==> Python + torch sanity Python 3.12.13 torch 2.7.1+cu128 cuda True NVIDIA L40S ==> apt deps ==> upgrade setuptools/wheel/pip WARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager, possibly rendering your system unusable. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv. Use the --root-user-action option if you know what you are doing and want to suppress this warning. ==> install training deps (TRL + peft + accelerate + wandb + flash-attn + aws sdk) Collecting trl>=0.12 Downloading trl-1.8.0-py3-none-any.whl.metadata (12 kB) Collecting peft>=0.13 Downloading peft-0.19.1-py3-none-any.whl.metadata (15 kB) Collecting accelerate>=1.0 Downloading accelerate-1.14.0-py3-none-any.whl.metadata (19 kB) Collecting transformers<5,>=4.45 Downloading transformers-4.57.6-py3-none-any.whl.metadata (43 kB) Collecting datasets>=2.20 Downloading datasets-5.0.0-py3-none-any.whl.metadata (23 kB) Collecting tokenizers>=0.20 Downloading tokenizers-0.23.1-cp310-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (9.8 kB) Collecting wandb>=0.18 Downloading wandb-0.28.0-py3-none-manylinux_2_28_x86_64.whl.metadata (11 kB) Collecting tqdm Downloading tqdm-4.68.4-py3-none-any.whl.metadata (57 kB) Requirement already satisfied: pyyaml in 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transformers<5,>=4.45) (3.29.7) Downloading huggingface_hub-0.36.2-py3-none-any.whl.metadata (15 kB) Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.12/dist-packages (from transformers<5,>=4.45) (2.4.4) Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.12/dist-packages (from transformers<5,>=4.45) (26.2) Collecting regex!=2019.12.17 (from transformers<5,>=4.45) Downloading regex-2026.7.10-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl.metadata (40 kB) Collecting tokenizers>=0.20 Downloading tokenizers-0.22.2-cp39-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (7.3 kB) Collecting safetensors>=0.4.3 (from transformers<5,>=4.45) Downloading safetensors-0.8.0-cp310-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (4.2 kB) Requirement already satisfied: fsspec>=2023.5.0 in /usr/local/lib/python3.12/dist-packages (from huggingface_hub>=0.25->huggingface_hub[cli]>=0.25) (2026.4.0) Collecting hf-xet<2.0.0,>=1.1.3 (from huggingface_hub>=0.25->huggingface_hub[cli]>=0.25) Downloading hf_xet-1.5.1-cp37-abi3-manylinux2014_x86_64.manylinux_2_17_x86_64.whl.metadata (4.9 kB) Requirement already satisfied: typing-extensions>=3.7.4.3 in /usr/local/lib/python3.12/dist-packages (from huggingface_hub>=0.25->huggingface_hub[cli]>=0.25) (4.16.0) Requirement already satisfied: jinja2 in /usr/local/lib/python3.12/dist-packages (from trl>=0.12) (3.1.6) Requirement already satisfied: psutil in /usr/local/lib/python3.12/dist-packages (from peft>=0.13) (7.2.2) Requirement already satisfied: torch>=1.13.0 in /usr/local/lib/python3.12/dist-packages (from peft>=0.13) (2.7.1+cu128) Collecting pyarrow>=21.0.0 (from datasets>=2.20) Downloading pyarrow-25.0.0-cp312-cp312-manylinux_2_28_x86_64.whl.metadata (3.0 kB) Collecting dill<0.4.2,>=0.3.0 (from datasets>=2.20) Downloading dill-0.4.1-py3-none-any.whl.metadata (10 kB) Collecting pandas (from datasets>=2.20) Downloading pandas-3.0.3-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl.metadata (79 kB) Requirement already satisfied: httpx<1.0.0 in /usr/local/lib/python3.12/dist-packages (from datasets>=2.20) (0.28.1) Collecting xxhash (from datasets>=2.20) Downloading xxhash-3.8.1-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl.metadata (15 kB) Collecting multiprocess<0.70.20 (from datasets>=2.20) Downloading multiprocess-0.70.19-py312-none-any.whl.metadata (7.5 kB) Collecting aiohttp!=4.0.0a0,!=4.0.0a1 (from fsspec[http]<=2026.4.0,>=2023.1.0->datasets>=2.20) Downloading aiohttp-3.14.1-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl.metadata (8.3 kB) Requirement already satisfied: anyio in /usr/local/lib/python3.12/dist-packages (from httpx<1.0.0->datasets>=2.20) (4.14.1) Requirement already satisfied: certifi in /usr/local/lib/python3.12/dist-packages (from httpx<1.0.0->datasets>=2.20) (2026.6.17) Requirement already satisfied: httpcore==1.* in /usr/local/lib/python3.12/dist-packages (from httpx<1.0.0->datasets>=2.20) (1.0.9) Requirement already satisfied: idna in /usr/local/lib/python3.12/dist-packages (from httpx<1.0.0->datasets>=2.20) (3.18) Requirement already satisfied: h11>=0.16 in /usr/local/lib/python3.12/dist-packages (from httpcore==1.*->httpx<1.0.0->datasets>=2.20) (0.16.0) Collecting click>=8.2.0 (from wandb>=0.18) Downloading click-8.4.2-py3-none-any.whl.metadata (2.6 kB) Collecting gitpython!=3.1.29,>=1.0.0 (from wandb>=0.18) Downloading gitpython-3.1.51-py3-none-any.whl.metadata (14 kB) Requirement already satisfied: platformdirs in /usr/local/lib/python3.12/dist-packages (from wandb>=0.18) (4.10.0) Collecting pydantic<3,>=2.6 (from wandb>=0.18) Downloading pydantic-2.13.4-py3-none-any.whl.metadata (109 kB) Collecting sentry-sdk>=2.0.0 (from wandb>=0.18) Downloading sentry_sdk-2.65.0-py3-none-any.whl.metadata (11 kB) Requirement already satisfied: charset_normalizer<4,>=2 in /usr/local/lib/python3.12/dist-packages (from requests) (3.4.9) Requirement already satisfied: urllib3<3,>=1.26 in /usr/local/lib/python3.12/dist-packages (from requests) (2.7.0) Collecting annotated-types>=0.6.0 (from pydantic<3,>=2.6->wandb>=0.18) Downloading annotated_types-0.7.0-py3-none-any.whl.metadata (15 kB) Collecting pydantic-core==2.46.4 (from pydantic<3,>=2.6->wandb>=0.18) Downloading pydantic_core-2.46.4-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (6.6 kB) Collecting typing-inspection>=0.4.2 (from pydantic<3,>=2.6->wandb>=0.18) Downloading typing_inspection-0.4.2-py3-none-any.whl.metadata (2.6 kB) Collecting markdown-it-py>=2.2.0 (from rich) Downloading markdown_it_py-4.2.0-py3-none-any.whl.metadata (7.4 kB) Requirement already satisfied: pygments<3.0.0,>=2.13.0 in /usr/local/lib/python3.12/dist-packages (from rich) (2.20.0) Collecting shellingham>=1.3.0 (from typer) Downloading shellingham-1.5.4-py2.py3-none-any.whl.metadata (3.5 kB) Collecting annotated-doc>=0.0.2 (from typer) Downloading annotated_doc-0.0.4-py3-none-any.whl.metadata (6.6 kB) Collecting aiohappyeyeballs>=2.5.0 (from aiohttp!=4.0.0a0,!=4.0.0a1->fsspec[http]<=2026.4.0,>=2023.1.0->datasets>=2.20) Downloading aiohappyeyeballs-2.7.1-py3-none-any.whl.metadata (5.9 kB) Collecting aiosignal>=1.4.0 (from aiohttp!=4.0.0a0,!=4.0.0a1->fsspec[http]<=2026.4.0,>=2023.1.0->datasets>=2.20) Downloading aiosignal-1.4.0-py3-none-any.whl.metadata (3.7 kB) Requirement already satisfied: attrs>=17.3.0 in /usr/local/lib/python3.12/dist-packages (from aiohttp!=4.0.0a0,!=4.0.0a1->fsspec[http]<=2026.4.0,>=2023.1.0->datasets>=2.20) (26.1.0) Collecting frozenlist>=1.1.1 (from aiohttp!=4.0.0a0,!=4.0.0a1->fsspec[http]<=2026.4.0,>=2023.1.0->datasets>=2.20) Downloading frozenlist-1.8.0-cp312-cp312-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl.metadata (20 kB) Collecting multidict<7.0,>=4.5 (from aiohttp!=4.0.0a0,!=4.0.0a1->fsspec[http]<=2026.4.0,>=2023.1.0->datasets>=2.20) Downloading multidict-6.7.1-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl.metadata (5.3 kB) Collecting propcache>=0.2.0 (from aiohttp!=4.0.0a0,!=4.0.0a1->fsspec[http]<=2026.4.0,>=2023.1.0->datasets>=2.20) Downloading propcache-0.5.2-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl.metadata (16 kB) Collecting yarl<2.0,>=1.17.0 (from aiohttp!=4.0.0a0,!=4.0.0a1->fsspec[http]<=2026.4.0,>=2023.1.0->datasets>=2.20) Downloading yarl-1.24.2-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl.metadata (94 kB) Collecting gitdb<5,>=4.0.1 (from gitpython!=3.1.29,>=1.0.0->wandb>=0.18) Downloading gitdb-4.0.12-py3-none-any.whl.metadata (1.2 kB) Collecting smmap<6,>=3.0.1 (from gitdb<5,>=4.0.1->gitpython!=3.1.29,>=1.0.0->wandb>=0.18) Downloading smmap-5.0.3-py3-none-any.whl.metadata (4.6 kB) INFO: pip is looking at multiple versions of huggingface-hub[cli] to determine which version is compatible with other requirements. This could take a while. Collecting huggingface_hub[cli]>=0.25 Downloading huggingface_hub-1.22.0-py3-none-any.whl.metadata (14 kB) Downloading huggingface_hub-1.21.0-py3-none-any.whl.metadata (14 kB) Downloading huggingface_hub-1.20.1-py3-none-any.whl.metadata (14 kB) Downloading huggingface_hub-1.20.0-py3-none-any.whl.metadata (14 kB) Downloading huggingface_hub-1.19.0-py3-none-any.whl.metadata (14 kB) Downloading huggingface_hub-1.18.0-py3-none-any.whl.metadata (14 kB) Downloading huggingface_hub-1.17.0-py3-none-any.whl.metadata (14 kB) INFO: pip is still looking at multiple versions of huggingface-hub[cli] to determine which version is compatible with other requirements. This could take a while. Downloading huggingface_hub-1.16.4-py3-none-any.whl.metadata (14 kB) Downloading huggingface_hub-1.16.1-py3-none-any.whl.metadata (14 kB) Downloading huggingface_hub-1.16.0-py3-none-any.whl.metadata (14 kB) Downloading huggingface_hub-1.15.0-py3-none-any.whl.metadata (14 kB) Downloading huggingface_hub-1.14.0-py3-none-any.whl.metadata (14 kB) INFO: This is taking longer than usual. You might need to provide the dependency resolver with stricter constraints to reduce runtime. See https://pip.pypa.io/warnings/backtracking for guidance. If you want to abort this run, press Ctrl + C. 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nvidia-cuda-nvrtc-cu12==12.8.61 in /usr/local/lib/python3.12/dist-packages (from torch>=1.13.0->peft>=0.13) (12.8.61) Requirement already satisfied: nvidia-cuda-runtime-cu12==12.8.57 in /usr/local/lib/python3.12/dist-packages (from torch>=1.13.0->peft>=0.13) (12.8.57) Requirement already satisfied: nvidia-cuda-cupti-cu12==12.8.57 in /usr/local/lib/python3.12/dist-packages (from torch>=1.13.0->peft>=0.13) (12.8.57) Requirement already satisfied: nvidia-cudnn-cu12==9.7.1.26 in /usr/local/lib/python3.12/dist-packages (from torch>=1.13.0->peft>=0.13) (9.7.1.26) Requirement already satisfied: nvidia-cublas-cu12==12.8.3.14 in /usr/local/lib/python3.12/dist-packages (from torch>=1.13.0->peft>=0.13) (12.8.3.14) Requirement already satisfied: nvidia-cufft-cu12==11.3.3.41 in /usr/local/lib/python3.12/dist-packages (from torch>=1.13.0->peft>=0.13) (11.3.3.41) Requirement already satisfied: nvidia-curand-cu12==10.3.9.55 in /usr/local/lib/python3.12/dist-packages (from torch>=1.13.0->peft>=0.13) (10.3.9.55) Requirement already satisfied: nvidia-cusolver-cu12==11.7.2.55 in /usr/local/lib/python3.12/dist-packages (from torch>=1.13.0->peft>=0.13) (11.7.2.55) Requirement already satisfied: nvidia-cusparse-cu12==12.5.7.53 in /usr/local/lib/python3.12/dist-packages (from torch>=1.13.0->peft>=0.13) (12.5.7.53) Requirement already satisfied: nvidia-cusparselt-cu12==0.6.3 in /usr/local/lib/python3.12/dist-packages (from torch>=1.13.0->peft>=0.13) (0.6.3) Requirement already satisfied: nvidia-nccl-cu12==2.26.2 in /usr/local/lib/python3.12/dist-packages (from torch>=1.13.0->peft>=0.13) (2.26.2) Requirement already satisfied: nvidia-nvtx-cu12==12.8.55 in /usr/local/lib/python3.12/dist-packages (from torch>=1.13.0->peft>=0.13) (12.8.55) Requirement already satisfied: nvidia-nvjitlink-cu12==12.8.61 in /usr/local/lib/python3.12/dist-packages (from torch>=1.13.0->peft>=0.13) (12.8.61) Requirement already satisfied: nvidia-cufile-cu12==1.13.0.11 in /usr/local/lib/python3.12/dist-packages (from torch>=1.13.0->peft>=0.13) (1.13.0.11) Requirement already satisfied: triton==3.3.1 in /usr/local/lib/python3.12/dist-packages (from torch>=1.13.0->peft>=0.13) (3.3.1) Requirement already satisfied: mpmath<1.4,>=1.1.0 in /usr/local/lib/python3.12/dist-packages (from sympy>=1.13.3->torch>=1.13.0->peft>=0.13) (1.3.0) Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.12/dist-packages (from jinja2->trl>=0.12) (3.0.3) Requirement already satisfied: python-dateutil>=2.8.2 in /usr/local/lib/python3.12/dist-packages (from pandas->datasets>=2.20) (2.9.0.post0) Requirement already satisfied: six>=1.5 in /usr/lib/python3/dist-packages (from python-dateutil>=2.8.2->pandas->datasets>=2.20) (1.16.0) Downloading transformers-4.57.6-py3-none-any.whl (12.0 MB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 12.0/12.0 MB 171.0 MB/s 0:00:00 Downloading tokenizers-0.22.2-cp39-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (3.3 MB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 3.3/3.3 MB 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pandas-3.0.3-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl (10.9 MB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 10.9/10.9 MB 133.6 MB/s 0:00:00 Downloading xxhash-3.8.1-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl (220 kB) Installing collected packages: zstandard, xxhash, typing-inspection, tqdm, smmap, shellingham, sentry-sdk, sentencepiece, safetensors, regex, python-dotenv, pydantic-core, pyarrow, protobuf, propcache, pfzy, multidict, mdurl, hf-xet, frozenlist, dill, click, annotated-types, annotated-doc, aiohappyeyeballs, yarl, pydantic, pandas, multiprocess, markdown-it-py, InquirerPy, huggingface_hub, gitdb, aiosignal, tokenizers, rich, gitpython, aiohttp, wandb, typer, transformers, accelerate, peft, datasets, trl Successfully installed InquirerPy-0.3.4 accelerate-1.14.0 aiohappyeyeballs-2.7.1 aiohttp-3.14.1 aiosignal-1.4.0 annotated-doc-0.0.4 annotated-types-0.7.0 click-8.4.2 datasets-5.0.0 dill-0.4.1 frozenlist-1.8.0 gitdb-4.0.12 gitpython-3.1.51 hf-xet-1.5.1 huggingface_hub-0.36.2 markdown-it-py-4.2.0 mdurl-0.1.2 multidict-6.7.1 multiprocess-0.70.19 pandas-3.0.3 peft-0.19.1 pfzy-0.3.4 propcache-0.5.2 protobuf-5.29.6 pyarrow-25.0.0 pydantic-2.13.4 pydantic-core-2.46.4 python-dotenv-1.2.2 regex-2026.7.10 rich-15.0.0 safetensors-0.8.0 sentencepiece-0.2.2 sentry-sdk-2.65.0 shellingham-1.5.4 smmap-5.0.3 tokenizers-0.22.2 tqdm-4.68.4 transformers-4.57.6 trl-1.8.0 typer-0.26.8 typing-inspection-0.4.2 wandb-0.28.0 xxhash-3.8.1 yarl-1.24.2 zstandard-0.25.0 WARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager, possibly rendering your system unusable. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv. Use the --root-user-action option if you know what you are doing and want to suppress this warning. ==> install flash-attention 2 (2-3x speedup on Qwen3) Successfully installed einops-0.8.2 flash-attn-2.8.3.post1 WARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager, possibly rendering your system unusable. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv. Use the --root-user-action option if you know what you are doing and want to suppress this warning. ==> install aws-cli aws-cli/2.35.23 Python/3.14.6 Linux/6.8.0-52-generic exe/x86_64.ubuntu.22 ==> install tanglish (editable, --no-deps to skip repo pyproject deps) WARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager, possibly rendering your system unusable. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv. Use the --root-user-action option if you know what you are doing and want to suppress this warning. ==> wandb login Current Settings { "_extra_http_headers": null, ==> S3-sync Tanglish training corpus (~7 MB compressed) Completed 256.0 KiB/6.2 MiB (693.2 KiB/s) with 2 file(s) remaining Completed 512.0 KiB/6.2 MiB (1.2 MiB/s) with 2 file(s) remaining Completed 768.0 KiB/6.2 MiB (1.8 MiB/s) with 2 file(s) remaining Completed 1.0 MiB/6.2 MiB (2.3 MiB/s) with 2 file(s) remaining Completed 1.1 MiB/6.2 MiB (2.5 MiB/s) with 2 file(s) remaining download: s3://bo2olk8uqw/pairs/tanglish_v1/tanglish_v1.val.jsonl.zst to data/pairs/tanglish_v1.val.jsonl.zst Completed 1.1 MiB/6.2 MiB (2.5 MiB/s) with 1 file(s) remaining Completed 1.3 MiB/6.2 MiB (3.0 MiB/s) with 1 file(s) remaining Completed 1.6 MiB/6.2 MiB (3.5 MiB/s) with 1 file(s) remaining Completed 1.8 MiB/6.2 MiB (3.9 MiB/s) with 1 file(s) remaining Completed 2.1 MiB/6.2 MiB (4.4 MiB/s) with 1 file(s) remaining Completed 2.3 MiB/6.2 MiB (4.8 MiB/s) with 1 file(s) remaining Completed 2.6 MiB/6.2 MiB (5.2 MiB/s) with 1 file(s) remaining Completed 2.8 MiB/6.2 MiB (5.7 MiB/s) with 1 file(s) remaining Completed 3.1 MiB/6.2 MiB (6.1 MiB/s) with 1 file(s) remaining Completed 3.3 MiB/6.2 MiB (6.5 MiB/s) with 1 file(s) remaining Completed 3.6 MiB/6.2 MiB (6.9 MiB/s) with 1 file(s) remaining Completed 3.8 MiB/6.2 MiB (7.4 MiB/s) with 1 file(s) remaining Completed 4.1 MiB/6.2 MiB (7.7 MiB/s) with 1 file(s) remaining Completed 4.3 MiB/6.2 MiB (8.2 MiB/s) with 1 file(s) remaining Completed 4.6 MiB/6.2 MiB (8.6 MiB/s) with 1 file(s) remaining Completed 4.8 MiB/6.2 MiB (9.0 MiB/s) with 1 file(s) remaining Completed 5.1 MiB/6.2 MiB (9.5 MiB/s) with 1 file(s) remaining Completed 5.3 MiB/6.2 MiB (9.9 MiB/s) with 1 file(s) remaining Completed 5.6 MiB/6.2 MiB (10.3 MiB/s) with 1 file(s) remaining Completed 5.8 MiB/6.2 MiB (10.7 MiB/s) with 1 file(s) remaining Completed 6.1 MiB/6.2 MiB (11.1 MiB/s) with 1 file(s) remaining Completed 6.2 MiB/6.2 MiB (11.2 MiB/s) with 1 file(s) remaining download: s3://bo2olk8uqw/pairs/tanglish_v1/tanglish_v1.train.jsonl.zst to data/pairs/tanglish_v1.train.jsonl.zst ==> pre-download Qwen3-8B-Instruct base weights (~16 GB, cached to /workspace/hf) Repository Not Found for url: https://huggingface.co/api/models/Qwen/Qwen3-8B-Instruct/revision/main. Please make sure you specified the correct `repo_id` and `repo_type`. If you are trying to access a private or gated repo, make sure you are authenticated. For more details, see https://huggingface.co/docs/huggingface_hub/authentication