TIR) traces | +| Nemotron-SFT-Competitive-Programming-v2 / python_00 | 7B | 15 | Python reasoning traces | +| Nemotron-SFT-Competitive-Programming-v2 / cpp_00 | 7B | 5 | C++ reasoning traces | +| Nemotron-Post-Training-Dataset-v1 / stem (5M samples) | 20B | 10 | Broad STEM | +| Nemotron-Science-v1 / MCQ | 0.5B | 3 | GPQA MCQ format alignment | +| Nemotron-Science-v1 / RQA | 0.3B | 2 | GPQA format diversity | +| Nemotron-SFT-IF-Chat-v2 / reasoning_on | 2B | 3 | Instruction following (thinking on) | +| Nemotron-SFT-IF-Chat-v2 / reasoning_off | 1B | 2 | Instruction following (thinking off) | #### General Guidelines -Always use 30% pretraining and 70% post-training data as optimal blend. Exact proportions may vary depending on the benchmarks you care about. The blend above was designed to maximize recovery on important benchmarks reported in the Nemotron-Nano-9B-v2 model card. The key design decisions were: +The optimal blend is 30% pretraining and 70% post-training data. Exact proportions may vary depending on the benchmarks you care about. The blend above was designed to maximize recovery on important benchmarks reported in the Nemotron-Nano-9B-v2 model card. The key design decisions were: - **30% pretraining data** closes the MMLU gap that arises from training exclusively on reasoning-heavy post-training data. The General split (20%) is upweighted specifically to recover general knowledge recall. - **Math (30%)** is the largest post-training category because AIME and MMLU Pro respond strongly to more math reasoning tokens. Two `Nemotron-Math-v2` splits are used to avoid repetition at longer token budgets. @@ -126,7 +127,7 @@ When adding new datasets, reduce weights of lower-priority categories proportion ### 2. Pruning -Run on **1 node × 8x H100** (~1 hours) +Run on **1 node × 8x H100** (~1 hour) Non-default arguments: `--hparams_to_skip num_attention_heads` (default: none; attention heads pruning is harder to recover hence skipped), `--seq_length 8192` (default: 4096) since dataset has longer sequences. All other arguments use defaults i.e. we optimize for MMLU (10% subset, 0-shot) for the pruned model (without distillation). @@ -144,7 +145,7 @@ torchrun --nproc_per_node 8 /opt/Model-Optimizer/examples/megatron_bridge/prune_ Important pruning logs: ```text -"Only considering atmost 40% for width and 20% for depth pruning hparams +Only considering atmost 40% for width and 20% for depth pruning hparams Skipping hparams_to_skip=['num_attention_heads'] during search space generation... Search space for num_layers: [46, 48, 50, 52, 54, 56] Search space for hidden_size: [2816, 3072, 3328, 3584, 3840, 4096, 4352, 4480] @@ -167,7 +168,7 @@ Top 10 candidates with scores: Dropping decoder layers [43, 44, 45, 46, 47, 48, 50, 52] from model. Original hybrid_override_pattern: M-M-M-MM-M-M-M*-M-M-M*-M-M-M-M*-M-M-M-M*-M-MM-M-M-M-M-M- -Pruned hybrid_override_pattern: M-M-M-MM-M-M-M*-M-M-M*-M-M-M-M*-M-M-M-M*-MMMM-M-" +Pruned hybrid_override_pattern: M-M-M-MM-M-M-M*-M-M-M*-M-M-M-M*-M-M-M-M*-MMMM-M- ``` --- @@ -205,9 +206,9 @@ torchrun --nproc_per_node 8 /opt/Model-Optimizer/examples/megatron_bridge/distil # --wandb_exp_name ``` -For multi-node Slurm runs, see the [Megatron Bridge README](../../README.md#slurm-usage) for details. +For multi-node Slurm runs, see the [Megatron-Bridge README](../../../megatron_bridge/README.md#slurm-usage) for details. -Distillation saves checkpoints in Megatron distributed format under `/checkpoints/iter_XXXXXXX`. To evaluate, convert a checkpoint to HuggingFace format using the Megatron-Bridge conversion script (see [Megatron Bridge README](../../README.md) for full details): +Distillation saves checkpoints in Megatron distributed format under `/checkpoints/iter_XXXXXXX`. To evaluate, convert a checkpoint to HuggingFace format using the Megatron-Bridge conversion script (see [Megatron Bridge README](../../../megatron_bridge/README.md) for full details): ```bash python /opt/Megatron-Bridge/examples/conversion/convert_checkpoints.py export \ @@ -220,7 +221,7 @@ python /opt/Megatron-Bridge/examples/conversion/convert_checkpoints.py export \ ### 4. Evaluation -The eval config in [nemo_evaluator.yaml](nemo_evaluator.yaml) is for Slurm-based evaluation — it submits a vLLM serving job and runs evals against it. For local model hosting and evaluation, refer to the [NeMo Evaluator documentation](https://docs.nvidia.com/nemo/evaluator/latest/). +The eval config in [nemo_evaluator.yaml](nemo_evaluator.yaml) is for Slurm-based evaluation — it submits a vLLM serving job and runs evals against it. For local model execution and evaluation, refer to the [NeMo Evaluator documentation](https://docs.nvidia.com/nemo/evaluator/latest/). Before running, update the following fields in the yaml: @@ -270,43 +271,53 @@ For more details on NeMo Evaluator, see the [GitHub repo](https://github.com/NVI ### 5. Quantization -ModelOpt allows stacking multiple optimization techniques. Here we stack FP8 quantization on top of the pruned and distilled model to get an even more optimized model. See [examples/llm_ptq/README.md](../../../../llm_ptq/README.md) for the full PTQ documentation. +ModelOpt allows stacking multiple optimization techniques. Here we stack FP8 quantization on top of the pruned and distilled model to get an even more optimized model. See [examples/llm_ptq/README.md](../../../llm_ptq/README.md) for the full PTQ documentation. + +Similar to the official [Nemotron-Nano-9B-v2-FP8](https://huggingface.co/nvidia/NVIDIA-Nemotron-Nano-9B-v2-FP8) model, if you want to quantize the pruned 7B model to FP8, the Mamba and MLP layers are quantized to FP8, while all 4 attention layers and the Conv1d components within the Mamba layers are kept in BF16 to avoid accuracy degradation. + +This is done with the `mtq.MAMBA_MOE_FP8_AGGRESSIVE_CFG` config defined in [`modelopt/torch/quantization/config.py`](../../../../modelopt/torch/quantization/config.py). To apply this, you need to modify `QUANT_CFG_CHOICES["fp8"]` in [`examples/llm_ptq/hf_ptq.py`](../../../llm_ptq/hf_ptq.py) to use `mtq.MAMBA_MOE_FP8_AGGRESSIVE_CFG`. You may also consider using `mtq.MAMBA_MOE_FP8_CONSERVATIVE_CFG` for more conservative quantization. > [!NOTE] -> You can also quantize to NVFP4, which may require further distillation to recover accuracy (QAD). +> You can also quantize to NVFP4 using `mtq.MAMBA_MOE_NVFP4_AGGRESSIVE_CFG` or `mtq.MAMBA_MOE_NVFP4_CONSERVATIVE_CFG`, which may require further distillation (QAD) to recover accuracy and Blackwell GPU for deployment. Calibrate and export the HF checkpoint from iteration 12800 to FP8 (takes 1-2 mins on 8x H100): ```bash python /opt/Model-Optimizer/examples/llm_ptq/hf_ptq.py \ --pyt_ckpt_path /checkpoints/hf_iter_12800 \ - --export_path /checkpoints/hf_iter_12800_fp8 \ + --export_path /checkpoints/hf_iter_12800_fp8_aggressive \ --qformat fp8 \ --trust_remote_code ``` -This calibrates on 512 samples and writes a quantized HF checkpoint to `/checkpoints/hf_iter_12800_fp8`. The checkpoint is directly deployable with [vLLM](https://github.com/vllm-project/vllm), [TensorRT-LLM](https://github.com/NVIDIA/TensorRT-LLM) and [SGLang](https://github.com/sgl-project/sglang). +The quantized checkpoint is directly deployable with [vLLM](https://github.com/vllm-project/vllm), [TensorRT-LLM](https://github.com/NVIDIA/TensorRT-LLM) and [SGLang](https://github.com/sgl-project/sglang). + +> [!TIP] +> You can run the evaluation using the same `nemo_evaluator.yaml` file for the quantized checkpoint also! ### 6. vLLM Inference Benchmarking -Benchmark throughput using [vLLM](https://github.com/vllm-project/vllm) on a single H100 GPU. Run the command once for each huggingface checkpoint — vLLM automatically detects and applies FP8 quantization for the FP8 checkpoint from the embedded `quantization_config` in the model's `config.json`, with no extra flags needed: +Benchmark throughput using [vLLM](https://github.com/vllm-project/vllm) on a single H100 GPU. Run the command once for each HuggingFace checkpoint. vLLM automatically detects FP8 quantization from the embedded `quantization_config` in `config.json` and applies it with no extra flags needed. + +Results on a single H100 (ISL=32768, OSL=1024): ```bash vllm bench throughput \ --model \ - --random-input-len 2048 \ - --random-output-len 8192 \ + --random-input-len 32768 \ + --random-output-len 1024 \ --trust-remote-code \ --mamba_ssm_cache_dtype float32 \ + --kv-cache-dtype fp8 \ --load-format safetensors ``` -Results on a single H100 (ISL=2048, OSL=8192): - -| Checkpoint | Requests/s | Total tokens/s | Output tokens/s | +| Checkpoint | Model loading memory | Output tokens/s | Speedup vs Nemotron-Nano-9B-v2 BF16 | | --- | --- | --- | --- | -| Pruned 7B BF16 (13.1 GiB) | 0.72 | 7,346 | 5,877 | -| Pruned 7B FP8 (7.6 GiB) | **0.83** | **8,457** | **6,765** | -| **Speedup** | **1.15×** | **1.15×** | **1.15×** | +| Nemotron-Nano-12B-v2 (official) | 22.9 GiB | 585 | 0.74× | +| Nemotron-Nano-9B-v2 (official) | 16.6 GiB | 794 | 1.00× | +| Nemotron-Nano-9B-v2-FP8 (official) | 9.6 GiB | 1,012 | 1.27× | +| Nemotron-Nano-9B-v2-Pruned-7B | 13.1 GiB | 963 | 1.21× | +| Nemotron-Nano-9B-v2-Pruned-7B-FP8 | 7.8 GiB | 1,147 | 1.44× | -FP8 delivers a ~15% throughput improvement in this long-context decode-heavy workload. The NemotronH hybrid architecture (Mamba + attention) means a portion of compute is in Mamba SSM layers, which are not weight-quantized the same way as linear layers, moderating the throughput gain relative to pure-transformer models where FP8 can deliver larger improvements. +In this case, FP8 delivers a ~20-30% throughput gain over BF16 at the same parameter count. The NemotronH hybrid architecture (Mamba + attention) moderates this gain relative to pure-transformer models, since Attention and Conv1d layers are not quantized. diff --git a/examples/megatron_bridge/results/minitron/NVIDIA-Nemotron-Nano-9B-v2/figures/learning_curves.png b/examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/figures/learning_curves.png similarity index 100% rename from examples/megatron_bridge/results/minitron/NVIDIA-Nemotron-Nano-9B-v2/figures/learning_curves.png rename to examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/figures/learning_curves.png diff --git a/examples/megatron_bridge/results/minitron/NVIDIA-Nemotron-Nano-9B-v2/nemo_evaluator.yaml b/examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/nemo_evaluator.yaml similarity index 99% rename from examples/megatron_bridge/results/minitron/NVIDIA-Nemotron-Nano-9B-v2/nemo_evaluator.yaml rename to examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/nemo_evaluator.yaml index dfaa3cea56f..8b96adbf621 100644 --- a/examples/megatron_bridge/results/minitron/NVIDIA-Nemotron-Nano-9B-v2/nemo_evaluator.yaml +++ b/examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/nemo_evaluator.yaml @@ -60,7 +60,6 @@ deployment: extra_args: "--trust-remote-code --no-enable-prefix-caching --mamba_ssm_cache_dtype float32 --model-loader-extra-config '{\"enable_multithread_load\"\ : true, \"num_threads\": 96}' --kv-cache-dtype fp8 " env_vars: - VLLM_FLASHINFER_MOE_BACKEND: throughput VLLM_ATTENTION_BACKEND: FLASH_ATTN endpoints: chat: /v1/chat/completions diff --git a/examples/pruning/minitron/README.md b/examples/pruning/minitron/README.md new file mode 100644 index 00000000000..8749c366a70 --- /dev/null +++ b/examples/pruning/minitron/README.md @@ -0,0 +1,11 @@ +# Minitron Pruning — End-to-End Tutorials + +End-to-end tutorials for [Minitron](https://arxiv.org/abs/2407.14679) structured pruning followed by knowledge distillation, quantization, evaluation,and vLLM deployment. + +Each subdirectory covers a specific source model and target size, including the full data blend, pruning config, distillation hyperparameters, evaluation results, and throughput benchmarks. + +## Related + +- [Minitron pruning instructions](../../megatron_bridge/README.md#pruning) and [Megatron-Bridge distillation instructions](../../megatron_bridge/README.md#distillation) +- [Megatron dataset tokenization](../../dataset/MEGATRON_DATA_PREP.md) +- [Puzzletron pruning algorithm](../../puzzletron/README.md) diff --git a/examples/megatron_bridge/results/puzzletron.md b/examples/pruning/puzzletron/Llama-3.1-8B-Instruct.md similarity index 100% rename from examples/megatron_bridge/results/puzzletron.md rename to examples/pruning/puzzletron/Llama-3.1-8B-Instruct.md diff --git a/examples/pruning/puzzletron/README.md b/examples/pruning/puzzletron/README.md new file mode 100644 index 00000000000..ae062667344 --- /dev/null +++ b/examples/pruning/puzzletron/README.md @@ -0,0 +1,10 @@ +# Puzzletron Pruning — Distillation Results + +Distillation results for models compressed with [Puzzletron](../../puzzletron/README.md) MIP-based heterogeneous pruning, followed by Megatron-Bridge knowledge distillation. Each file covers a specific source model. + +## Related + +- [Puzzletron pruning example](../../puzzletron/README.md) +- [Megatron-Bridge distillation instructions](../../megatron_bridge/README.md#distillation) +- [Megatron dataset tokenization](../../dataset/MEGATRON_DATA_PREP.md) +- [Minitron pruning instructions](../../pruning/README.md#minitron) diff --git a/examples/puzzletron/README.md b/examples/puzzletron/README.md index 19a48373a69..571b40ca499 100644 --- a/examples/puzzletron/README.md +++ b/examples/puzzletron/README.md @@ -341,7 +341,7 @@ To recover degradation in the quality of the compressed model, we can use knowle See [Megatron-Bridge distillation](../megatron_bridge/README.md#distillation) for instructions on using Megatron-Bridge for knowledge distillation. The distillation script supports both standard HuggingFace and Puzzletron AnyModel checkpoints. -For distillation results on Puzzletron-compressed models, see [results/puzzletron.md](../megatron_bridge/results/puzzletron.md). +For distillation results on Puzzletron-compressed models, see [examples/pruning/puzzletron/](../pruning/puzzletron/README.md). ## Advanced Usage From 5bda5fce8bb056d9b5c816e699906adc34cd0de2 Mon Sep 17 00:00:00 2001 From: Keval Morabia <28916987+kevalmorabia97@users.noreply.github.com> Date: Tue, 28 Apr 2026 00:53:46 -0700 Subject: [PATCH 05/11] minor Signed-off-by: Keval Morabia <28916987+kevalmorabia97@users.noreply.github.com> --- examples/megatron_bridge/README.md | 4 ++-- examples/pruning/README.md | 6 +++--- .../pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/README.md | 7 +++++-- 3 files changed, 10 insertions(+), 7 deletions(-) diff --git a/examples/megatron_bridge/README.md b/examples/megatron_bridge/README.md index 5373ba86e9a..1e384acfb19 100644 --- a/examples/megatron_bridge/README.md +++ b/examples/megatron_bridge/README.md @@ -47,7 +47,7 @@ hf auth login --token ``` > [!WARNING] -> Use `python -m pip` instead of `pip` to avoid conflicts with the system-wide installed packages in the NeMo containers. +> Use `python -m pip` instead of `pip` to avoid conflicts with the system-wide installed packages in the NeMo containers. You may also refer to this [doc](https://github.com/NVIDIA-NeMo/Megatron-Bridge/blob/main/docker/common/README.md#installing-packages-inside-the-container) on how to correctly install packages in the NeMo containers without breaking existing torch installation. ## Pruning @@ -189,7 +189,7 @@ For more details, see the [Megatron-Bridge conversion README](https://github.com ### Distillation Results -See [examples/pruning/](../pruning/README.md#results) for distillation experiment results covering Minitron and Puzzletron pruning algorithms. +See [examples/pruning/](../pruning/README.md#tutorials--results) for distillation experiment results covering Minitron and Puzzletron pruning algorithms. ## Post-Training Quantization diff --git a/examples/pruning/README.md b/examples/pruning/README.md index 10b659e2ff3..6d75546b753 100644 --- a/examples/pruning/README.md +++ b/examples/pruning/README.md @@ -20,7 +20,7 @@ This section focuses on applying Model Optimizer's state-of-the-art complementar | Support Matrix | View the support matrix to see available pruning algorithms and their compatibility with different models and frameworks | \[[Link](#support-matrix)\] | | | Examples | Examples of different pruning methods | \[[Link](#examples)\] | | | Pruning Guidelines | Guidelines for choosing how and how much to prune for best results | \[[Link](#pruning-guidelines)\] | | -| Results | End-to-end distillation results after Minitron and Puzzletron pruning | \[[Link](#results)\] | | +| Tutorials / Results | End-to-end tutorials for Minitron and Puzzletron pruning | \[[Link](#tutorials--results)\] | | | Resources | Extra links to relevant resources | \[[Link](#resources)\] | | @@ -300,11 +300,11 @@ After pruning, distillation is required to recover model accuracy. Below are rec > [!TIP] > If you know the maximum learning rate used during the original training, a good rule of thumb for knowledge distillation is to use **1/5th of that maximum LR** when compressing by ~50%. -## Results +## Tutorials / Results End-to-end distillation results with Megatron-Bridge after Minitron and Puzzletron pruning: -- **[Minitron — Nemotron-Nano-9B-v2 → Pruned 7B](minitron/README.md)**: Structured pruning of Nemotron-Nano-9B-v2 to 7B followed by knowledge distillation up to 80B tokens. Achieves near-parity with the official 9B model across pretraining and reasoning benchmarks. +- **[Minitron — Nemotron-Nano-9B-v2](minitron/README.md)**: End-to-end tutorial of structured pruning for Nemotron-Nano-9B-v2 to 7B followed by knowledge distillation up to 80B tokens, quantization, and vLLM deployment. Achieves near-parity with the official 9B model across popular pretraining and reasoning benchmarks. - **[Puzzletron — Qwen3-8B and Llama-3.1-8B-Instruct](puzzletron/README.md)**: MIP-based compression followed by short distillation runs on WikiText-103. Shows MMLU recovery and illustrates the importance of using larger datasets to avoid overfitting. ## Resources diff --git a/examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/README.md b/examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/README.md index 196014f67d7..215b182ec12 100644 --- a/examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/README.md +++ b/examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/README.md @@ -127,7 +127,7 @@ When adding new datasets, reduce weights of lower-priority categories proportion ### 2. Pruning -Run on **1 node × 8x H100** (~1 hour) +Run on **1 node with 8x H100** (~1 hour) Non-default arguments: `--hparams_to_skip num_attention_heads` (default: none; attention heads pruning is harder to recover hence skipped), `--seq_length 8192` (default: 4096) since dataset has longer sequences. All other arguments use defaults i.e. we optimize for MMLU (10% subset, 0-shot) for the pruned model (without distillation). @@ -171,6 +171,9 @@ Original hybrid_override_pattern: M-M-M-MM-M-M-M*-M-M-M*-M-M-M-M*-M-M-M-M*-M-MM- Pruned hybrid_override_pattern: M-M-M-MM-M-M-M*-M-M-M*-M-M-M-M*-M-M-M-M*-MMMM-M- ``` +> [!TIP] +> Here we skip the Knowledge Distillation (KD) step for candidates for simplicity. If you want to find a better pruned model, you can take the top K candidates' `export_config` from the logs above and then export all models separately and perform KD for ~2B tokens on each of them before selecting the best subnet based on your desired metrics. + --- ### 3. Distillation @@ -208,7 +211,7 @@ torchrun --nproc_per_node 8 /opt/Model-Optimizer/examples/megatron_bridge/distil For multi-node Slurm runs, see the [Megatron-Bridge README](../../../megatron_bridge/README.md#slurm-usage) for details. -Distillation saves checkpoints in Megatron distributed format under `/checkpoints/iter_XXXXXXX`. To evaluate, convert a checkpoint to HuggingFace format using the Megatron-Bridge conversion script (see [Megatron Bridge README](../../../megatron_bridge/README.md) for full details): +Distillation saves checkpoints in Megatron distributed format under `/checkpoints/iter_XXXXXXX`. You can convert any intermediate checkpoint to HuggingFace format using the Megatron-Bridge conversion script (see [Megatron Bridge README](../../../megatron_bridge/README.md) for full details): ```bash python /opt/Megatron-Bridge/examples/conversion/convert_checkpoints.py export \ From 7291fca67d3b3db2e09e16226a38406f81363a68 Mon Sep 17 00:00:00 2001 From: Keval Morabia <28916987+kevalmorabia97@users.noreply.github.com> Date: Tue, 28 Apr 2026 09:51:57 -0700 Subject: [PATCH 06/11] Remove Nemotron-SFT-Math-v3 from data blend as not correctly used Signed-off-by: Keval Morabia <28916987+kevalmorabia97@users.noreply.github.com> --- examples/dataset/MEGATRON_DATA_PREP.md | 25 ++++------------ examples/dataset/README.md | 2 +- .../NVIDIA-Nemotron-Nano-9B-v2/README.md | 30 +++++++++---------- .../utils/plugins/megatron_preprocess_data.py | 22 +++++++++----- 4 files changed, 36 insertions(+), 43 deletions(-) diff --git a/examples/dataset/MEGATRON_DATA_PREP.md b/examples/dataset/MEGATRON_DATA_PREP.md index e8f7b2640da..b19f7f1a133 100644 --- a/examples/dataset/MEGATRON_DATA_PREP.md +++ b/examples/dataset/MEGATRON_DATA_PREP.md @@ -5,8 +5,8 @@ Tokenization commands for the Nemotron Pre-Training and Post-Training dataset co Two parameters vary by model — set them before running the commands below: ```bash -TOKENIZER=nvidia/NVIDIA-Nemotron-Nano-9B-v2 # HuggingFace tokenizer (or local path) -OUTPUT_DIR=tokenized_nano_v2 # Output directory for tokenized files +TOKENIZER=nvidia/NVIDIA-Nemotron-Nano-9B-v2 # HuggingFace tokenizer (or local path) +OUTPUT_DIR=tokenized_nemotron_v2 # Output directory for tokenized files ``` Output files are written in Megatron binary format (`.bin` / `.idx`). See [examples/dataset/README.md](../dataset/README.md) for full tokenization documentation. @@ -14,7 +14,10 @@ Output files are written in Megatron binary format (`.bin` / `.idx`). See [examp > [!TIP] > Token count for a `.bin` file = file size in bytes ÷ 4. This is also printed by the tokenization script on completion. -> Tokenizing each of the datasets below will take anywhere between 10 minutes to 1 hour. You can tokenize all in parallel to speed up the process. +> [!NOTE] +> Tokenizing each of the datasets below will take anywhere between 10 minutes to few hours. You can tokenize all in parallel to speed up the process. +> +> You may tokenize more datasets or skip some datasets depending on your needs. --- @@ -79,21 +82,6 @@ for SPLIT in high_part00 high_part01; do done ``` -**[nvidia/Nemotron-SFT-Math-v3](https://huggingface.co/datasets/nvidia/Nemotron-SFT-Math-v3)**: - -```bash -python -m modelopt.torch.utils.plugins.megatron_preprocess_data \ - --hf_dataset nvidia/Nemotron-SFT-Math-v3 \ - --hf_name default \ - --hf_split train \ - --json_keys messages \ - --tokenizer ${TOKENIZER} \ - --output_dir ${OUTPUT_DIR} \ - --workers 96 \ - --max_sequence_length 256_000 \ - --reasoning_content inline -``` - **[nvidia/Nemotron-SFT-Competitive-Programming-v2](https://huggingface.co/datasets/nvidia/Nemotron-SFT-Competitive-Programming-v2)** — stored as raw JSONL on HuggingFace, download before tokenizing: ```bash @@ -157,7 +145,6 @@ nvidia--Nemotron-Pretraining-SFT-v1_Nemotron-SFT-MATH_train_text_max10000000.{bi nvidia--Nemotron-Post-Training-Dataset-v1_default_stem_messages_max5000000.{bin,idx} nvidia--Nemotron-Math-v2_default_high_part00_messages.{bin,idx} nvidia--Nemotron-Math-v2_default_high_part01_messages.{bin,idx} -nvidia--Nemotron-SFT-Math-v3_default_train_messages.{bin,idx} competitive_programming_python_00_messages.{bin,idx} competitive_programming_cpp_00_messages.{bin,idx} MCQ_messages.{bin,idx} diff --git a/examples/dataset/README.md b/examples/dataset/README.md index fedadab39ec..6e2aafcbcd3 100644 --- a/examples/dataset/README.md +++ b/examples/dataset/README.md @@ -193,7 +193,7 @@ python -m modelopt.torch.utils.plugins.megatron_preprocess_data \ Omit `--hf_name` to process all subsets, `--hf_split` for all splits, or `--hf_max_samples_per_split` for all samples. To quickly test, use [nvidia/Nemotron-Pretraining-Dataset-sample](https://huggingface.co/datasets/nvidia/Nemotron-Pretraining-Dataset-sample). -For **very large datasets** (tens of millions of documents), add `--hf_streaming --hf_max_samples_per_split ` to avoid downloading the full dataset — only the rows actually consumed are fetched. +For very large datasets (tens of millions of documents), or datasets with complex nested message schemas (e.g. `tool_calls`, `function_call` fields) that cause Arrow type-cast errors in non-streaming mode, add `--hf_streaming` to avoid downloading the full dataset — only the rows actually consumed are fetched. Optionally pair with `--hf_max_samples_per_split ` to cap the row count; without it streaming still works but re-downloads on every run with no disk cache. > **Performance note:** Non-streaming mode downloads all Parquet shards once and caches them as Arrow files on disk. > Re-runs read from cache and are much faster. diff --git a/examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/README.md b/examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/README.md index 215b182ec12..282f72c7ba2 100644 --- a/examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/README.md +++ b/examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/README.md @@ -62,7 +62,7 @@ Distillation uses the **30% Pretraining (Code 5, General 20, MATH 5) + 70% Post- See [examples/dataset/MEGATRON_DATA_PREP.md](../../../dataset/MEGATRON_DATA_PREP.md) for tokenization commands for all datasets used in this blend. -For this experiment: `TOKENIZER=nvidia/NVIDIA-Nemotron-Nano-9B-v2`, `OUTPUT_DIR=tokenized_nano_v2`. +For this experiment: `TOKENIZER=nvidia/NVIDIA-Nemotron-Nano-9B-v2`, `OUTPUT_DIR=tokenized_nemotron_v2`. #### Data Blend @@ -70,19 +70,18 @@ For this experiment: `TOKENIZER=nvidia/NVIDIA-Nemotron-Nano-9B-v2`, `OUTPUT_DIR= ```bash DATA_BLEND=" \ -5 tokenized_nano_v2/nvidia--Nemotron-Pretraining-SFT-v1_Nemotron-SFT-Code_train_text_max10000000 \ -20 tokenized_nano_v2/nvidia--Nemotron-Pretraining-SFT-v1_Nemotron-SFT-General_train_text_max10000000 \ -5 tokenized_nano_v2/nvidia--Nemotron-Pretraining-SFT-v1_Nemotron-SFT-MATH_train_text_max10000000 \ -15 tokenized_nano_v2/nvidia--Nemotron-Math-v2_default_high_part00_messages \ -10 tokenized_nano_v2/nvidia--Nemotron-Math-v2_default_high_part01_messages \ -5 tokenized_nano_v2/nvidia--Nemotron-SFT-Math-v3_default_train_messages \ -15 tokenized_nano_v2/competitive_programming_python_00_messages \ -5 tokenized_nano_v2/competitive_programming_cpp_00_messages \ -10 tokenized_nano_v2/nvidia--Nemotron-Post-Training-Dataset-v1_default_stem_messages_max5000000 \ -3 tokenized_nano_v2/MCQ_messages \ -2 tokenized_nano_v2/RQA_messages \ -3 tokenized_nano_v2/reasoning_on_messages \ -2 tokenized_nano_v2/reasoning_off_messages \ +5 tokenized_nemotron_v2/nvidia--Nemotron-Pretraining-SFT-v1_Nemotron-SFT-Code_train_text_max10000000 \ +20 tokenized_nemotron_v2/nvidia--Nemotron-Pretraining-SFT-v1_Nemotron-SFT-General_train_text_max10000000 \ +5 tokenized_nemotron_v2/nvidia--Nemotron-Pretraining-SFT-v1_Nemotron-SFT-MATH_train_text_max10000000 \ +15 tokenized_nemotron_v2/nvidia--Nemotron-Math-v2_default_high_part00_messages \ +15 tokenized_nemotron_v2/nvidia--Nemotron-Math-v2_default_high_part01_messages \ +15 tokenized_nemotron_v2/competitive_programming_python_00_messages \ +5 tokenized_nemotron_v2/competitive_programming_cpp_00_messages \ +10 tokenized_nemotron_v2/nvidia--Nemotron-Post-Training-Dataset-v1_default_stem_messages_max5000000 \ +3 tokenized_nemotron_v2/MCQ_messages \ +2 tokenized_nemotron_v2/RQA_messages \ +3 tokenized_nemotron_v2/reasoning_on_messages \ +2 tokenized_nemotron_v2/reasoning_off_messages \ " ``` @@ -92,8 +91,7 @@ DATA_BLEND=" \ | Nemotron-Pretraining-SFT-v1 / General (10M samples) | 16B | 20 | Upweighted to better close MMLU gap | | Nemotron-Pretraining-SFT-v1 / MATH (10M samples) | 12B | 5 | Pretraining math | | Nemotron-Math-v2 / high_part00 | 9B | 15 | Hard math reasoning | -| Nemotron-Math-v2 / high_part01 | 11B | 10 | Hard math reasoning | -| Nemotron-SFT-Math-v3 | 2B | 5 | Tool-Integrated Reasoning (TIR) traces | +| Nemotron-Math-v2 / high_part01 | 11B | 15 | Hard math reasoning | | Nemotron-SFT-Competitive-Programming-v2 / python_00 | 7B | 15 | Python reasoning traces | | Nemotron-SFT-Competitive-Programming-v2 / cpp_00 | 7B | 5 | C++ reasoning traces | | Nemotron-Post-Training-Dataset-v1 / stem (5M samples) | 20B | 10 | Broad STEM | diff --git a/modelopt/torch/utils/plugins/megatron_preprocess_data.py b/modelopt/torch/utils/plugins/megatron_preprocess_data.py index 0c9a121f696..81dac1580b0 100644 --- a/modelopt/torch/utils/plugins/megatron_preprocess_data.py +++ b/modelopt/torch/utils/plugins/megatron_preprocess_data.py @@ -78,8 +78,9 @@ --strip_newlines ``` -Note: ``--hf_streaming`` without ``--hf_max_samples_per_split`` falls back to non-streaming, -since streaming the full dataset is slower than the cached non-streaming path. +Note: streaming does not cache to disk, so re-runs re-download. For full-dataset streaming +without a sample cap this is slower than non-streaming mode, but it avoids Arrow schema +compatibility issues with complex nested message types. """ import argparse @@ -191,7 +192,14 @@ def encode(self, json_line: str): if tools: kwargs["tools"] = tools value = self._process_messages(value) - text = _Encoder.tokenizer.apply_chat_template(value, tokenize=False, **kwargs) + try: + text = _Encoder.tokenizer.apply_chat_template(value, tokenize=False, **kwargs) + except Exception as e: + print( + f"apply_chat_template failed: {e}\nData:\n{json.dumps(data, indent=2, default=str)}", + flush=True, + ) + raise # chat template already embeds all special tokens; don't add BOS again add_special_tokens = False else: @@ -452,8 +460,9 @@ def megatron_preprocess_data( hf_split: Hugging Face Hub dataset split. Defaults to None (all splits). hf_max_samples_per_split: Maximum number of rows to consume per split. hf_streaming: Load HuggingFace datasets in streaming mode. Only consumed rows are - downloaded — useful for very large pretraining datasets. Note: streaming does not - cache to disk, so re-runs re-download. Defaults to False. + downloaded — useful for very large pretraining datasets or datasets with complex + nested message schemas that cause Arrow type-cast errors in non-streaming mode. + Note: streaming does not cache to disk, so re-runs re-download. Defaults to False. output_dir: Path to directory to save binary output files. tokenizer_name_or_path: Name or path of the Hugging Face tokenizer to use. json_keys: Key or list of keys to extract from json. Defaults to ["text"]. @@ -485,10 +494,9 @@ def megatron_preprocess_data( warnings.warn( "--hf_streaming is set but --hf_max_samples_per_split is not. " "Streaming without a sample cap re-downloads the full dataset on every run with no " - "disk cache, which is slower than non-streaming mode. Falling back to streaming=False.", + "disk cache, which is slower than the cached non-streaming path.", stacklevel=2, ) - hf_streaming = False Path(output_dir).mkdir(parents=True, exist_ok=True) vocab_size = AutoTokenizer.from_pretrained(tokenizer_name_or_path).vocab_size From 2a279c578a0f2f6785b269a4cf21095cd8a78ae6 Mon Sep 17 00:00:00 2001 From: Keval Morabia <28916987+kevalmorabia97@users.noreply.github.com> Date: Wed, 29 Apr 2026 04:26:37 -0700 Subject: [PATCH 07/11] minor doc fix Signed-off-by: Keval Morabia <28916987+kevalmorabia97@users.noreply.github.com> --- examples/dataset/MEGATRON_DATA_PREP.md | 2 +- examples/dataset/README.md | 7 ++++--- .../NVIDIA-Nemotron-Nano-9B-v2/ABLATIONS.md | 8 ++++---- .../NVIDIA-Nemotron-Nano-9B-v2/README.md | 10 +++++----- .../figures/learning_curves.png | Bin 251466 -> 252727 bytes .../nemo_evaluator.yaml | 4 ++-- 6 files changed, 16 insertions(+), 15 deletions(-) diff --git a/examples/dataset/MEGATRON_DATA_PREP.md b/examples/dataset/MEGATRON_DATA_PREP.md index b19f7f1a133..d6458bdd1f8 100644 --- a/examples/dataset/MEGATRON_DATA_PREP.md +++ b/examples/dataset/MEGATRON_DATA_PREP.md @@ -9,7 +9,7 @@ TOKENIZER=nvidia/NVIDIA-Nemotron-Nano-9B-v2 # HuggingFace tokenizer (or l OUTPUT_DIR=tokenized_nemotron_v2 # Output directory for tokenized files ``` -Output files are written in Megatron binary format (`.bin` / `.idx`). See [examples/dataset/README.md](../dataset/README.md) for full tokenization documentation. +Output files are written in Megatron binary format (`.bin` / `.idx`). See [examples/dataset/README.md](./README.md#tokenizing-for-megatron-frameworks) for full tokenization documentation. > [!TIP] > Token count for a `.bin` file = file size in bytes ÷ 4. This is also printed by the tokenization script on completion. diff --git a/examples/dataset/README.md b/examples/dataset/README.md index 6e2aafcbcd3..b469b9aea38 100644 --- a/examples/dataset/README.md +++ b/examples/dataset/README.md @@ -212,10 +212,11 @@ the final answer). Use `--reasoning_content` to control how it is handled: ```bash python -m modelopt.torch.utils.plugins.megatron_preprocess_data \ - --hf_dataset nvidia/Nemotron-Post-Training-Dataset-v3 \ + --hf_dataset nvidia/Nemotron-Math-v2 \ + --hf_split high_part00 \ --json_keys messages \ - --tokenizer Qwen/Qwen3-0.6B \ - --output_dir tokenized_qwen3 \ + --tokenizer nvidia/NVIDIA-Nemotron-Nano-9B-v2 \ + --output_dir tokenized_nemotron_v2 \ --workers 32 \ --reasoning_content inline ``` diff --git a/examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/ABLATIONS.md b/examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/ABLATIONS.md index 4b507dbd70c..87b02f695b6 100644 --- a/examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/ABLATIONS.md +++ b/examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/ABLATIONS.md @@ -8,7 +8,7 @@ All experiments prune Nemotron-Nano-9B-v2 → 7B and distill with teacher = Nemo Pure Nemotron-Pretraining-SFT-v1 data only (no post-training reasoning traces). -| Tokens | MMLU | MMLU Pro | GPQA | LCB v6 | AIME 2025 | Math 500 | IFEval | SciCode | +| Tokens | MMLU | MMLU Pro | GPQA Diamond | LCB v6 | AIME 2025 | Math 500 | IFEval | SciCode | |---|---|---|---|---|---|---|---|---| | 19B | 72.7 | 70.5 | 53.9 | 58.8 | 63.4 | 94.4 | 57.9 | 19.2 | | 56B | 73.3 | 71.9 | 54.3 | 62.0 | 63.8 | 95.0 | 58.7 | 17.9 | @@ -21,7 +21,7 @@ Pure Nemotron-Pretraining-SFT-v1 data only (no post-training reasoning traces). 70% post-training only (no pretraining data), Nemotron-v1/v2 blend. -| Tokens | MMLU | MMLU Pro | GPQA | LCB v6 | AIME 2025 | Math 500 | IFEval | SciCode | +| Tokens | MMLU | MMLU Pro | GPQA Diamond | LCB v6 | AIME 2025 | Math 500 | IFEval | SciCode | |---|---|---|---|---|---|---|---|---| | 2.5B | 71.0 | 69.3 | 52.6 | 54.8 | 58.2 | 94.1 | 51.7 | 14.4 | | 5B | 70.8 | 70.7 | 53.6 | 57.2 | 63.8 | 94.1 | 50.5 | 14.2 | @@ -36,7 +36,7 @@ Pure Nemotron-Pretraining-SFT-v1 data only (no post-training reasoning traces). 30% Nemotron-Pretraining-SFT-v1 + 70% Nemotron-v1/v2 post-training data. -| Tokens | MMLU | MMLU Pro | GPQA | LCB v6 | AIME 2025 | Math 500 | IFEval | SciCode | +| Tokens | MMLU | MMLU Pro | GPQA Diamond | LCB v6 | AIME 2025 | Math 500 | IFEval | SciCode | |---|---|---|---|---|---|---|---|---| | 2.5B | 71.9 | 68.9 | 49.8 | 56.4 | 55.3 | 93.3 | 58.2 | 14.6 | | 5B | — | — | — | — | — | — | — | — | @@ -54,7 +54,7 @@ Pure Nemotron-Pretraining-SFT-v1 data only (no post-training reasoning traces). Refined v3 blend: dropped exercism/text2sql, added Nemotron-Math-v2 part01, boosted Math to 30% total. -| Tokens | MMLU | MMLU Pro | GPQA | LCB v6 | AIME 2025 | Math 500 | IFEval | SciCode | +| Tokens | MMLU | MMLU Pro | GPQA Diamond | LCB v6 | AIME 2025 | Math 500 | IFEval | SciCode | |---|---|---|---|---|---|---|---|---| | 2.5B | 70.5 | 69.0 | 51.2 | 59.1 | 62.9 | 94.3 | 62.2 | 11.6 | | 5B | 71.0 | 69.8 | 53.0 | 59.4 | 65.0 | 94.4 | 66.8 | 20.3 | diff --git a/examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/README.md b/examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/README.md index 282f72c7ba2..49ae27827c1 100644 --- a/examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/README.md +++ b/examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/README.md @@ -5,7 +5,7 @@ End-to-end optimization of [Nemotron-Nano-9B-v2](https://huggingface.co/nvidia/N 1. **[Data Preparation](#1-data-preparation)** — tokenizing the training blend for distillation 2. **[Pruning](#2-pruning)** — Minitron structured pruning from 9B to 7B 3. **[Distillation](#3-distillation)** — recovering accuracy via Megatron-Bridge knowledge distillation (up to 80B tokens) -4. **[Evaluation](#4-evaluation)** — benchmarking with NeMo Evaluator across MMLU Pro, GPQA, AIME, and more +4. **[Evaluation](#4-evaluation)** — benchmarking with NeMo Evaluator across MMLU Pro, GPQA Diamond, AIME, and more 5. **[Quantization](#5-quantization)** — FP8 PTQ on the distilled checkpoint using ModelOpt's `examples/llm_ptq/hf_ptq.py` script 6. **[vLLM Inference Benchmarking](#6-vllm-inference-benchmarking)** — throughput comparison of BF16 vs FP8 on a single H100 @@ -15,7 +15,7 @@ End-to-end optimization of [Nemotron-Nano-9B-v2](https://huggingface.co/nvidia/N ![Benchmark Recovery During Knowledge Distillation](figures/learning_curves.png) -| Model | MMLU | MMLU Pro | GPQA | LiveCodeBench v6 | AIME 2025 | Math 500 | IFEval | SciCode (Subtask) | Average | +| Model | MMLU | MMLU Pro | GPQA Diamond | LiveCodeBench v6 | AIME 2025 | Math 500 | IFEval | SciCode (Subtask) | Average | | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | | Pruned 7B (no distillation) | 67.8 | 11.9 | 17.7 | 1.4 | 0.3 | 6.0 | 41.8 | 0.1 | 18.4 | | Pruned 7B + distill 2.5B tokens (400 iters) | 70.7 | 68.4 | 52.7 | 57.0 | 63.0 | 93.7 | 63.2 | 11.6 | 60.0 | @@ -38,7 +38,7 @@ End-to-end optimization of [Nemotron-Nano-9B-v2](https://huggingface.co/nvidia/N | --- | --- | --- | | MMLU | −2.5 | −3.8 | | MMLU Pro | −1.9 | −3.0 | -| GPQA | **+0.8** | −2.1 | +| GPQA Diamond | **+0.8** | −2.1 | | LiveCodeBench v6 | −1.8 | −2.2 | | AIME 2025 | −1.2 | −2.9 | | Math 500 | −0.1 | −1.0 | @@ -243,7 +243,7 @@ pip install "nemo-evaluator-launcher[all]==0.1.90" export HF_TOKEN= export API_KEY= export INFERENCE_API_KEY= -export JUDGE_API_KEY=${INFERENCE_API_KEY} +export JUDGE_API_KEY= export OPENAI_CLIENT_ID= export OPENAI_CLIENT_SECRET= export SLURM_JOB_DIR= @@ -259,7 +259,7 @@ nemo-evaluator-launcher run --config nemo_evaluator.yaml | --- | --- | --- | | MMLU | [lm-evaluation-harness](https://github.com/EleutherAI/lm-evaluation-harness) (5-shot) | `mmlu` | | MMLU Pro | NeMo Evaluator | `mmlu-pro_pass_at_1_symbolic_correct` | -| GPQA | NeMo Evaluator | `gpqa_pass_at_1_symbolic_correct` | +| GPQA Diamond | NeMo Evaluator | `gpqa_pass_at_1_symbolic_correct` | | LiveCodeBench v6 | NeMo Evaluator | `livecodebench_pass_at_1_accuracy` | | AIME 2025 | NeMo Evaluator | `aime25_pass_at_1_symbolic_correct` | | Math 500 | NeMo Evaluator | `AA_math_test_500_score_micro_avg_of_5` | diff --git a/examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/figures/learning_curves.png b/examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/figures/learning_curves.png index 36f3a63c0ac81b8ee3ec14d689e6955207fe5099..40c507bd1b80892bb08c52ab3de6f432da2a316c 100644 GIT binary patch literal 252727 zcmeFZcR1Jo|3CVYY-MD$2vM>{Das0khF7WVRYX=<*<=(_QdUEFl}ZX(*|RcQNGT%} 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z)CLuQEqvK8(OrC4=g(gV1nznnj)uG6J&omybT6F=UokeE%Ub iw_)x7%ZR#kiJ_C~`X|+CB#&4L(iyqaFHc>%^*;asNpda# diff --git a/examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/nemo_evaluator.yaml b/examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/nemo_evaluator.yaml index 8b96adbf621..5244121332e 100644 --- a/examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/nemo_evaluator.yaml +++ b/examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/nemo_evaluator.yaml @@ -7,7 +7,7 @@ # export HF_TOKEN= # export API_KEY= # export INFERENCE_API_KEY= -# export JUDGE_API_KEY=${INFERENCE_API_KEY} # used for MATH500 judge +# export JUDGE_API_KEY= # export OPENAI_CLIENT_ID= # export OPENAI_CLIENT_SECRET= # export SLURM_JOB_DIR= @@ -100,7 +100,7 @@ evaluation: env_vars: API_KEY: API_KEY HF_TOKEN: HF_TOKEN - JUDGE_API_KEY: INFERENCE_API_KEY + JUDGE_API_KEY: JUDGE_API_KEY INFERENCE_API_KEY: INFERENCE_API_KEY OPENAI_CLIENT_ID: OPENAI_CLIENT_ID OPENAI_CLIENT_SECRET: OPENAI_CLIENT_SECRET From 5412a8861ded9362ffe5d6978905c5f4a163a1db Mon Sep 17 00:00:00 2001 From: Keval Morabia <28916987+kevalmorabia97@users.noreply.github.com> Date: Wed, 29 Apr 2026 06:55:50 -0700 Subject: [PATCH 08/11] Fix nemo-evaluator setup Signed-off-by: Keval Morabia <28916987+kevalmorabia97@users.noreply.github.com> --- .../NVIDIA-Nemotron-Nano-9B-v2/README.md | 14 ++++----- .../nemo_evaluator.yaml | 31 +++++++++++++------ 2 files changed, 28 insertions(+), 17 deletions(-) diff --git a/examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/README.md b/examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/README.md index 49ae27827c1..59e4fb729b8 100644 --- a/examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/README.md +++ b/examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/README.md @@ -231,25 +231,25 @@ Before running, update the following fields in the yaml: - `deployment.checkpoint_path` — path to your converted `hf_iter_XXXXXX` checkpoint - `evaluation.nemo_evaluator_config.config.params.extra.tokenizer` — same path as `checkpoint_path` -Set the required environment variables and run: - > [!TIP] > Uncomment `limit_samples` under any task to run a small subset and verify the end-to-end eval pipeline before launching full evals. ```bash pip install "nemo-evaluator-launcher[all]==0.1.90" -# Required environment variables +# Set required environment variables: export HF_TOKEN= -export API_KEY= -export INFERENCE_API_KEY= export JUDGE_API_KEY= -export OPENAI_CLIENT_ID= -export OPENAI_CLIENT_SECRET= export SLURM_JOB_DIR= export HF_HOME= export VLLM_CACHE_ROOT= +# Set additional unused but required environment variables: +export API_KEY=xxxxxx +export INFERENCE_API_KEY=xxxxxx +export OPENAI_CLIENT_ID=xxxxxx +export OPENAI_CLIENT_SECRET=xxxxxx + nemo-evaluator-launcher run --config nemo_evaluator.yaml ``` diff --git a/examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/nemo_evaluator.yaml b/examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/nemo_evaluator.yaml index 5244121332e..e98fdae26f4 100644 --- a/examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/nemo_evaluator.yaml +++ b/examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/nemo_evaluator.yaml @@ -1,20 +1,27 @@ -# NeMo Evaluator Launcher config for Nemotron-Nano-9B-v2 Pruned 7B evaluation +# NeMo Evaluator Launcher config for Nemotron-Nano-9B-v2 and Pruned variants +# -------------------------------------------------------------------------- +# Before running, update the following fields in the yaml: +# - `execution.hostname` — your Slurm login node hostname +# - `execution.account` — your Slurm account +# - `deployment.checkpoint_path` — path to your converted `hf_iter_XXXXXX` checkpoint +# - `evaluation.nemo_evaluator_config.config.params.extra.tokenizer` — same path as `checkpoint_path` # # Usage: # pip install "nemo-evaluator-launcher[all]==0.1.90" # # # Set required environment variables: # export HF_TOKEN= -# export API_KEY= -# export INFERENCE_API_KEY= # export JUDGE_API_KEY= -# export OPENAI_CLIENT_ID= -# export OPENAI_CLIENT_SECRET= # export SLURM_JOB_DIR= # export HF_HOME= # export VLLM_CACHE_ROOT= # -# # Update checkpoint_path below, then run: +# # Set additional unused but required environment variables: +# export API_KEY=xxxxxx +# export INFERENCE_API_KEY=xxxxxx +# export OPENAI_CLIENT_ID=xxxxxx +# export OPENAI_CLIENT_SECRET=xxxxxx +# # nemo-evaluator-launcher run --config nemo_evaluator.yaml # @@ -49,9 +56,9 @@ execution: # Note: Only tp=1 works for Nano (Mamba-based architecture) deployment: - # Update this to your distilled checkpoint path - checkpoint_path: /path/to/distilled/checkpoint/hf_iter_XXXXXX - served_model_name: nemotron-nano-9b-v2-pruned-7b + # Update this to your Hugging Face checkpoint path (original, pruned or quantized) + checkpoint_path: + served_model_name: Nemotron-Nano-9B-v2 port: 8000 tensor_parallel_size: 1 pipeline_parallel_size: 1 @@ -96,7 +103,7 @@ evaluation: extra: tokenizer_backend: huggingface # Update tokenizer path to match checkpoint_path above - tokenizer: /path/to/distilled/checkpoint/hf_iter_XXXXXX + tokenizer: env_vars: API_KEY: API_KEY HF_TOKEN: HF_TOKEN @@ -169,6 +176,10 @@ evaluation: - name: ns_ifeval env_vars: HF_TOKEN: HF_TOKEN + # nemo_evaluator_config: + # config: + # params: + # limit_samples: 8 # 7. SciCode - name: ns_scicode From 64436b9491cd329777be3e4bfab4ae55d3423882 Mon Sep 17 00:00:00 2001 From: Keval Morabia <28916987+kevalmorabia97@users.noreply.github.com> Date: Wed, 29 Apr 2026 07:07:18 -0700 Subject: [PATCH 09/11] minor Signed-off-by: Keval Morabia <28916987+kevalmorabia97@users.noreply.github.com> --- .../minitron/NVIDIA-Nemotron-Nano-9B-v2/nemo_evaluator.yaml | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/nemo_evaluator.yaml b/examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/nemo_evaluator.yaml index e98fdae26f4..0ee30cfca26 100644 --- a/examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/nemo_evaluator.yaml +++ b/examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/nemo_evaluator.yaml @@ -105,9 +105,11 @@ evaluation: # Update tokenizer path to match checkpoint_path above tokenizer: env_vars: - API_KEY: API_KEY HF_TOKEN: HF_TOKEN JUDGE_API_KEY: JUDGE_API_KEY + HF_HOME: HF_HOME + VLLM_CACHE_ROOT: VLLM_CACHE_ROOT + API_KEY: API_KEY INFERENCE_API_KEY: INFERENCE_API_KEY OPENAI_CLIENT_ID: OPENAI_CLIENT_ID OPENAI_CLIENT_SECRET: OPENAI_CLIENT_SECRET From 3b19253f43eddc6c04b05f8115f6387d6a7894bf Mon Sep 17 00:00:00 2001 From: Keval Morabia <28916987+kevalmorabia97@users.noreply.github.com> Date: Wed, 29 Apr 2026 08:15:21 -0700 Subject: [PATCH 10/11] Address review comments Signed-off-by: Keval Morabia <28916987+kevalmorabia97@users.noreply.github.com> --- examples/dataset/MEGATRON_DATA_PREP.md | 108 ++++++++++++++++-- examples/dataset/README.md | 87 +------------- examples/pruning/README.md | 22 ++-- .../NVIDIA-Nemotron-Nano-9B-v2/ABLATIONS.md | 2 +- .../NVIDIA-Nemotron-Nano-9B-v2/README.md | 8 +- .../nemo_evaluator.yaml | 5 +- examples/pruning/puzzletron/README.md | 8 +- 7 files changed, 126 insertions(+), 114 deletions(-) diff --git a/examples/dataset/MEGATRON_DATA_PREP.md b/examples/dataset/MEGATRON_DATA_PREP.md index d6458bdd1f8..c3904d2a0fd 100644 --- a/examples/dataset/MEGATRON_DATA_PREP.md +++ b/examples/dataset/MEGATRON_DATA_PREP.md @@ -1,6 +1,98 @@ -# Data Preparation +# Tokenizing for Megatron Frameworks -Tokenization commands for the Nemotron Pre-Training and Post-Training dataset collections used in megatron-bridge distillation experiments. +| **Section** | **Description** | **Link** | +| :---: | :---: | :---: | +| From JSONL files | Tokenize local JSONL files | \[[Link](#from-jsonl-files)\] | +| From Hugging Face Hub | Stream or download HF datasets and tokenize | \[[Link](#from-hugging-face-hub)\] | +| `reasoning_content` for Post-Training v3 | Control how chain-of-thought traces are handled | \[[Link](#reasoning_content-for-post-training-v3-datasets)\] | +| Nemotron Pre/Post-Training Datasets | Ready-to-run commands for all Nemotron datasets | \[[Link](#ready-to-run-tokenization-commands)\] | + +The distillation and pre-training scripts in Megatron-Bridge or Megatron-LM expect data pre-tokenized in Megatron's binary indexed format (`.bin` / `.idx`). +Use the `megatron_preprocess_data` utility to tokenize any JSONL or Hugging Face dataset. +The tokenization scripts below print the list of output prefixes (e.g. `tokenized_qwen3/data1_text`) that you can use for the `data_paths` argument (with relative weights on different files) in Megatron training scripts. + +**Important Notes:** + +- For Pretraining / raw-text data (`text` key) — use `--append_eod` so Megatron can tell where documents end when concatenating them into long sequences. +- For Post-training chat data (`messages` key) — omit `--append_eod`; the chat template already appends EOS at the end of each conversation. +- Set `--max_sequence_length 256_000` to avoid rare OOM errors if some text is very long. + +## From JSONL files + +```bash +python -m modelopt.torch.utils.plugins.megatron_preprocess_data \ + --jsonl_paths /path/to/data1.jsonl /path/to/data2.jsonl ... \ + --json_keys text \ + --tokenizer Qwen/Qwen3-0.6B \ + --output_dir tokenized_qwen3 \ + --workers 32 \ + --append_eod +``` + +```bash +python -m modelopt.torch.utils.plugins.megatron_preprocess_data \ + --jsonl_paths /path/to/sft_data.jsonl \ + --json_keys messages \ + --tokenizer Qwen/Qwen3-0.6B \ + --output_dir tokenized_qwen3 \ + --workers 32 +``` + +Instead of `--jsonl_paths`, pass `--input_dir /path/to/dir` to tokenize all JSONL files in a directory (`.jsonl` and `.jsonl.gz` are both supported). + +## From Hugging Face Hub + +To tokenize a dataset directly from Hugging Face Hub: + +```bash +python -m modelopt.torch.utils.plugins.megatron_preprocess_data \ + --hf_dataset nvidia/Nemotron-Pretraining-SFT-v1 \ + --hf_name Nemotron-SFT-Code \ + --hf_split train \ + --hf_max_samples_per_split 10_000_000 \ + --json_keys text \ + --tokenizer Qwen/Qwen3-0.6B \ + --output_dir tokenized_qwen3 \ + --workers 32 \ + --append_eod +``` + +Omit `--hf_name` to process all subsets, `--hf_split` for all splits, or `--hf_max_samples_per_split` for all samples. +To quickly test, use [nvidia/Nemotron-Pretraining-Dataset-sample](https://huggingface.co/datasets/nvidia/Nemotron-Pretraining-Dataset-sample). + +For very large datasets (tens of millions of documents), or datasets with complex nested message schemas (e.g. `tool_calls`, `function_call` fields) that cause Arrow type-cast errors in non-streaming mode, add `--hf_streaming` to avoid downloading the full dataset — only the rows actually consumed are fetched. Optionally pair with `--hf_max_samples_per_split ` to cap the row count; without it streaming still works but re-downloads on every run with no disk cache. + +> **Performance note:** Non-streaming mode downloads all Parquet shards once and caches them as Arrow files on disk. +> Re-runs read from cache and are much faster. +> Streaming re-downloads on every run with no cache, so it is slower for full-dataset processing. + +## `reasoning_content` for Post-Training v3 Datasets + +v3 datasets include a `reasoning_content` field in assistant messages (chain-of-thought separate from +the final answer). Use `--reasoning_content` to control how it is handled: + +| Value | Behaviour | +| --- | --- | +| `strip` (default) | Field is discarded before `apply_chat_template`. Safe for any tokenizer. | +| `inline` | Wrapped as `` and prepended to `content`. Preserves reasoning in a tokenizer-agnostic way. | +| `native` | Passed unchanged. Requires the tokenizer's chat template to handle the field (e.g. Qwen3). | + +```bash +python -m modelopt.torch.utils.plugins.megatron_preprocess_data \ + --hf_dataset nvidia/Nemotron-Math-v2 \ + --hf_split high_part00 \ + --json_keys messages \ + --tokenizer nvidia/NVIDIA-Nemotron-Nano-9B-v2 \ + --output_dir tokenized_nemotron_v2 \ + --workers 32 \ + --reasoning_content inline +``` + +--- + +## Ready-to-run tokenization commands + +Tokenization commands for all Nemotron Pre-Training and Post-Training datasets used in Megatron-Bridge distillation experiments. Two parameters vary by model — set them before running the commands below: @@ -9,8 +101,6 @@ TOKENIZER=nvidia/NVIDIA-Nemotron-Nano-9B-v2 # HuggingFace tokenizer (or l OUTPUT_DIR=tokenized_nemotron_v2 # Output directory for tokenized files ``` -Output files are written in Megatron binary format (`.bin` / `.idx`). See [examples/dataset/README.md](./README.md#tokenizing-for-megatron-frameworks) for full tokenization documentation. - > [!TIP] > Token count for a `.bin` file = file size in bytes ÷ 4. This is also printed by the tokenization script on completion. @@ -19,9 +109,7 @@ Output files are written in Megatron binary format (`.bin` / `.idx`). See [examp > > You may tokenize more datasets or skip some datasets depending on your needs. ---- - -## Nemotron Pretraining dataset +### Nemotron Pretraining dataset **[nvidia/Nemotron-Pretraining-SFT-v1](https://huggingface.co/datasets/nvidia/Nemotron-Pretraining-SFT-v1)** — raw text; omitting `--hf_name` tokenizes all 3 subsets (Code, General, MATH) in one command, producing a separate output file per subset named after each: @@ -42,7 +130,7 @@ python -m modelopt.torch.utils.plugins.megatron_preprocess_data \ --- -## Nemotron Post-training v1 dataset +### Nemotron Post-training v1 dataset **[nvidia/Nemotron-Post-Training-Dataset-v1](https://huggingface.co/datasets/nvidia/Nemotron-Post-Training-Dataset-v1)** — STEM subset, capped at 5M samples. v1 data does not contain reasoning traces: @@ -62,7 +150,7 @@ python -m modelopt.torch.utils.plugins.megatron_preprocess_data \ --- -## Nemotron Post-training v3 collection +### Nemotron Post-training v3 collection Datasets below are from the [Nemotron Post-Training v3 collection](https://huggingface.co/collections/nvidia/nemotron-post-training-v3). All use `--reasoning_content inline` to preserve `` traces. The collection contains many more datasets — if you care about benchmarks not covered here (e.g. multilingual, agentic/tool use, SWE, safety), pick the relevant datasets from the collection and tokenize them the same way. @@ -134,7 +222,7 @@ python -m modelopt.torch.utils.plugins.megatron_preprocess_data \ --- -## Expected output +### Expected output After running all commands above, `${OUTPUT_DIR}/` should contain the following `.bin` / `.idx` file pairs: diff --git a/examples/dataset/README.md b/examples/dataset/README.md index b469b9aea38..d073237cf6a 100644 --- a/examples/dataset/README.md +++ b/examples/dataset/README.md @@ -5,7 +5,7 @@ | **Section** | **Description** | **Link** | | :------------: | :------------: | :------------: | | Building Chat Datasets | Scripts to build conversation datasets from Nemotron and other HuggingFace sources | \[[Link](#building-chat-datasets)\] | -| Tokenizing for Megatron Frameworks | Convert JSONL or HF datasets to Megatron binary format for distillation and pre-training | \[[Link](#tokenizing-for-megatron-frameworks)\] | +| Tokenizing for Megatron Frameworks | Convert JSONL or HF datasets to Megatron binary format for distillation and pre-training | \[[Link](MEGATRON_DATA_PREP.md)\] | @@ -140,90 +140,7 @@ In `generate` mode, assistant turns are stripped so the row ends with a user tur ## Tokenizing for Megatron Frameworks -The distillation and pre-training scripts in Megatron-Bridge or Megatron-LM expect data pre-tokenized in Megatron's binary indexed format (`.bin` / `.idx`). -Use the `megatron_preprocess_data` utility to tokenize any JSONL or Hugging Face dataset. -The tokenization scripts below prints the list of output prefixes (e.g. `tokenized_qwen3/data1_text`) that you can use for the `data_paths` argument (with relative weights on different files) in Megatron training scripts. - -**Important Notes:** - -- For Pretraining / raw-text data (`text` key) — use `--append_eod` so Megatron can tell where documents end when concatenating them into long sequences. -- For Post-training chat data (`messages` key) — omit `--append_eod`; the chat template already appends EOS at the end of each conversation. -- Set `--max_sequence_length 256_000` to avoid rare OOM errors if some text is very long. - -### From JSONL files - -```bash -python -m modelopt.torch.utils.plugins.megatron_preprocess_data \ - --jsonl_paths /path/to/data1.jsonl /path/to/data2.jsonl ... \ - --json_keys text \ - --tokenizer Qwen/Qwen3-0.6B \ - --output_dir tokenized_qwen3 \ - --workers 32 \ - --append_eod -``` - -```bash -python -m modelopt.torch.utils.plugins.megatron_preprocess_data \ - --jsonl_paths /path/to/sft_data.jsonl \ - --json_keys messages \ - --tokenizer Qwen/Qwen3-0.6B \ - --output_dir tokenized_qwen3 \ - --workers 32 -``` - -Instead of `--jsonl_paths`, pass `--input_dir /path/to/dir` to tokenize all JSONL files in a directory (`.jsonl` and `.jsonl.gz` are both supported). - -### From Hugging Face Hub - -To tokenize a dataset directly from Hugging Face Hub: - -```bash -python -m modelopt.torch.utils.plugins.megatron_preprocess_data \ - --hf_dataset nvidia/Nemotron-Pretraining-SFT-v1 \ - --hf_name Nemotron-SFT-Code \ - --hf_split train \ - --hf_max_samples_per_split 10_000_000 \ - --json_keys text \ - --tokenizer Qwen/Qwen3-0.6B \ - --output_dir tokenized_qwen3 \ - --workers 32 \ - --append_eod -``` - -Omit `--hf_name` to process all subsets, `--hf_split` for all splits, or `--hf_max_samples_per_split` for all samples. -To quickly test, use [nvidia/Nemotron-Pretraining-Dataset-sample](https://huggingface.co/datasets/nvidia/Nemotron-Pretraining-Dataset-sample). - -For very large datasets (tens of millions of documents), or datasets with complex nested message schemas (e.g. `tool_calls`, `function_call` fields) that cause Arrow type-cast errors in non-streaming mode, add `--hf_streaming` to avoid downloading the full dataset — only the rows actually consumed are fetched. Optionally pair with `--hf_max_samples_per_split ` to cap the row count; without it streaming still works but re-downloads on every run with no disk cache. - -> **Performance note:** Non-streaming mode downloads all Parquet shards once and caches them as Arrow files on disk. -> Re-runs read from cache and are much faster. -> Streaming re-downloads on every run with no cache, so it is slower for full-dataset processing. - -### Nemotron Post-Training v3 (`reasoning_content`) - -v3 datasets include a `reasoning_content` field in assistant messages (chain-of-thought separate from -the final answer). Use `--reasoning_content` to control how it is handled: - -| Value | Behaviour | -| --- | --- | -| `strip` (default) | Field is discarded before `apply_chat_template`. Safe for any tokenizer. | -| `inline` | Wrapped as `` and prepended to `content`. Preserves reasoning in a tokenizer-agnostic way. | -| `native` | Passed unchanged. Requires the tokenizer's chat template to handle the field (e.g. Qwen3). | - -```bash -python -m modelopt.torch.utils.plugins.megatron_preprocess_data \ - --hf_dataset nvidia/Nemotron-Math-v2 \ - --hf_split high_part00 \ - --json_keys messages \ - --tokenizer nvidia/NVIDIA-Nemotron-Nano-9B-v2 \ - --output_dir tokenized_nemotron_v2 \ - --workers 32 \ - --reasoning_content inline -``` - -### Ready-to-run tokenization commands for Nemotron Pre/Post-Training Datasets - -For ready-to-run tokenization commands covering all Nemotron Pre/Post-Training datasets used in Megatron-Bridge distillation scripts, see **[MEGATRON_DATA_PREP.md](MEGATRON_DATA_PREP.md)**. +See **[MEGATRON_DATA_PREP.md](MEGATRON_DATA_PREP.md)** for full documentation: general usage with JSONL and Hugging Face Hub datasets, handling of Nemotron Post-Training v3 `reasoning_content` fields, and ready-to-run tokenization commands for all Nemotron Pre/Post-Training datasets. ## Synthetic Test Dataset diff --git a/examples/pruning/README.md b/examples/pruning/README.md index 6d75546b753..294f00031dd 100644 --- a/examples/pruning/README.md +++ b/examples/pruning/README.md @@ -187,25 +187,27 @@ If your model parameters are already sorted and you just want to prune the weigh ## Examples -### Minitron Pruning for Megatron-Bridge/ Megatron-LM Framework LLMs (e.g. Qwen 3, Nemotron Nano) +### Minitron Pruning for Megatron-Bridge/ Megatron-LM Framework LLMs (e.g. Qwen3, Nemotron 3 Nano) Checkout the Minitron pruning example for [Megatron-Bridge Framework](../megatron_bridge/README.md#pruning) or [Megatron-LM Framework](https://github.com/NVIDIA/Megatron-LM/tree/main/examples/post_training/modelopt#-pruning) which showcases the usage of the powerful Minitron pruning algorithm developed by NVIDIA Research for pruning LLMs like Llama-3.1-8B, Qwen3-8B, Nemotron-Nano-9B-v2, Nemotron-3-Nano-30B-A3B, etc. Both frameworks support importing from a Hugging Face pretrained checkpoint. -Some of the models pruned using Minitron method followed by distillation and post-training are: +Some of the official models pruned using Minitron method followed by distillation and post-training are: - [Minitron Collection on Hugging Face](https://huggingface.co/collections/nvidia/minitron) - [NVIDIA-Nemotron-Nano-9B-v2](https://huggingface.co/nvidia/NVIDIA-Nemotron-Nano-9B-v2) -For end-to-end distillation results after Minitron pruning, see [Nemotron-Nano-9B-v2 → Pruned 7B](minitron/NVIDIA-Nemotron-Nano-9B-v2/README.md). +See [minitron/](minitron/README.md) for end-to-end tutorials and results. ### Puzzletron Pruning for LLMs (e.g. Llama, Qwen, Nemotron) -Checkout the [Puzzletron example](../puzzletron/README.md) which showcases MIP-based NAS pruning that produces heterogeneous model architectures — varying FFN intermediate sizes per layer and selectively removing attention layers — to meet a target parameter count or memory budget. +Checkout the [Puzzletron README](../puzzletron/README.md) which showcases MIP-based NAS pruning that produces heterogeneous model architectures — varying FFN intermediate sizes per layer and selectively removing attention layers — to meet a target parameter count or memory budget. -Supported models include Llama-3.1-8B-Instruct, Qwen3-8B, Qwen2.5-7B-Instruct, Nemotron-Nano-12B-v2, Mistral-Small-24B-Instruct-2501, and others via the [configs](../puzzletron/configs/) directory. +Supported models include Llama-3.1-8B-Instruct, Qwen3-8B, Qwen2.5-7B-Instruct, Nemotron-Nano-12B-v2, Mistral-Small-24B-Instruct-2501, and others via the [configs](../puzzletron/configs/) directory. See the [Puzzletron README](../puzzletron/README.md) for more details. -After compression, use [Megatron-Bridge distillation](../megatron_bridge/README.md#distillation) to recover accuracy. For distillation results on Puzzletron-compressed models, see [puzzletron/](puzzletron/README.md). +After compression, use [Megatron-Bridge distillation](../megatron_bridge/README.md#distillation) to recover accuracy. + +See [puzzletron/](puzzletron/README.md) for distillation results on Puzzletron-compressed models. ### FastNAS Pruning for PyTorch Computer Vision Models @@ -290,11 +292,11 @@ After pruning, distillation is required to recover model accuracy. Below are rec | **Hyperparameter** | **Recommendation** | | :---: | :---: | | **Sequence Length** | 8192 (or 4096 if dataset has smaller sequences) | -| **Global Batch Size (GBS)** | 768 | +| **Global Batch Size (GBS)** | same as the original training or 768 if unsure | | **Micro Batch Size (MBS)** | As large as your GPU memory can accommodate | | **Learning Rate (LR)** | 1e-4 → 1e-5 (linear decay) for 30-50% pruning
      • More compression → higher LR
      • Less compression → lower LR
      • As model gets larger → reduce LR to avoid divergence | | **Warmup Steps** | 100 | -| **Training Max Steps** | Num training tokens / (Seq len × GBS)
      • Recommended: 80-100B tokens | +| **Training Max Steps** | Num training tokens / (Seq len × GBS)
      • Recommended: 80-100B tokens for best results. | | **Data Composition** | • Standard models: 100% pre-training data
      • Reasoning models: 70% reasoning data + 30% pre-training data | > [!TIP] @@ -304,8 +306,8 @@ After pruning, distillation is required to recover model accuracy. Below are rec End-to-end distillation results with Megatron-Bridge after Minitron and Puzzletron pruning: -- **[Minitron — Nemotron-Nano-9B-v2](minitron/README.md)**: End-to-end tutorial of structured pruning for Nemotron-Nano-9B-v2 to 7B followed by knowledge distillation up to 80B tokens, quantization, and vLLM deployment. Achieves near-parity with the official 9B model across popular pretraining and reasoning benchmarks. -- **[Puzzletron — Qwen3-8B and Llama-3.1-8B-Instruct](puzzletron/README.md)**: MIP-based compression followed by short distillation runs on WikiText-103. Shows MMLU recovery and illustrates the importance of using larger datasets to avoid overfitting. +- **[Minitron — Nemotron-Nano-9B-v2](minitron/NVIDIA-Nemotron-Nano-9B-v2/README.md)**: End-to-end tutorial of structured pruning for Nemotron-Nano-9B-v2 to 7B followed by knowledge distillation up to 80B tokens, quantization, and vLLM deployment. Achieves near-parity with the official 9B model across popular pretraining and reasoning benchmarks. +- **[Puzzletron — Qwen3-8B and Llama-3.1-8B-Instruct](puzzletron/Llama-3.1-8B-Instruct.md)**: MIP-based compression followed by short distillation runs on WikiText-103. Shows MMLU recovery and illustrates the importance of using larger datasets to avoid overfitting. ## Resources diff --git a/examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/ABLATIONS.md b/examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/ABLATIONS.md index 87b02f695b6..1786e88fdda 100644 --- a/examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/ABLATIONS.md +++ b/examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/ABLATIONS.md @@ -19,7 +19,7 @@ Pure Nemotron-Pretraining-SFT-v1 data only (no post-training reasoning traces). ## Baseline: Pure Post-Training Data (pt-v1v2) -70% post-training only (no pretraining data), Nemotron-v1/v2 blend. +100% post-training data (no pretraining data), Nemotron-v1/v2 blend. | Tokens | MMLU | MMLU Pro | GPQA Diamond | LCB v6 | AIME 2025 | Math 500 | IFEval | SciCode | |---|---|---|---|---|---|---|---|---| diff --git a/examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/README.md b/examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/README.md index 59e4fb729b8..f9c5110a8a0 100644 --- a/examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/README.md +++ b/examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/README.md @@ -176,9 +176,12 @@ Pruned hybrid_override_pattern: M-M-M-MM-M-M-M*-M-M-M*-M-M-M-M*-M-M-M-M*-MMMM-M- ### 3. Distillation +Non-default arguments: `--seq_length 8192` (default: 4096), `--mbs 4` (default: 1), `--train_iters 16000` (train upto ~100B tokens — can stop earlier and take intermediate checkpoints for smaller runs), `--lr_warmup_iters 100` (default: 50), `--eval_interval 400` (default: 100). All other arguments use defaults. + Run on **96 nodes × 8x H100 (768 GPUs total)**. ~600 H100 GPU-hours per 1k steps (~6.3B tokens), i.e. ~45 min wall-clock per 1k steps. Full 80B token run (~13k steps) takes ~9k H100 GPU-hours (~10 hours wall-clock). -Non-default arguments: `--seq_length 8192` (default: 4096), `--mbs 4` (default: 1), `--train_iters 16000` (train upto ~100B tokens — can stop earlier and take intermediate checkpoints for smaller runs), `--lr_warmup_iters 100` (default: 50), `--eval_interval 400` (default: 100). All other arguments use defaults. +>[!TIP] +> While we use 96 nodes here for faster training, you can also run with 1 node. If you dont want to do full distillation run, you can stop earlier and take intermediate checkpoints as well. ```bash torchrun --nproc_per_node 8 /opt/Model-Optimizer/examples/megatron_bridge/distill_minitron.py \ @@ -228,7 +231,7 @@ Before running, update the following fields in the yaml: - `execution.hostname` — your Slurm login node hostname - `execution.account` — your Slurm account -- `deployment.checkpoint_path` — path to your converted `hf_iter_XXXXXX` checkpoint +- `deployment.checkpoint_path` — Hugging Face checkpoint path (original, pruned or quantized) - `evaluation.nemo_evaluator_config.config.params.extra.tokenizer` — same path as `checkpoint_path` > [!TIP] @@ -239,7 +242,6 @@ pip install "nemo-evaluator-launcher[all]==0.1.90" # Set required environment variables: export HF_TOKEN= -export JUDGE_API_KEY= export SLURM_JOB_DIR= export HF_HOME= export VLLM_CACHE_ROOT= diff --git a/examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/nemo_evaluator.yaml b/examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/nemo_evaluator.yaml index 0ee30cfca26..7d79af7146d 100644 --- a/examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/nemo_evaluator.yaml +++ b/examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/nemo_evaluator.yaml @@ -3,7 +3,7 @@ # Before running, update the following fields in the yaml: # - `execution.hostname` — your Slurm login node hostname # - `execution.account` — your Slurm account -# - `deployment.checkpoint_path` — path to your converted `hf_iter_XXXXXX` checkpoint +# - `deployment.checkpoint_path` — Hugging Face checkpoint path (original, pruned or quantized) # - `evaluation.nemo_evaluator_config.config.params.extra.tokenizer` — same path as `checkpoint_path` # # Usage: @@ -11,7 +11,6 @@ # # # Set required environment variables: # export HF_TOKEN= -# export JUDGE_API_KEY= # export SLURM_JOB_DIR= # export HF_HOME= # export VLLM_CACHE_ROOT= @@ -106,7 +105,6 @@ evaluation: tokenizer: env_vars: HF_TOKEN: HF_TOKEN - JUDGE_API_KEY: JUDGE_API_KEY HF_HOME: HF_HOME VLLM_CACHE_ROOT: VLLM_CACHE_ROOT API_KEY: API_KEY @@ -165,7 +163,6 @@ evaluation: # 5. MATH500 - name: AA_math_test_500 env_vars: - JUDGE_API_KEY: JUDGE_API_KEY HF_TOKEN: HF_TOKEN nemo_evaluator_config: config: diff --git a/examples/pruning/puzzletron/README.md b/examples/pruning/puzzletron/README.md index ae062667344..426ced00c4c 100644 --- a/examples/pruning/puzzletron/README.md +++ b/examples/pruning/puzzletron/README.md @@ -1,6 +1,12 @@ # Puzzletron Pruning — Distillation Results -Distillation results for models compressed with [Puzzletron](../../puzzletron/README.md) MIP-based heterogeneous pruning, followed by Megatron-Bridge knowledge distillation. Each file covers a specific source model. +Distillation results for models compressed with [Puzzletron](../../puzzletron/README.md) MIP-based heterogeneous pruning, followed by Megatron-Bridge knowledge distillation. + +## Results + +| Model | File | +| --- | --- | +| Llama-3.1-8B-Instruct and Qwen3-8B | [Llama-3.1-8B-Instruct.md](Llama-3.1-8B-Instruct.md) | ## Related From cc7f5acf6611c33042b725e61e5e178bab9df4b9 Mon Sep 17 00:00:00 2001 From: Keval Morabia <28916987+kevalmorabia97@users.noreply.github.com> Date: Wed, 29 Apr 2026 09:28:17 -0700 Subject: [PATCH 11/11] eval config cleanup Signed-off-by: Keval Morabia <28916987+kevalmorabia97@users.noreply.github.com> --- .../NVIDIA-Nemotron-Nano-9B-v2/README.md | 2 +- .../nemo_evaluator.yaml | 21 ++++++++++--------- 2 files changed, 12 insertions(+), 11 deletions(-) diff --git a/examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/README.md b/examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/README.md index f9c5110a8a0..620c5780a4b 100644 --- a/examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/README.md +++ b/examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/README.md @@ -225,7 +225,7 @@ python /opt/Megatron-Bridge/examples/conversion/convert_checkpoints.py export \ ### 4. Evaluation -The eval config in [nemo_evaluator.yaml](nemo_evaluator.yaml) is for Slurm-based evaluation — it submits a vLLM serving job and runs evals against it. For local model execution and evaluation, refer to the [NeMo Evaluator documentation](https://docs.nvidia.com/nemo/evaluator/latest/). +The eval config xin [nemo_evaluator.yaml](nemo_evaluator.yaml) is for Slurm-based evaluation — it submits a vLLM serving job and runs evals against it. For local model execution and evaluation, refer to the [NeMo Evaluator documentation](https://docs.nvidia.com/nemo/evaluator/latest/) or this [blog](https://huggingface.co/blog/nvidia/nemotron-3-nano-evaluation-recipe). Before running, update the following fields in the yaml: diff --git a/examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/nemo_evaluator.yaml b/examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/nemo_evaluator.yaml index 7d79af7146d..256a4031be1 100644 --- a/examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/nemo_evaluator.yaml +++ b/examples/pruning/minitron/NVIDIA-Nemotron-Nano-9B-v2/nemo_evaluator.yaml @@ -160,16 +160,17 @@ evaluation: extra: num_repeats: 64 - # 5. MATH500 - - name: AA_math_test_500 - env_vars: - HF_TOKEN: HF_TOKEN - nemo_evaluator_config: - config: - params: - # limit_samples: 8 - extra: - n_samples: 5 + # 5. MATH500 (Requires JUDGE_API_KEY) + # - name: AA_math_test_500 + # env_vars: + # HF_TOKEN: HF_TOKEN + # JUDGE_API_KEY: JUDGE_API_KEY + # nemo_evaluator_config: + # config: + # params: + # # limit_samples: 8 + # extra: + # n_samples: 5 # 6. IFEval - name: ns_ifeval

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