    1  /bin/bash -c "$(curl -fsSL https://raw.githubusercontent.com/Homebrew/install/HEAD/install.sh)"\n
    2  brew install --cask ghostty\n\n
    3  .bashrc
    4  brew install --cask ghostty\n\n
    5  source /Applications/Cursor.app/Contents/Resources/app/out/vs/workbench/contrib/terminal/common/scripts/shellIntegration-rc.zsh
    6  uv python install 3.11
    7  ls
    8  ghostty +list-themes
    9  ls
   10  mkdir Projects
   11  ls
   12  cd Projects
   13  ls
   14  git
   15  mkdir 2025
   16  cd 2025
   17  ls
   18  ls
   19  git clone https://github.com/AgileRL/AgileRL.git
   20  ls
   21  cd AgileRL
   22  cursor .
   23  cursor .
   24  curl -LsSf https://astral.sh/uv/install.sh | sh\n
   25  source $HOME/.local/bin/env
   26   brew install derailed/k9s/k9s\n
   27  cd ../..
   28  ls
   29  cd ..
   30  ls
   31  ls -a
   32  cd .ssh
   33  cd ..
   34  ls
   35  cd michaelpratt
   36  ls
   37  ls -a
   38  mkdir .ssh
   39  ls
   40  la
   41  ls -a
   42  ssh-keygen -t rsa -f ~/.ssh/gcp -C mike
   43  gcloud
   44  uname -m 
   45  ./google-cloud-sdk/install.sh\n
   46  ls
   47  Downloads/google-cloud-sdk/install.sh\n
   48  gcloud
   49  gcloud init
   50  ls -a
   51  .zshrc
   52  .zshrc
   53  ./.zsh_sessions
   54  gcloud
   55  gcloud init
   56  gcloud init
   57  gcloud compute os-login ssh-keys add \\n   --key-file=.ssh/gcp \
   58  gcloud compute os-login ssh-keys add --key-file=.ssh/gcp 
   59  cat .ssh/gcp
   60  ls .ssh
   61  cat .ssh/gcp.pub
   62  k9s
   63  uv python install 3.11
   64  uv venv
   65  source .venv/bin/activate
   66  pip install -r requirements.txt
   67  uv pip install -r requirements.txt
   68  git switch grpo-model-ref
   69  pytest tests/test_hpo/test_mutation.py
   70  uv pip install pytest
   71  pytest tests/test_hpo/test_mutation.py
   72  uv pip install vllm
   73  pytest tests/test_hpo/test_mutation.py
   74  ls
   75  ls
   76  ls -a
   77  brew install --cask unnaturalscrollwheels\n
   78  ls
   79  ls -a
   80  cd .config
   81  ls
   82  cd gcloud
   83  ls
   84  cd ..
   85  cd ..
   86  cd .ssh
   87  ls
   88  cat gcp.pub
   89  ssh -i ./gcp mike@34.32.169.109
   90  pwd
   91  ssh -i ./gcp mike@34.32.169.109
   92  cat gcp.pub
   93  ssh -i ./gcp mike@34.32.169.109
   94  ssh -i ./gcp mike@34.32.169.109
   95  ssh-keygen -R 34.32.169.109\n
   96  ssh -i ./gcp mike@34.32.169.109
   97  ghostty +config
   98  ghostty +list-themes
   99  ghostty +config
  100  ghostty +show-config\n
  101  cd ..
  102  ls
  103  cd Projects
  104  ls
  105  cd 2025
  106  ls
  107  git clone git@gitlab.agilerl.rlops.ai:ray-jobs/agilerl-integration.git
  108  git clone https://gitlab.agilerl.rlops.ai/ray-jobs/agilerl-integration.git
  109  cd agilerl-integration
  110  ls
  111  git status
  112  git branch
  113  git switch grpo
  114  git status
  115  git switch base-refactor
  116  ls
  117  cd agilerl_ray/agents
  118  ls
  119  cat agent.py
  120  ssh-keygen -R 34.34.102.49\n
  121  cd ../../..
  122  cd ..
  123  ls -
  124  ls -a
  125  cd ..
  126  ls -a
  127  ssh -h .ssh/gcp mike@34.34.102.49
  128  ssh -i .ssh/gcp mike@34.34.102.49
  129  cat .ssh/gcp.pub
  130  ssh -i .ssh/gcp mike@34.34.102.49
  131  ssh -i .ssh/gcp mike@34.34.102.49
  132  ls
  133  cd ..
  134  ls
  135  ls -a
  136  cd .zshrc
  137  cat .zshrc
  138  cat .zshrc.pre-oh-my-zsh
  139  clear
  140  cat .zshrc.pre-oh-my-zsh
  141  clear
  142  cat .zshrc
  143  cat .zshrc.pre-oh-my-zsh
  144  cat .zshrc
  145  ls
  146  cursor .zshrc
  147  git status
  148  git pull
  149  git status
  150  git diff
  151  git add -u
  152  git commit -m "Remove print statements"
  153  git config --global --edit
  154  git commit --amend --reset-author
  155  git status
  156  git push
  157  ruff check .
  158  pip install ruff
  159  uv venv
  160  source .venv/bin/activate
  161  ruff check .
  162  uv pip install ruff
  163  ruff check .
  164  ruff check .
  165  git add -u
  166  git commit -m "Remove unused torch.dist import"
  167  git commit --amend --reset-author
  168  git status
  169  git push
  170  git switch base-refactor
  171  git pull
  172  cursor .zshrc
  173  cursor .zshrc.pre-oh-my-zsh
  174  ls
  175  k9s
  176  gcloud auth login
  177  k9s
  178  ls
  179  cd Projects
  180  ls
  181  cd 2025
  182  ls 
  183  cd AgileRL
  184  ls
  185  ghostty +list-themes
  186  ghostty +config
  187  cd ../..
  188  ls
  189  cd ..
  190  ls
  191  ls -a
  192  cd .c
  193  cd .config
  194  ls
  195  cd ..
  196  find ghostty
  197  cat $XDG_CONFIG_HOME/ghostty/config
  198  $HOME/Library/Application\ Support/com.mitchellh.ghostty/config
  199  ls
  200  cd Library/Appl
  201  cd Library/Application\ Support
  202  ls
  203  ls com.mitchellh.ghostty
  204  cd com.mitchellh.ghostty
  205  ls
  206  cursor config
  207  ghostty +list-themes
  208  zig
  209  ghostty +list-themes
  210  k9s
  211  ls
  212  ls -a
  213  mkdir .kube
  214  cd .kube
  215  ls
  216  touch config
  217  cursor config
  218  k9s
  219  gcloud auth login
  220  k9s
  221  kubectl get pods
  222  brew install kubectl
  223  kubectl get pods
  224  k9s
  225  ls
  226  cat config
  227  ls
  228  cursor config
  229  k9s
  230  kubectl krew
  231  (\n  set -x; cd "$(mktemp -d)" &&\n  OS="$(uname | tr '[:upper:]' '[:lower:]')" &&\n  ARCH="$(uname -m | sed -e 's/x86_64/amd64/' -e 's/\(arm\)\(64\)\?.*/\1\2/' -e 's/aarch64$/arm64/')" &&\n  KREW="krew-${OS}_${ARCH}" &&\n  curl -fsSLO "https://github.com/kubernetes-sigs/krew/releases/latest/download/${KREW}.tar.gz" &&\n  tar zxvf "${KREW}.tar.gz" &&\n  ./"${KREW}" install krew\n)
  232  export PATH="${KREW_ROOT:-$HOME/.krew}/bin:$PATH"\n
  233  kubectl krew
  234  k9s
  235  kubectl krew install oidc-login
  236  kubectl get pods
  237  ls -a
  238  cd ..
  239  ls -a
  240  cd .kube
  241  ls
  242  cd conf
  243  gcloud container clusters get-credentials gke-arena-europe-west4 --region=europe-west4 --project=arena-gke-02\ngcloud container clusters get-credentials gke-arena-us-east4 --region=us-east4 --project=arena-gke-02
  244  brew install gke-gcloud-auth-plugin
  245  brew install google-cloud-sdk
  246  gcloud container clusters get-credentials gke-arena-europe-west4 --region=europe-west4 --project=arena-gke-02\ngcloud container clusters get-credentials gke-arena-us-east4 --region=us-east4 --project=arena-gke-02
  247    gcloud components install gke-gcloud-auth-plugin\n
  248  gcloud container clusters get-credentials gke-arena-europe-west4 --region=europe-west4 --project=arena-gke-02\ngcloud container clusters get-credentials gke-arena-us-east4 --region=us-east4 --project=arena-gke-02
  249  kubectl get pods
  250  k9s
  251  cd ..
  252  l
  253  ls
  254  cd Projects
  255  ls
  256  cd 2025
  257  l
  258  ls
  259  cursor agilerl-integration
  260  cd ..
  261  ls
  262  cd ..
  263  ls
  264  ls -a
  265  cd .config
  266  ls
  267  sh -c "$(curl -fsSL https://raw.githubusercontent.com/ohmyzsh/ohmyzsh/master/tools/install.sh)"\n\n
  268  ls
  269  cursor .
  270  ls
  271  cd ..
  272  ls
  273  cd michaelpratt
  274  cd .config
  275  ls
  276  nvim
  277  brew install nvim
  278  ls
  279  mv ~/.config/nvim{,.bak}\n
  280  mv ~/.local/share/nvim{,.bak}\n
  281  cd..
  282  cd ..
  283  git clone https://github.com/LazyVim/starter ~/.config/nvim\n\n
  284  rm -rf ~/.config/nvim/.git\n\n
  285  nvim\n\n
  286  nvim
  287  brew install luarocks
  288  brew install ripgrep\n\n# Install fd - fast file finder\nbrew install fd\n\n# Install lazygit - terminal UI for git\nbrew install lazygit\n\n# Install fzf - fuzzy finder\nbrew install fzf
  289  brew install tree-sitter
  290  nvim
  291  nvim
  292  brew install tree-sitter-cli
  293  nvim
  294  ls
  295  cd Projects
  296  ls
  297  cd 2025
  298  ls
  299  cursor agilerl-integration
  300  ls
  301  ls -a
  302  uv venv
  303  source .venv/bin/activate
  304  ls | grep requirements.txt
  305  uv add -r requirements.txt
  306  uv pip install -r requirements.txt
  307  brew install swig
  308  uv pip install -r requirements.txt
  309  git fetch
  310  git status
  311  git pull
  312  git statu
  313  git status
  314  git restore .
  315  git pull
  316  k9s
  317  bash IBM/ibm_train.sh
  318  ls
  319  git branch
  320  bash IBM/ibm_train.sh
  321  ls
  322  git status
  323  git stash
  324  git pull
  325  git stash pop
  326  bash IBM/ibm_train.sh
  327  ls
  328  bash IBM/ibm_train.sh
  329  git status
  330  git add -u
  331  git commit -m "Made a start debugging the LLMAgent workflow"
  332  git config --global user.name "Michael Pratt"
  333  git config --global user.email mike@agilerl.com
  334  git commit -m "Made a start debugging the LLMAgent workflow"
  335  pre-commit install
  336  pre-commit run
  337  git status
  338  git push
  339  ls
  340  git status
  341  cd ..
  342  ls
  343  cd AgileRL
  344  source .venv/bin/activate
  345  ls
  346  git status
  347  git fetch
  348  git switch grpo_save_load
  349  git pull
  350  ruff check .
  351  git status
  352  git add -u
  353  git commit -m "Fix ruff errors"
  354  pre-commit install
  355  pre-commit run --all-files
  356  git status
  357  git push
  358  cd Projects
  359  ls
  360  cd 2025
  361  ls
  362  nvim agilerl-integration
  363  ls
  364  cd agilerl-integration
  365  ls
  366  cd IBM
  367  ls
  368  bash ibm_train.sh
  369  cd ..
  370  ls -a
  371  source .venv/bin/activate
  372  cd IBM
  373  bash ibm_train.sh
  374  cd ..
  375  bash IBM/ibm_train.sh
  376  git pull
  377  git status
  378  git add -u
  379  git commit -m "Adjust assertion in grpo save load checkpoint test"
  380  git push
  381  bash IBM/ibm_train.sh
  382  ls
  383  cd Projects/2025
  384  ls
  385  cursor agilerl-integration
  386  cd agilerl
  387  cd ../..
  388  cd agilerl-integration
  389  source .venv/bin/activate
  390  ls
  391  bash IBM/ibm_train.sh
  392  ls
  393  bash IBM/ibm_train.sh
  394  source /Users/michaelpratt/Projects/2025/agilerl-integration/.venv/bin/activate
  395  python3
  396  bash IBM/ibm_train.sh
  397  python3 ray_jobs/kill_ray_job.py
  398  bash IBM/ibm_train.sh
  399  python3 ray_jobs/kill_ray_job.py
  400  bash IBM/ibm_train.sh
  401  python3 ray_jobs/kill_ray_job.py
  402  bash IBM/ibm_train.sh
  403  python3 ray_jobs/kill_ray_job.py
  404  bash IBM/ibm_train.sh
  405  python3 ray_jobs/kill_ray_job.py
  406  bash IBM/ibm_train.sh
  407  k9s
  408  gcloud auth login
  409  k9s
  410  bash IBM/ibm_train.sh
  411  k9s
  412  python3 ray_jobs/kill_ray_job.py
  413  bash IBM/ibm_train.sh
  414  python3 ray_jobs/kill_ray_job.py
  415  bash IBM/ibm_train.sh
  416  bash IBM/ibm_train.sh 69
  417  bash IBM/ibm_train.sh llm 69
  418  python3 ray_jobs/kill_ray_job.py
  419  bash IBM/ibm_train.sh llm 
  420  python3 ray_jobs/kill_ray_job.py
  421  bash IBM/ibm_train.sh llm 2
  422  python3 ray_jobs/kill_ray_job.py
  423  bash IBM/ibm_train.sh llm 2
  424  python3 ray_jobs/kill_ray_job.py
  425  bash IBM/ibm_train.sh llm 2
  426  python3 ray_jobs/kill_ray_job.py
  427  source /Users/michaelpratt/Projects/2025/agilerl-integration/.venv/bin/activate
  428  ls
  429  bash IBM/ibm_train.sh
  430  python3 ray_jobs/kill_ray_job.py
  431  bash IBM/ibm_train.sh
  432  source /Users/michaelpratt/Projects/2025/agilerl-integration/.venv/bin/activate
  433  ls
  434  bash IBM/ibm_train.py
  435  ls
  436  bash IBM/ibm_train.sh
  437  bash IBM/ibm_train.sh 1
  438  k9s
  439  gcloud auth login
  440  k9s
  441  bash IBM/ibm_train.sh llm
  442  k9s
  443  nslookup ray-dev-llm.gke.agilerl.rlops.ai\n
  444  bash IBM/ibm_train.sh llm
  445  source .venv/bin/activate
  446  bash IBM/ibm_train.sh llm
  447  python3 ray_jobs/kill_ray_job.py
  448  k9s
  449  python3 ray_jobs/kill_ray_job.py
  450  cd IBM
  451  ls
  452  bash IBM/ibm_train.sh
  453  cd ..
  454  bash IBM/ibm_train.sh
  455  python3 ray_jobs/kill_ray_job.py
  456  bash IBM/ibm_train.sh
  457  python3 ray_jobs/kill_ray_job.py
  458  bash IBM/ibm_train.sh
  459  python3 ray_jobs/kill_ray_job.py
  460  bash IBM/ibm_train.sh
  461  python3 ray_jobs/kill_ray_job.py
  462  bash IBM/ibm_train.sh
  463  ls
  464  python3 ray_jobs/kill_ray_job.py
  465  git diff HEAD~1 agilerl_ray/utils/ray_utils.py
  466  git diff HEAD~2 agilerl_ray/utils/ray_utils.py
  467  python3 ray_jobs/kill_ray_job.py
  468  bash IBM/ibm_train.sh
  469  python3 ray_jobs/kill_ray_job.py
  470  bash IBM/ibm_train.sh
  471  python3 ray_jobs/kill_ray_job.py
  472  bash IBM/ibm_train.sh
  473  python3 ray_jobs/kill_ray_job.py
  474  bash IBM/ibm_train.sh
  475  python3 ray_jobs/kill_ray_job.py
  476  bash IBM/ibm_train.sh
  477  k9s
  478  source /Users/michaelpratt/Projects/2025/agilerl-integration/.venv/bin/activate
  479  ls
  480  bash IBM/ibm_train.sh
  481  python3 ray_jobs/kill_ray_job.py
  482  bash IBM/ibm_train.sh
  483  ls
  484  nvim AgileRL
  485  bash IBM/ibm_train.sh
  486  python3 ray_jobs/kill_ray_job.py
  487  bash IBM/ibm_train.sh
  488  python3 ray_jobs/kill_ray_job.py
  489  bash IBM/ibm_train.sh
  490  python3 ray_jobs/kill_ray_job.py
  491  bash IBM/ibm_train.sh
  492  python3 ray_jobs/kill_ray_job.py
  493  bash IBM/ibm_train.sh
  494  python3 ray_jobs/kill_ray_job.py
  495  bash IBM/ibm_train.sh
  496  python3 ray_jobs/kill_ray_job.py
  497  bash IBM/ibm_train.sh
  498  python3 ray_jobs/kill_ray_job.py
  499  bash IBM/ibm_train.sh
  500  source /Users/michaelpratt/Projects/2025/agilerl-integration/.venv/bin/activate
  501  python3 ray_jobs/kill_ray_job.py
  502  bash IBM/ibm_train.sh
  503  python3 ray_jobs/kill_ray_job.py
  504  bash IBM/ibm_train.sh
  505  python3 ray_jobs/kill_ray_job.py
  506  bash IBM/ibm_train.sh
  507  python3 ray_jobs/kill_ray_job.py
  508  bash IBM/ibm_train.sh
  509  python3 ray_jobs/kill_ray_job.py
  510  bash IBM/ibm_train.sh
  511  python3 ray_jobs/kill_ray_job.py
  512  bash IBM/ibm_train.sh
  513  /.,
  514  bash IBM/ibm_train.sh
  515  git status
  516  git diff
  517  git pull --rebase
  518  git diff
  519  git add
  520  git add .
  521  git status
  522  git commit -m "Changes made for LLM workflow to run"
  523  git add .
  524  git commit -m "Changes made for LLM workflow to run"
  525  git pull --rebase
  526  git status
  527  git add .
  528  git commit -m "Resolve conflicts on rebase"
  529  git add .
  530  git commit -m "Resolve conflicts on rebase"
  531  git push
  532  git branch
  533  git log
  534  git reset HEAD~1\n
  535  git status
  536  git add .
  537  git rebase --continue
  538  git branch
  539  git push
  540  pytest -k test_init_llm_agent
  541  uv
  542  uv pip list | grep agilerl_ray
  543  pip list | grep agilerl_ray
  544  uv pip install -e .
  545  pytest -k test_init_llm_agent
  546  pytest --ignore=tests_old --ignore=IBM
  547  pytest --ignore=tests_old --ignore=IBM -k test_init_llm_agent         
  548  ls
  549  nvim AgileRL
  550  pytest --ignore=tests_old --ignore=IBM -k test_init_llm_agent         
  551  git status
  552  git add .
  553  git switch -c llm-unit-tests
  554  git status
  555  git commit -m "Start implementing unit tests for LLM agents"
  556  git add .
  557  git commit -m "Start implementing unit tests for LLM agents"
  558  git add .
  559  git commit --no-verify -m "Start implementing unit tests for LLM agents"
  560  ssh --help
  561  ssh -i ~/.config/gcp mike@34.147.19.116
  562  ssh -i ~/.config/gcp.pub mike@34.147.19.116
  563  cd ~/.config/gcp.pub
  564  git push
  565  git push --set-upstream origin llm-unit-tests
  566  wg show\n
  567  ssh -T git@gitlab.agilerl.rlops.ai\n
  568  ssh-keygen -t ed25519 -C "mike@agilerl.com"
  569  cd ~
  570  ls
  571  cd .ssh
  572  ls
  573  nvim config
  574  ls
  575  cat config
  576  cat id_ed25519.pub
  577  ssh -T git@gitlab.agilerl.rlops.ai
  578  ssh -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.147.19.116\n
  579  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.147.19.116\n
  580  ssh-add -l
  581  ssh-add id_ed25519\n
  582  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.147.19.116
  583  cd ..
  584  ls
  585  cd Projects/2025
  586  ls
  587  mkdir rle_coding_interview
  588  cd rle_coding_interview
  589  mkdir ppo_advantage attention
  590  ls
  591  cd ppo_advantage
  592  touch ppo.py train.py 
  593  cd ..
  594  touch attention.py
  595  ls
  596  mv attention.py attention/attention.py
  597  ls
  598  cd attention
  599  ls
  600  cd ..
  601  ls
  602  cd attention
  603  touch solution.py
  604  ls
  605  cd ..
  606  ls
  607  cd ppo_advantage
  608  ls
  609  touch solution.py
  610  cd..
  611  cd ..
  612  ls
  613  cd ..
  614  ls
  615  nvim rle_coding_interview
  616  cursor rle_coding_interview
  617  uv venv
  618  source .venv/bin/activate
  619  ls
  620  cursor rle_coding_interview
  621  source .venv/bin/activate
  622  uv pip install torch
  623  ls
  624  cd attention
  625  ls
  626  python3 attention.py
  627  python3 solution.py
  628  uv pip install numpy
  629  python3 solution.py
  630  cd ..
  631  git init
  632  git add .
  633  git commit -m "Attention head implemented"
  634  git remote add origin git@gitlab.agilerl.rlops.ai/coding-challenges/rle_coding_interview
  635  git status
  636  git push
  637  git push --set-upstream origin main
  638  git remote add origin git@gitlab.agilerl.rlops.ai:coding-challenges/rle_coding_interview
  639  git remote set-url origin git@gitlab.agilerl.rlops.ai:coding-challenges/rle_coding_interview.git\n
  640  git status
  641  git push -uf origin main\n
  642  git switch -c dev
  643  git add .
  644  git commit -m "Commiting dev branch"
  645  git push -uf origin dev\n
  646  git add .
  647  git 
  648  mkdir reinforce
  649  cd reinforce
  650  touch reinforce.py solution.py
  651  uv pip install "gymnasium[all]"
  652  python3 train.py
  653  LS
  654  cd ..
  655  ls
  656  cd ..
  657  l
  658  ls
  659  ls Downloads
  660  python3 train.py
  661  cd ../attention
  662  python3 solution.py
  663  uv pip freeze > requirements.txt
  664  cd ..
  665  uv pip freeze > requirements.txt
  666  git status
  667  git add .
  668  git commit -m "Complete implementations for REINFORCE and attention, as well as follow-up questions"
  669  git push
  670  git add .
  671  git commit -m "Remove PPO folders"
  672  git push
  673  git add .
  674  git commit -m "Add template for attention"
  675  git push
  676  git add .
  677  git commit -m "Add type hints for attention heads"
  678  git push
  679  git add .
  680  git commit -m "Adjust entropy comment"
  681  git push
  682  ls
  683  ssh -A -L 8080:gitlab.agilerl.rlops.ai:80 mike@34.141.221.8\n
  684  ssh -A -L 2222:gitlab.agilerl.rlops.ai:22 mike@34.141.221.8\n
  685  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.141.221.8\n
  686  ls
  687  cursor AgileRL
  688  git branch
  689  git fetch
  690  git switch feature/zero-3-implementation
  691  gcloud auth login
  692  k9s
  693  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.141.221.8\n
  694  ls
  695  cd Projects/2025
  696  ls
  697  cursor agilerl-integration
  698  source .venv/bin/activate
  699  git status
  700  git fetch
  701  git status
  702  git pull
  703  bash IBM/ibm_train.sh
  704  git status
  705  bash IBM/ibm_train.sh
  706  python3 ray_jobs/kill_ray_job.py
  707  bash IBM/ibm_train.sh
  708  python3 ray_jobs/kill_ray_job.py
  709  bash IBM/ibm_train.sh
  710  cursor AgileRL
  711  bash IBM/ibm_train.sh
  712  k9s
  713  python3 ray_jobs/kill_ray_job.py
  714  bash IBM/ibm_train.sh
  715  git status
  716  git add 
  717  git status
  718  git add .
  719  git commit -m "Add logging for zero3 gather"
  720  git add .
  721  git commit -m "Add logging for zero3 gather"
  722  git add .
  723  git commit -m "Add logging for zero3 gather"
  724  git push
  725  bash IBM/ibm_train.sh
  726  python3 ray_jobs/kill_ray_job.py
  727  bash IBM/ibm_train.sh
  728  python3 ray_jobs/kill_ray_job.py
  729  bash IBM/ibm_train.sh
  730  python3 ray_jobs/kill_ray_job.py
  731  bash IBM/ibm_train.sh
  732  python3 ray_jobs/kill_ray_job.py
  733  git add .
  734  git commit -m "More logging for zero3 debugging"
  735  git push
  736  bash IBM/ibm_train.sh
  737  git status
  738  bash IBM/ibm_train.sh
  739  python3 ray_jobs/kill_ray_job.py
  740  bash IBM/ibm_train.sh
  741  source /Users/michaelpratt/Projects/2025/agilerl-integration/.venv/bin/activate
  742  git status
  743  git add .
  744  git commit -m "Debugging zero3 issues"
  745  git add .
  746  git commit -m "Debugging zero3 issues"
  747  git push
  748  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.141.221.8\n
  749  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@35.204.168.199\n
  750  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.90.253.96\n
  751  python3 build-and-upload-package.sh
  752  python3 ray_jobs/kill_ray_job.py
  753  bash IBM/ibm_train.sh
  754  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.90.253.96\n
  755  git status
  756  git add .
  757  git commit -m "Remove dtype from gathered parameters"
  758  git add .
  759  git commit -m "Remove dtype from gathered parameters"
  760  git push
  761  ssh -A -L 8080:gitlab.agilerl.rlops.ai:80 \\n       -L 8265:ray-dev-llm.gke.agilerl.rlops.ai:443 \\n       -R 2222:gitlab.agilerl.rlops.ai:22 \\n       mike@34.141.221.8
  762  clear
  763  ssh -A -L 8080:gitlab.agilerl.rlops.ai:80 \\n       -L 8265:ray-dev-llm.gke.agilerl.rlops.ai:443 \\n       -R 2222:gitlab.agilerl.rlops.ai:22 \\n       mike@34.141.221.8
  764  ssh -A -L 8080:gitlab.agilerl.rlops.ai:80 \\n       -L 8265:ray-dev-llm.gke.agilerl.rlops.ai:443 \\n       -R 2222:gitlab.agilerl.rlops.ai:22 \\n       mike@34.90.253.96
  765  ssh -A -L 8080:gitlab.agilerl.rlops.ai:80 \\n       -R 8265:ray-dev-llm.gke.agilerl.rlops.ai:443 \\n       -R 2222:gitlab.agilerl.rlops.ai:22 \\n       mike@34.90.253.96
  766  bash IBM/ibm_train.sh
  767  python3 build-and-upload-package.sh
  768  python3 ray_jobs/kill_ray_job.py
  769  bash IBM/ibm_train.sh
  770  python3 ray_jobs/kill_ray_job.py
  771  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
  772  ls
  773  git status
  774  git add .
  775  git commit -m "Add gather if zero3 context manager"
  776  git add .
  777  git commit -m "Add gather if zero3 context manager"
  778  git add .
  779  git commit -m "Remove print statements"
  780  git push
  781  git status
  782  git diff
  783  git add .
  784  git commit -m "Add cleaner context manager"
  785  git add .
  786  git commit -m "Add cleaner context manager"
  787  git push
  788  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.6.185.129\n
  789  git status
  790  ls
  791  cursor rle_coding_interview
  792  git fetch
  793  git pull
  794  git add .
  795  git commit -m "Tweak RL-LLM questions"
  796  git push
  797  git status
  798  git switch nightly
  799  git fetch
  800  git pull
  801  uv pip install sphinx-autobuild\n
  802  sphinx-build -b html docs docs/build/html
  803  sphinx-build -M html docs
  804  sphinx-build -M html
  805  sphinx-autobuild docs
  806  sphinx-autobuild docs docs
  807  sphinx-autobuild . docs
  808  sphinx-autobuild . _build/html\n
  809  sphinx-autobuild docs docs/_build/html\n
  810  uv pip install furo
  811  sphinx-autobuild docs docs/_build/html\n
  812  git status
  813  git add docs/tutorials/llm_finetuning/grpo_hpo.rst
  814  git commit -m "Add small note to evo HPO finetuning docs"
  815  git add docs/tutorials/llm_finetuning/grpo_hpo.rst
  816  git commit -m "Add small note to evo HPO finetuning docs"
  817  git status
  818  git push
  819  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.6.185.129\n
  820  gloud auth login
  821  gcloud auth login
  822  cursor agilerl-integration
  823  git fetch
  824  git pull
  825  python3 ray_jobs/kill_ray_job.py
  826  source .venv/bin/activate
  827  python3 ray_jobs/kill_ray_job.py
  828  k9s
  829  bash IBM/ibm_train.sh
  830  git status
  831  git diff
  832  ls
  833  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.12.147.186\n
  834  ls
  835  git clone git@gitlab.agilerl.rlops.ai:containers/agilerl-platform.git
  836  cursor agilerl-platform
  837  aws ecr get-login-password --region us-east-1 | docker login --username AWS --password-stdin 761296822462.dkr.ecr.us-east-1.amazonaws.com
  838  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.12.147.186\n
  839  ls
  840  cd rle_coding_interview
  841  git fetch
  842  git pull
  843  git switch main
  844  git pull
  845  git branch --set-upstream-to=origin/main main
  846  git pull
  847  ls
  848  cursor .
  849  git switch -c task-briefs
  850  ls 
  851  touch attention/instructions.md reinforce/instructions.md
  852  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.12.147.186\n
  853  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.147.67.202\n
  854  ls
  855  cursor AgileRL
  856  git switch feature/zero-3-implementation
  857  git status
  858  git diff
  859  git status
  860  cd agileRL
  861  cd ..
  862  cd agilerl-
  863  cd agilerl-integration
  864  git status
  865  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.12.147.186\n
  866  clear
  867  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.12.147.186\n
  868  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.147.67.202\n
  869  ls
  870  gcloud auth login
  871  k9s
  872  cd ..
  873  ls
  874  cursor agilerl-platform
  875  cd agileRL
  876  cd -
  877  cd agilerl-platform
  878  ls
  879  docker compose -f .devcontainer/docker-compose.yml --profile '*' config
  880  ls -a
  881  cd .devcontainer
  882  ls
  883  cd ..
  884  cursor .
  885  cd .devcontainer
  886  touch .env.vault
  887  touch .env.stripe
  888  nvim docker-compose.yml
  889  cat docker-compose.yml
  890  ls
  891  cd ..
  892  cursor .
  893  docker compose -f .devcontainer/docker-compose.yml --profile '*' config
  894  ls
  895  aws ecr get-login-password --region us-east-1 | docker login --username AWS --password-stdin 761296822462.dkr.ecr.us-east-1.amazonaws.com\n\n\n\n\n\n
  896  cd ..
  897  aws ecr get-login-password --region us-east-1 | docker login --username AWS --password-stdin 761296822462.dkr.ecr.us-east-1.amazonaws.com\n\n\n\n\n\n
  898  cd 
  899  ccd -
  900  ls
  901  cd -
  902  ls
  903  cd agilerl-platform
  904  cursor .
  905  aws ecr get-login-password --region us-east-1 | docker login --username AWS --password-stdin 761296822462.dkr.ecr.us-east-1.amazonaws.com\n\n\n\n\n\n
  906  cd ..
  907  curl "https://s3.amazonaws.com/aws-cli/awscli-bundle.zip" -o "awscli-bundle.zip"\nunzip awscli-bundle.zip\nsudo ./awscli-bundle/install -i /usr/local/aws -b /usr/local/bin/aws
  908  whereis python
  909  which python
  910  cd ..
  911  ls -a
  912  cat .zshrc
  913  cat .zshrc.backup
  914  cat .zshrc.pre-oh-my-zsh
  915  cd Projects
  916  cd 2025
  917  ls
  918  cursor agilerl-integration
  919  git pull
  920  git diff dev agilerl_ray/utils/ray_utils.py
  921  git diff grpo agilerl_ray/utils/ray_utils.py
  922  cursor AgileRL
  923  git status
  924  git diff
  925  git restore .
  926  git pull --rebase
  927  git status
  928  gcloud auth login
  929  k9s
  930  ls
  931  gcloud auth login
  932  k9s
  933  cd Projects
  934  ls
  935  cd 2025
  936  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.91.60.183\n
  937  gcloud auth login
  938  k9s
  939  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.91.60.183\n
  940  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.34.22.141\n
  941  ssh -A \\n  -R 2222:gitlab.agilerl.rlops.ai:22 \\n  -L 8265:localhost:8265 \\n  mike@34.34.22.141
  942  ssh -A \\n  -R 2222:gitlab.agilerl.rlops.ai:22 \\n  -L 8265:https://ray-dev-llm.gke.agilerl.rlops.ai :8265 \\n  mike@34.34.22.141
  943  ssh -A \\n  -R 2222:gitlab.agilerl.rlops.ai:22 \\n  -L 8265:https://ray-dev-llm.gke.agilerl.rlops.ai:8265 \\n  mike@34.34.22.141
  944  ssh -A \\n  -R 2222:gitlab.agilerl.rlops.ai:22 \\n  -R 8265:localhost:8265 \\n  mike@34.34.22.141
  945  npm install -g @anthropic-ai/claude-code
  946  # Download and install nvm:\ncurl -o- https://raw.githubusercontent.com/nvm-sh/nvm/v0.40.3/install.sh | bash\n\n# in lieu of restarting the shell\n\. "$HOME/.nvm/nvm.sh"\n\n# Download and install Node.js:\nnvm install 24\n\n# Verify the Node.js version:\nnode -v # Should print "v24.11.0".\n\n# Verify npm version:\nnpm -v # Should print "11.6.1".\n
  947  npm install -g @anthropic-ai/claude-code
  948  claude
  949  source .venv/bin/activate
  950  git fetch
  951  git switch dpo
  952  git pull
  953  git status
  954  git diff
  955  git stash
  956  git switch dpo
  957  git pull
  958  cd ray_jobs
  959  bash submit-llm-job.sh
  960  cd ..
  961  bash ray_jobs/submit-llm-job.sh
  962  gcloud auth login
  963  bash ray_jobs/submit-llm-job.sh
  964  k9s
  965  claude
  966  bash ray_jobs/submit-llm-job.sh
  967  bash ray_jobs/submit-llm-job.sh
  968  python3 ray_jobs/kill_ray_job.py
  969  bash ray_jobs/submit-llm-job.sh
  970  python3 ray_jobs/kill_ray_job.py
  971  bash ray_jobs/submit-llm-job.sh
  972  python3 benchmarking
  973  python3 ray_jobs/kill_ray_job.py
  974  bash ray_jobs/submit-llm-job.sh
  975  python3 ray_jobs/kill_ray_job.py
  976  bash ray_jobs/submit-llm-job.sh
  977  python3 ray_jobs/kill_ray_job.py
  978  bash ray_jobs/submit-llm-job.sh
  979  source /Users/michaelpratt/Projects/2025/agilerl-integration/.venv/bin/activate
  980  python3 ray_jobs/kill_ray_job.py
  981  bash ray_jobs/submit-llm-job.sh
  982  python3 ray_jobs/kill_ray_job.py
  983  bash ray_jobs/submit-llm-job.sh
  984  cd A
  985  cd AgileRL
  986  ls
  987  git fetch
  988  git switch dpo
  989  ls
  990  nvim .
  991  git pull
  992  nvim .
  993  bash ray_jobs/submit-llm-job.sh
  994  python3 ray_jobs/kill_ray_job.py
  995  bash ray_jobs/submit-llm-job.sh
  996  git diff main agilerl_ray/agents/llm_agent.py
  997  git diff agilerl_ray/agents/llm_agent.py dev
  998  git diff  dev
  999  git diff dev agilerl_ray/agents/llm_agent.py
 1000  git diff grpo agilerl_ray/agents/llm_agent.py
 1001  git diff grpo agilerl_ray/training/train_llm.py
 1002  bash ray_jobs/submit-llm-job.sh
 1003  python3 ray_jobs/kill_ray_job.py
 1004  bash ray_jobs/submit-llm-job.sh
 1005  python3 ray_jobs/kill_ray_job.py
 1006  bash ray_jobs/submit-llm-job.sh
 1007  python3 ray_jobs/kill_ray_job.py
 1008  bash ray_jobs/submit-llm-job.sh
 1009  gcloud auth login
 1010  k9s
 1011  bash ray_jobs/submit-llm-job.sh
 1012  python3 ray_jobs/kill_ray_job.py
 1013  git status
 1014  git diff
 1015  git add -u
 1016  git commit -m "Added DPO to agilerl_ray"
 1017  git add -u
 1018  git status
 1019  git commit --no-verify -m "Added DPO to agilerl_ray"
 1020  git push
 1021  ssh -A \\n  -R 2222:gitlab.agilerl.rlops.ai:22 \\n  -R 8265:localhost:8265 \\n  mike@34.34.22.141
 1022  ssh -A \\n  -R 2222:gitlab.agilerl.rlops.ai:22 \\n  -R 8265:localhost:8265 \\n  mike@35.204.84.179
 1023  k9s
 1024  ls
 1025  cd rle_coding_interview
 1026  git status
 1027  git restore .
 1028  git switch main
 1029  git pull
 1030  git fetch
 1031  git switch -c engineering-focussed-2
 1032  cursor .
 1033  git switch main
 1034  git branch -d engineering-focussed-2
 1035  git switch engineering-focused
 1036  git switch -c engineering-focussed-2
 1037  git switch main
 1038  git switch -c separate-solutions
 1039  ls
 1040  mkdir solutions
 1041  cd solutions
 1042  mkdir reinforce attention
 1043  cd ..
 1044  mv attention/solution.py solutions/attention/solution.py
 1045  mv reinforce/solution.py solutions/reinforce/solution.py
 1046  git switch engineering-focus
 1047  git branch
 1048  git switch engineering-focussed
 1049  git branch
 1050  git switch engineering-focused
 1051  git pull
 1052  git switch separate-solutions
 1053  git status
 1054  git add .
 1055  git commit -m "Move solutions into separate folder"
 1056  git push
 1057  git push --set-upstream origin separate-solutions
 1058  git add .
 1059  git commit -m "remove empty instructions.md"
 1060  git push
 1061  git add .
 1062  git commit -m "REmove solutoins from original folders"
 1063  git push
 1064  source .venv/bin/activate
 1065  python3 reinforce/train.py
 1066  ssh -A \\n  -R 2222:gitlab.agilerl.rlops.ai:22 \\n  -R 8265:localhost:8265 \\n  mike@35.204.84.179
 1067  cd agilerl-integration
 1068  ls
 1069  git fetch
 1070  git status
 1071  git diff
 1072  git stash
 1073  git pull
 1074  git stash pop
 1075  git diff
 1076  git add .
 1077  git commit -m "Add doc strings to preference trainer"
 1078  git add .
 1079  git commit -m "Add doc strings to preference trainer"
 1080  git push
 1081  claude
 1082  cd ..
 1083  ls
 1084  agilerl-integration
 1085  pwd
 1086  k9s
 1087  cursor AgileRL
 1088  git fetch
 1089  git branch
 1090  ssh -A \\n  -R 2222:gitlab.agilerl.rlops.ai:22 \\n  -R 8265:localhost:8265 \\n  mike@35.204.84.179
 1091  git status
 1092  git switch base-refactor
 1093  git pull
 1094  bash build-and-upload-package.sh
 1095  source .venv/bin/activate
 1096  bash build-and-upload-package.sh
 1097  uv pip install poetry
 1098  bash build-and-upload-package.sh
 1099  brew install awscli
 1100  bash build-and-upload-package.sh
 1101  aws configure
 1102  cd ../..
 1103  cd ..
 1104  ls
 1105  ls -a
 1106  cd .config
 1107  ls
 1108  cd ..
 1109  la
 1110  ls -l
 1111  echo $PATH
 1112  la -a
 1113  la -l
 1114  ls -a
 1115  echo $PATH
 1116  sudo -i 
 1117  ecr-login
 1118  ecr-login.sh
 1119  mkdir .aws
 1120  pwd
 1121  cd .aws
 1122  touch config credentials
 1123  ls
 1124  nvim config
 1125  cat config
 1126  nvim credentials
 1127  cat credentials
 1128  cd ..
 1129  aws configure
 1130  cd Projects
 1131  ls
 1132  cd 2025
 1133  ls
 1134  cd agilerl-integration
 1135  ls
 1136  bash build-and-upload-package.sh
 1137  cd ~
 1138  ecr-login.sh
 1139  bash -x /usr/local/bin/ecr-login.sh
 1140  sudo -i
 1141  ecr-login.sh
 1142  ls
 1143  cd Projects
 1144  ls
 1145  cd 2025
 1146  ls
 1147  cd agileRL
 1148  cd ..
 1149  cd agilerl-integration
 1150  ls
 1151  bash build-and-upload-package.sh
 1152  cd ../..
 1153  cd ~
 1154  cd .aws
 1155  cat config
 1156  nvim config
 1157  cd -
 1158  cd Projects/2025/agilerl-integration
 1159  bash build-and-upload-package.sh
 1160  ssh -A \\n  -R 2222:gitlab.agilerl.rlops.ai:22 \\n  -R 8265:localhost:8265 \\n  mike@35.204.84.179
 1161  gcloud auth login
 1162  k9s
 1163  ssh -A \\n  -R 2222:gitlab.agilerl.rlops.ai:22 \\n  -R 8265:localhost:8265 \\n  mike@35.204.84.179
 1164  ssh -A \\n  -R 2222:gitlab.agilerl.rlops.ai:22 \\n  -R 8265:localhost:8265 \\n  mike@34.6.117.59
 1165  git pull
 1166  git diff HEAD~1
 1167  cd configs/training
 1168  touch dpo.yaml
 1169  git status
 1170  cd -
 1171  git status
 1172  ls
 1173  git add .
 1174  ls | grep "memory"
 1175  ls | grep memory
 1176  git status
 1177  git add .
 1178  git commit -m "Add dpo yaml back"
 1179  git reset --soft HEAD~1
 1180  git status
 1181  git stash
 1182  git switch dpo
 1183  git pull
 1184  rm memory.txt
 1185  ls
 1186  bash ray_jobs/submit-llm-job.sh
 1187  cd ../AgileRL
 1188  git status
 1189  cursor .
 1190  git status
 1191  git stash
 1192  git pull
 1193  git switch nightly
 1194  git fetch
 1195  git pull
 1196  git status
 1197  git fetch origin
 1198  git reset --hard origin/nightly
 1199  git switch -c reasoning-gym-improvements
 1200  python3 ray_jobs/kill_ray_job.py
 1201  bash ray_jobs/submit-llm-job.sh
 1202  git stash pop
 1203  python3 ray_jobs/kill_ray_job.py
 1204  bash ray_jobs/submit-llm-job.sh
 1205  python3 ray_jobs/kill_ray_job.py
 1206  bash ray_jobs/submit-llm-job.sh
 1207  python3 ray_jobs/kill_ray_job.py
 1208  bash ray_jobs/submit-llm-job.sh
 1209  git status
 1210  git diff
 1211  git add .
 1212  git commit -m "Minor modifications to fix reasoning training runs"
 1213  git add .
 1214  git commit -m "Minor modifications to fix reasoning training runs"
 1215  chmod +x ray_jobs/submit-llm-job.sh
 1216  git add .
 1217  chmod +x ray_jobs/submit-llm-job.sh
 1218  git commit -m "Minor modifications to fix reasoning training runs"
 1219  git fetch
 1220  git push
 1221  ssh -A \\n  -R 2222:gitlab.agilerl.rlops.ai:22 \\n  -R 8265:localhost:8265 \\n  mike@34.6.117.59
 1222  git diff agilerl/utils/llm_utils.py
 1223  git diff agilerl/algorithms/core/base.py
 1224  accelerate launch benchmarking/benchmarking_dpo.py
 1225  source .venv/bin/activate
 1226  accelerate launch benchmarking/benchmarking_dpo.py
 1227  git status
 1228  git add .
 1229  git commit --no-verify -m "Adjust LLM API to make it more friendly"
 1230  git push
 1231  git push --set-upstream origin reasoning-gym-improvements
 1232  k9s
 1233  git status
 1234  python3 ray_jobs/kill_ray_job.py
 1235  git pull
 1236  git status
 1237  git stash
 1238  git pull
 1239  bash ray_jobs/submit-llm-job.sh
 1240  python3 ray_jobs/kill_ray_job.py
 1241  bash ray_jobs/submit-llm-job.sh
 1242  python3 ray_jobs/kill_ray_job.py
 1243  git status
 1244  git diff
 1245  git add .
 1246  git commit -m "Fixed prompt formatting"
 1247  git add .
 1248  git commit -m "Fixed prompt formatting"
 1249  git push
 1250  git status
 1251  git pull
 1252  git switch base-refactor
 1253  git fetch
 1254  git pull
 1255  git fetch origin
 1256  git merge dpo
 1257  git status
 1258  git add -u
 1259  git commit -m "Merge DPO into base-refactor"
 1260  git add -u
 1261  git commit -m "Merge DPO into base-refactor"
 1262  git add -u
 1263  git commit -m "Merge DPO into base-refactor"
 1264  git add -u
 1265  git commit -m "Merge DPO into base-refactor"
 1266  pytest --ignore IBM tests --cov agilerl_ray --cov-report term-missing
 1267  git status
 1268  git push
 1269  git switch -c base-refactor-with-ibm
 1270  git push
 1271  git push --set-upstream origin base-refactor-with-ibm
 1272  git switch base-refactor
 1273  rm -rf IBM
 1274  git status
 1275  git add -u
 1276  git commit -m "Move IBM scripts to the branch 'base-refactor-with-ibm'"
 1277  git push
 1278  bash ray_jobs/submit-llm-job.sh
 1279  git status
 1280  git add -u
 1281  git commit -m "Remove manifest from download_files_from_s3 function"
 1282  git add -u
 1283  git commit -m "Remove manifest from download_files_from_s3 function"
 1284  git push
 1285  bash ray_jobs/submit-llm-job.sh
 1286  git status
 1287  git add .
 1288  git commit -m "Final changes for trainer to work with custom reward s3"
 1289  git push
 1290  pytest -k test_mutation_applies_rl_hp_mutation_llm_algorithm
 1291  k9s
 1292  gcloud auth login
 1293  k9s
 1294  git pull
 1295  source .venv/bin/activate
 1296  uvx ty
 1297  uvx ty check agilerl_ray
 1298  git pull
 1299  git status
 1300  git diff
 1301  git stash
 1302  git pull
 1303  git diff HEAD~1
 1304  pytest tests/test_train/test_train_llm.py
 1305  cd ..
 1306  git statu
 1307  git status
 1308  gcloud auth login
 1309  k9s
 1310  pytest -k test_finetune_llm_reasoning_with_wandb_and_checkpoints
 1311  pytest tests/test_train/test_train_llm.py
 1312  git add -u
 1313  git commit -m "Add batch size calculation to LLMAlgorithm"
 1314  git add -u
 1315  git commit -m "Add batch size calculation to LLMAlgorithm"
 1316  git push
 1317  exit
 1318  gcloud auth login
 1319  k9s
 1320  git status
 1321  git fetch origin
 1322  git pull
 1323  gcloud auth login
 1324  k9s
 1325  claude
 1326  cd Projects
 1327  uv sync --help
 1328  git status
 1329  git add .
 1330  git commit -m "Fix uv command in ci"
 1331  uvx migrate-to-uv\n
 1332  rm uv.lock
 1333  uvx migrate-to-uv\n
 1334  git status
 1335  git diff
 1336  git status
 1337  git diff
 1338  git add .
 1339  git commit -m "Full migration of CI from poetry to uv"
 1340  git push
 1341  git status
 1342  git diff
 1343  git add .
 1344  git commit -m "Full migration of CI from poetry to uv"
 1345  git push
 1346  git switch dev
 1347  cd ray_jobs
 1348  touch test-runtime-env.yaml
 1349  touch any_logic_submit_job.sh
 1350  bash any_logic_submit_job.sh
 1351  git switch base-refactor
 1352  git switch dev
 1353  git switch base-refactor
 1354  git status
 1355  cd ..
 1356  git add .
 1357  git status
 1358  git restore ray_jobs**
 1359  git status
 1360  git restore --staged ray_jobs**
 1361  git status
 1362  git commit -m "Remove docs requirements and add them to the pyproject.toml"
 1363  git status
 1364  git add -u
 1365  git commit -m "Delete requirements.txt from docs directory"
 1366  git status
 1367  git push
 1368  git add -u
 1369  git commit -m "More CI tweaks"
 1370  uv lock
 1371  git status
 1372  git add -u
 1373  git commit -m "Update uv lock file"
 1374  git status
 1375  git commit --no-verify -m "Update uv lock file"
 1376  git push
 1377  git switch dev
 1378  bash ray_jobs/any_logic_submit_job.sh
 1379  cd ray_jobs
 1380  bash ray_jobs/any_logic_submit_job.sh
 1381  bash any_logic_submit_job.sh
 1382  git switch base-refactor
 1383  git add -u
 1384  git commit -m "Install torch before other dependencies to ensure deepspeed download"
 1385  git staus
 1386  git status
 1387  git push
 1388  git add -u
 1389  git commit -m "Make uv venv before installing torch"
 1390  git push
 1391  git status
 1392  git add -u
 1393  git status
 1394  git commit -m "Use CPU adam for pipeline env"
 1395  git push
 1396  git status
 1397  git add -u
 1398  git commit -m "Set DS_BUILD_OPS to zero"
 1399  git push
 1400  git status
 1401  cd ..
 1402  git status
 1403  git add -u
 1404  git commit -m "Disable all deepspeed ops in ci"
 1405  git push
 1406  git status
 1407  git add -u
 1408  git commit -m "Disable all deepspeed ops in ci"
 1409  git push
 1410  git status
 1411  git add -u
 1412  git commit -m "Update build script to use uv"
 1413  git add -u
 1414  git status
 1415  git commit -m "Add torch to deepspeed dependency in pyproject.toml"
 1416  git add -u
 1417  git commit -m "Add torch to deepspeed dependency in pyproject.toml"
 1418  git push
 1419  brew install gitlab-ci-local\n
 1420  gitlab-ci-local\n
 1421  aws ecr get-login-password --region us-east-1 | docker login --username AWS --password-stdin <aws_account_id>.dkr.ecr.us-east-1.amazonaws.com\n
 1422  aws ecr get-login-password --region us-east-1 | docker login --username AWS --password-stdin 761296822462.dkr.ecr.us-east-1.amazonaws.com
 1423  gitlab-ci-local\n
 1424  source /Users/michaelpratt/Projects/2025/agilerl-integration/.venv/bin/activate
 1425  aws ecr get-login-password --region us-east-1 | docker login --username AWS --password-stdin 761296822462.dkr.ecr.us-east-1.amazonaws.com
 1426  gitlab-ci-local\n
 1427  docker pull --platform=linux/amd64 761296822462.dkr.ecr.us-east-1.amazonaws.com/containers/ray/ray-worker:2.47.1-py311-cu121-b11\n
 1428  gitlab-ci-local test --platform linux/amd64\n
 1429  gitlab-ci-local\n
 1430  gitlab-ci-local test --env DOCKER_DEFAULT_PLATFORM=linux/amd64\n
 1431  DOCKER_DEFAULT_PLATFORM=linux/amd64 gitlab-ci-local
 1432  export DOCKER_DEFAULT_PLATFORM=linux/amd64\ngitlab-ci-local test\n
 1433  git status
 1434  git add -u
 1435  git commit -m "Add swig to before script so box-2d can be installed"
 1436  git push
 1437  DOCKER_DEFAULT_PLATFORM=linux/amd64 gitlab-ci-local
 1438  export DOCKER_DEFAULT_PLATFORM=linux/amd64\ngitlab-ci-local test\n
 1439  cd ~
 1440  ls -a
 1441  cd .aws
 1442  ls
 1443  cat config
 1444  cat credentials
 1445  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.6.163.131\n
 1446  source /Users/michaelpratt/Projects/2025/agilerl-integration/.venv/bin/activate
 1447  git status\n
 1448  git add -u
 1449  git commit -m "Add uv venv to before script in the gitlab ci yaml"
 1450  git add -u
 1451  git commit -m "Add uv venv to before script in the gitlab ci yaml"
 1452  git push
 1453  git switch -c "uv-migration"
 1454  git switch base-refactor
 1455  git log --oneline
 1456  git switch uv-migration
 1457  git push
 1458  git push --set-upstream origin uv-migration
 1459  git switch base-refactor
 1460  git log --oneline
 1461  git reset --help
 1462  git reset --hard cc8a0e2 
 1463  git status
 1464  git log --oneline
 1465  git reset --hard 510926a
 1466  git log --oneline
 1467  git status
 1468  git push --force-with-lease 
 1469  git fetch origin\n
 1470  git reset --hard origin/base-refactor
 1471  git log --oneline
 1472  git revert 510926a
 1473  git status
 1474  git reset --hard origin/base-refactor
 1475  git status
 1476  git log --oneline
 1477  git revert 510926a
 1478  git status
 1479  git reset --hard origin/base-refactor
 1480  git reset --hard 510926a
 1481  git reset --hard origin/base-refactor
 1482  git checkout git checkout <desired-commit-hash> -- .(agilerl-integration) ➜  agilerl-integration git:(base-refactor) ✗ git reset --hard origin/base-refactor -- .
 1483  git status
 1484  git reset --hard origin/base-refactor
 1485  git log --oneline
 1486  git checkout 510926a -- .
 1487  git status
 1488  git diff
 1489  git commit -m "Revert the uv migration changes"
 1490  git push
 1491  git switch uv-migration
 1492  docker images
 1493  git switch base-refactor
 1494  git switch uv-migration
 1495  deactivate
 1496  uv venv test_env
 1497  source test_env/bin/activate
 1498  uv sync
 1499  docker run --rm -it \\n  -v $(pwd):/workspace \\n  -w /workspace \\n  761296822462.dkr.ecr.us-east-1.amazonaws.com/containers/ray/ray-worker:2.47.1-py311-cu121-b11 \\n  /bin/bash\n
 1500  docker run --rm -it \\n  --platform linux/amd64 \\n  -v $(pwd):/workspace \\n  -w /workspace \\n  761296822462.dkr.ecr.us-east-1.amazonaws.com/containers/ray/ray-worker:2.47.1-py311-cu121-b11 \\n  /bin/bash
 1501  docker run --rm -it \\n  --platform linux/amd64 \\n  -v $(pwd):/workspace \\n  -w /workspace --gpu \\n  761296822462.dkr.ecr.us-east-1.amazonaws.com/containers/ray/ray-worker:2.47.1-py311-cu121-b11 \\n  /bin/bash
 1502  docker run --rm -it \\n  --platform linux/amd64 \\n  -v $(pwd):/workspace \\n  -w /workspace --gpua \\n  761296822462.dkr.ecr.us-east-1.amazonaws.com/containers/ray/ray-worker:2.47.1-py311-cu121-b11 \\n  /bin/bash
 1503  docker run --rm -it \\n  --platform linux/amd64 \\n  -v $(pwd):/workspace \\n  -w /workspace --gpus \\n  761296822462.dkr.ecr.us-east-1.amazonaws.com/containers/ray/ray-worker:2.47.1-py311-cu121-b11 \\n  /bin/bash
 1504  docker run --rm -it \\n  --platform linux/amd64 --gpus all \\n  -v $(pwd):/workspace \\n  -w /workspace \\n  761296822462.dkr.ecr.us-east-1.amazonaws.com/containers/ray/ray-worker:2.47.1-py311-cu121-b11 \\n  /bin/bash
 1505  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.12.31.170\n
 1506  k9s
 1507  cd 2025
 1508  ls
 1509  cursor agileRL
 1510  cursor agilerl-integration
 1511  git status
 1512  git diff
 1513  git restore .
 1514  git status
 1515  git diff .gitlab-ci-local/
 1516  git status
 1517  git add .gitlab-ci.yml
 1518  git status
 1519  git commit -m "Pre-install swig before uv sync"
 1520  deactivate
 1521  source .venv/bin/activate
 1522  git commit -m "Pre-install swig before uv sync"
 1523  git status
 1524  git commit -m "Pre-install swig before uv sync"
 1525  pre-commit install
 1526  deactivate
 1527  ls
 1528  source .venv/bin/activate
 1529  deactivate
 1530  cd ..
 1531  cd agilerl-integration
 1532  source .venv/bin/activate
 1533  git commit -m "Pre-install swig before uv sync"
 1534  uv pip install pre-commit
 1535  git commit -m "Pre-install swig before uv sync"
 1536  rm memory_profiling.txt
 1537  git status
 1538  git add memory_profiling.txt
 1539  git status
 1540  git commit -m "Pre-install swig before uv sync"
 1541  git commit --no-verify -m "Pre-install swig before uv sync"
 1542  git push
 1543  cd agileRL
 1544  cd ..
 1545  cd agilerl-integration
 1546  ls
 1547  git status
 1548  claude
 1549  git fetch
 1550  git switch ci/update-ci
 1551  cd 2025
 1552  cd agilerl-integration
 1553  ls
 1554  git switch base-refactor
 1555  claude
 1556  cd 2025/agilerl-integration
 1557  claude
 1558  deactivate
 1559  rm -rf .venv
 1560  uv venv --system-site-packages\n
 1561  uv venv --fake-arg
 1562  git status
 1563  git switch uv-migration
 1564  git status
 1565  git add -u
 1566  git commit -m "Use system site packages in the uv venv"
 1567  git commit --no-verify -m "Use system site packages in the uv venv"
 1568  git push
 1569  git add -u
 1570  git commit --no-verify -m "Add system binaries to path"
 1571  git push
 1572  uv venv --system-site-packages --help
 1573  git status
 1574  docker images
 1575  git status
 1576  git add -u
 1577  git commit --no-verify -m "Print g++ version in before script"
 1578  git push
 1579  git add -u
 1580  git commit --no-verify -m "Try fixing gymnasium version"
 1581  git push
 1582  git add -u
 1583  git commit --no-verify -m "Fix gymnasium version"
 1584  git push
 1585  git switch base-refactor-with-ibm
 1586  git switch grpo
 1587  cd ../..
 1588  cd ..
 1589  ls
 1590  cd Downloads
 1591  ls
 1592  mv downloaded_ibm ../Projects/2025/agilerl-integration
 1593  cd downloaded_ibm
 1594  cd data_visualization
 1595  python3 plot_benchmark_bar_charts.py
 1596  cd ../..
 1597  source .venv/bin/activate
 1598  cd -
 1599  python3 plot_benchmark_bar_charts.py
 1600  uv pip install pandas
 1601  python3 plot_benchmark_bar_charts.py
 1602  uv pip install matplotlib
 1603  python3 plot_benchmark_bar_charts.py
 1604  uv pip install seaborn
 1605  python3 plot_benchmark_bar_charts.py
 1606  python3 agg_best_score.py
 1607  uv pip install wandb
 1608  python3 agg_best_score.py
 1609  python3 plot_benchmark_bar_charts.py
 1610  python3 agg_best_score.py
 1611  git status
 1612  cd ..
 1613  git switch uv-migration
 1614  git status
 1615  cd ..
 1616  ls
 1617  cd -
 1618  git status
 1619  uv sync --lock\n
 1620  uv run
 1621  gcloud auth login
 1622  k9s
 1623  docker pull 761296822462.dkr.ecr.us-east-1.amazonaws.com/containers/ray/ray-worker:2.47.1-py311-cu121-b11
 1624  cd ~
 1625  ls
 1626  ls -a
 1627  cd .aws
 1628  ls
 1629  cat config
 1630  cat credentials
 1631  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.7.34.249\n
 1632  cd -
 1633  cd Projects/2025
 1634  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.7.34.249\n
 1635  ls
 1636  cd AgileRL
 1637  git switch main
 1638  git pull
 1639  cat pyproject.toml
 1640  poetry build
 1641  pip install poetry
 1642  source .venv/bin/activate
 1643  poetry build
 1644  pip install poetry
 1645  uv pip install poetry
 1646  poetry build
 1647  poetry publish
 1648  poetry config pypi-token.pypi pypi-AgEIcHlwaS5vcmcCJGJlZDcyNDRmLTE3NmItNDUxNS1iMmIwLTAzMjhiYTNlZWFmYQACKlszLCJhMWNmNTJkNi1iMThiLTQ5ODQtYTYxNi1jMjI2MWM5Nzk3YjMiXQAABiDcydkpcr-A4cHUSWu5tTYSgwjZfGcrZHsIA3p62O4g1Q\n
 1649  poetry publish
 1650  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.6.92.141\n
 1651  git branch
 1652  git fetch
 1653  git switch optim_llm_tests
 1654  git stash
 1655  git switch optim_llm_tests
 1656  git status
 1657  pydocstyle -v agilerl_ray > docs_linting.txt
 1658  uv pip install pydocstyle
 1659  pydocstyle -v agilerl_ray > docs_linting.txt
 1660  pydocstyle agilerl_ray > docs_linting.txt
 1661  git status
 1662  git diff
 1663  git status
 1664  git diff
 1665  pydocstyle agilerl_ray > docs_linting.txt
 1666  sphinx-build -b html -W docs public
 1667  uv pip install -r docs/requirements.txt
 1668  sphinx-build -b html -W docs public
 1669  uv pip install -e .
 1670  sphinx-build -b html -W docs public
 1671  git diff **env_utils
 1672  git diff **/**/env_utils
 1673  sphinx-build -b html -W docs public
 1674  git status
 1675  git diff
 1676  pydocstyle agilerl_ray > docs_linting.txt
 1677  sphinx-build -b html -W docs public
 1678  git status
 1679  git diff
 1680  git diff tests/unit/agents/test_llm_agent.py
 1681  git diff pyproject.toml
 1682  git add -u
 1683  git status
 1684  git commit -m "Fix docs warnings and errors"
 1685  git add -u
 1686  git commit -m "Fix docs warnings and errors"
 1687  git add -u
 1688  git commit -m "Fix docs warnings and errors"
 1689  git add -u
 1690  git commit -m "Fix docs warnings and errors"
 1691  git add -u
 1692  git commit -m "Fix docs warnings and errors"
 1693  git add -u
 1694  git commit --no-verify -m "Fix docs warnings and errors"
 1695  git push
 1696  pydocstyle agilerl_ray > docs_linting.txt
 1697  git add -u
 1698  git commit -m "More docs fixes"
 1699  pydocstyle agilerl_ray > docs_linting.txt
 1700  git add -u
 1701  git commit --no-verify -m "Fixed doc linting errors"
 1702  git push
 1703  git status
 1704  git add -u
 1705  git commit -m "Implement mock DPO and GRPO classes"
 1706  git add -u
 1707  git commit --no-verify -m "Implement mock DPO and GRPO classes"
 1708  git push
 1709  cd ../AgileRL
 1710  cursor .
 1711  git status
 1712  git fetch
 1713  git pull
 1714  cd ..
 1715  claude
 1716  claude
 1717  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.6.92.141\n
 1718  docker pull 761296822462.dkr.ecr.us-east-1.amazonaws.com/containers/ray/ray-worker:2.47.1-py311-cu121-b11\n
 1719  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.6.92.141\n
 1720  cd ..
 1721  cd .aws
 1722  cd ~
 1723  cd .aws
 1724  ls
 1725  cat config
 1726  cat credentials
 1727  cd..
 1728  cd ..
 1729  cd 202
 1730  ls
 1731  cd Projects/2025
 1732  cursor AgileRL
 1733  gcloud auth login
 1734  k9s
 1735  cd AgileRL
 1736  git pull
 1737  git branch
 1738  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.6.92.141\n
 1739  source .venv/bin/activate
 1740  git diff main
 1741  git status
 1742  pytest -k tests/test_algorithms/test_llms/test_dpo_vision.py
 1743  pytest tests/test_algorithms/test_llms/test_dpo_vision.py
 1744  git status
 1745  git diff 
 1746  git diff main --compact-summary
 1747  git diff
 1748  git diff main
 1749  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.6.92.141\n
 1750  git diff --color-words
 1751  git diff --color-words main
 1752  k9s
 1753  gcloud auth login
 1754  k9s
 1755  git switch main
 1756  git switch -c multi-modal-dpo-support
 1757  git status
 1758  git switch vlm
 1759  git status
 1760  git commit -m "Add VLM modifications for DPO"
 1761  git status
 1762  git add -u
 1763  git commit -m "Add VLM modifications for DPO"
 1764  git switch multi-modal-dpo-support
 1765  git add -u
 1766  git commit -m "Add image dataset flag to PreferenceGym"
 1767  git add -u
 1768  git commit -m "Add image dataset flag to PreferenceGym"
 1769  git switch vlm
 1770  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.6.92.141\n
 1771  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.6.92.141\n
 1772  cd ..
 1773  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.6.92.141\n
 1774  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.12.22.45\n
 1775  git pull
 1776  claude
 1777  cd ../agilerl-integration
 1778  cursor .
 1779  source .venv/bin/activate
 1780  git status
 1781  git stash
 1782  git switch -c claude-code
 1783  git stash pop
 1784  git commit -am "Claude code slop"
 1785  git commit --no-verify -am "Claude code slop"
 1786  git switch optim_llm_tests
 1787  git fetch
 1788  git status
 1789  cd..
 1790  cd ..
 1791  ls
 1792  gcloud auth login
 1793  k9s
 1794  gcloud auth login
 1795  k9s
 1796  git stash
 1797  git switch base-refactor
 1798  git switch dev
 1799  git pull dev
 1800  git pull
 1801  git status
 1802  git diff
 1803  git diff --compact-summary
 1804  git restore agilerl_ray**
 1805  git status
 1806  git clean -fd
 1807  ource /Users/michaelpratt/Projects/2025/agilerl-integration/test_env/bin/activate
 1808  source .venv/bin/activate
 1809  uv pip uninstall agilerl
 1810  uv pip install agilerl
 1811  uv pip uninstall agilerl && uv pip install agilerl==2.4.0
 1812  uv pip list | grep transformers
 1813  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.90.75.159\n
 1814  git switch dataset-preprocessing
 1815  git pull
 1816  la
 1817  ls
 1818  cursor agilerl-platform
 1819  docker ps
 1820  docker stop $(docker ps -q --filter "name=agilerl-platform")\n
 1821  cursor agilerl-platform
 1822  git switch dev
 1823  git pull
 1824  git switch -c handle_target_modules
 1825  git status
 1826  git add -u
 1827  git commit -m "Handle no target modules in the manifest"
 1828  git add -u
 1829  git commit -m "Handle no target modules in the manifest"
 1830  git push 
 1831  git push --set-upstream origin handle_target_modules
 1832  ./build-and-upload-package.sh
 1833  mkdir dist
 1834  ./build-and-upload-package.sh
 1835  poetry build
 1836  uv pip install poetry
 1837  poetry build
 1838  ./build-and-upload-package.sh
 1839  ls
 1840  git clone git@gitlab.agilerl.rlops.ai:cloud/agilerl-workloads.git
 1841  cursor .
 1842  cd agilerl-workloads
 1843  git switch workloads
 1844  git pull
 1845  git switch dev
 1846  git switch main
 1847  git pull
 1848  git switch workloads
 1849  git pull
 1850  git switch -c agilerl-ray-2.4.1.dev0
 1851  git add -u
 1852  git commit -m "Bump version of agilerlray to 2.4.1.dev0"
 1853  git push
 1854  git push --set-upstream origin agilerl-ray-2.4.1.dev0
 1855  k9s
 1856  pytest tests/unit/specs/test_algo.py
 1857  uv pip install pytest 
 1858  pytest tests/unit/specs/test_algo.py
 1859  uv pip install agilerl
 1860  uv pip install agilerl==2.4.0
 1861  python3 agilerl_ray/specs/algo.py
 1862  pip uninstall transformers
 1863  pip3 uninstall transformers
 1864  uv pip uninstall transformers
 1865  uv pip install transformers==4.57.1
 1866  python3 agilerl_ray/specs/algo.py
 1867  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@36.32.142.146\n
 1868  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.32.142.146\n
 1869  git add -u
 1870  git commit -m "Add default values for reduce_memory_peak, vllm_config, and calc_position_embeddings"
 1871  git add -u
 1872  git commit -m "Add default values for reduce_memory_peak, vllm_config, and calc_position_embeddings"
 1873  git push
 1874  git pull
 1875  ./build-and-upload-package.sh
 1876  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.32.142.146\n
 1877  k9s
 1878  git pull
 1879  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.32.142.146\n
 1880  ./build-and-upload-package.sh
 1881  git pull
 1882  ./build-and-upload-package.sh
 1883  git pull
 1884  ./build-and-upload-package.sh
 1885  ls
 1886  cursor agilerl-platform
 1887  ./build-and-upload-package.sh
 1888  gcloud auth login
 1889  ./build-and-upload-package.sh
 1890  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.6.195.177\n
 1891  docker compose --project-name agilerl-platform_devcontainer \\n  -f docker-compose.yml up -d
 1892  cd agilerl-platform
 1893  docker compose --project-name agilerl-platform_devcontainer \\n  -f docker-compose.yml up -d
 1894  cd .devcontainer
 1895  docker compose --project-name agilerl-platform_devcontainer \\n  -f docker-compose.yml up -d
 1896  # Authenticate Docker with your ECR registry\naws ecr get-login-password --region us-east-1 | \\n  docker login --username AWS \\n  --password-stdin 761296822462.dkr.ecr.us-east-1.amazonaws.com
 1897  ./build-and-upload-package.sh
 1898  docker compose --project-name agilerl-platform_devcontainer \\n  -f docker-compose.yml up -d
 1899  echo $DOCKER_DEFAULT_PLATFORM
 1900  printenv
 1901  cd ..
 1902  la
 1903  ls -a
 1904  nvim .zshrc
 1905  source .zshrc
 1906  printenv
 1907  reset
 1908  printenv
 1909  printenv | grep docker
 1910  cat .zshrc
 1911  nvim .zshrc
 1912  source .zshrc
 1913  printenv | grep docker
 1914  printenv 
 1915  nvim .zshrc
 1916  ./build-and-upload-package.sh
 1917  uname -m
 1918  docker logs agilerl-platform_devcontainer-app-1 --tail 100\n
 1919  cd Projects/2025
 1920  ls
 1921  cursor agilerl-platform
 1922  ./build-and-upload-package.sh
 1923  cursor agilerl-platform
 1924  cd agilerl-platform
 1925  git pull origin/dev
 1926  git status
 1927  ls
 1928  cd ..
 1929  ls
 1930  cd agilerl-integration
 1931  git pull
 1932  cd ../agilerl-platform
 1933  cat .git/config
 1934  git pull
 1935  git stash 
 1936  git pull
 1937  git restore .
 1938  git pull
 1939  git status
 1940  git restore --hard .
 1941  git reset --hard origin/dev 
 1942  git pull
 1943  cd ..
 1944  k9s
 1945  ./build-and-upload-package.sh
 1946  ls
 1947  git clone git@gitlab.agilerl.rlops.ai:containers/reward-fn-validation.git
 1948  ls
 1949  cd reward-fn-validation
 1950  git switch module_identifier
 1951  docker-compose -f .devcontainer/docker-compose.yml restart reward-fn-validator
 1952  cd ../agilerl-platform
 1953  cd .devcontainer
 1954  docker-compose -f .devcontainer/docker-compose.yml restart reward-fn-validator
 1955  cd ..
 1956  docker-compose -f .devcontainer/docker-compose.yml restart reward-fn-validator
 1957  ls -la /Users/michaelpratt/Projects/2025/agilerl-platform/.devcontainer/reward-fn-val-init.sh\n
 1958  bash ray_jobs/submit-llm-job.sh
 1959  python3 ray_jobs/kill_ray_job.py
 1960  bash ray_jobs/submit-llm-job.sh
 1961  python3 ray_jobs/kill_ray_job.py
 1962  bash ray_jobs/submit-llm-job.sh
 1963  python3 ray_jobs/kill_ray_job.py
 1964  bash ray_jobs/submit-llm-job.sh
 1965  python3 ray_jobs/kill_ray_job.py
 1966  bash ray_jobs/submit-llm-job.sh
 1967  python3 ray_jobs/l
 1968  python3 ray_jobs/kill_ray_job.py
 1969  ./build-and-upload-package.sh
 1970  git status
 1971  git diff
 1972  bash ray_jobs/submit-llm-job.sh
 1973  git status
 1974  git diff
 1975  git add -u
 1976  git commit -m "Change how we copy files to DistributedLLMAgent, logging needs to be removed"
 1977  git add -u
 1978  git commit -m "Change how we copy files to DistributedLLMAgent, logging needs to be removed"
 1979  git push
 1980  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.7.27.87\n
 1981  bash ray_jobs/submit-llm-job.sh
 1982  source /Users/michaelpratt/Projects/2025/agilerl-integration/test_env/bin/activate
 1983  python3 ray_jobs/kill_ray_job.py
 1984  deactivate
 1985  ls
 1986  source .venv/bin/activate
 1987  python3 ray_jobs/kill_ray_job.py
 1988  bash ray_jobs/submit-llm-job.sh
 1989  claude
 1990  cd ..
 1991  cd AgileRL
 1992  git fetch
 1993  git switch grad_norm_bugfix
 1994  git pull
 1995  pre-commit run --all-files
 1996  source .venv/bin/activate
 1997  pre-commit run --all-files
 1998  ruff check .
 1999  uv ruff check --fix
 2000  ruff check --fix
 2001  ruff check .
 2002  pre-commit run --all-files
 2003  git add -u
 2004  git commit -m "Run pre-commit hooks"
 2005  git push
 2006  ninja --version
 2007  git status
 2008  git diff
 2009  gitstatus
 2010  git status
 2011  git diff agilerl_ray/specs/builder.py
 2012  git log --oneline
 2013  git status
 2014  git add -u
 2015  git commit -m "Download dataset directly from the DistributedLLMAgent class"
 2016  git add -u
 2017  git commit -m "Download dataset directly from the DistributedLLMAgent class"
 2018  git add -u
 2019  git commit -m "Download dataset directly from the DistributedLLMAgent class"
 2020  git add -u
 2021  git commit -m "Download dataset directly from the DistributedLLMAgent class"
 2022  git add -u
 2023  git commit -m "Download dataset directly from the DistributedLLMAgent class"
 2024  git push
 2025  bash ray_jobs/submit-llm-job.sh
 2026  python3 ray_jobs/kill_ray_job.py
 2027  bash ray_jobs/submit-llm-job.sh
 2028  python3 ray_jobs/kill_ray_job.py
 2029  bash ray_jobs/submit-llm-job.sh
 2030  python3 ray_jobs/kill_ray_job.py
 2031  bash ray_jobs/submit-llm-job.sh
 2032  python3 ray_jobs/kill_ray_job.py
 2033  bash ray_jobs/submit-llm-job.sh
 2034  python3 ray_jobs/kill_ray_job.py
 2035  bash ray_jobs/submit-llm-job.sh
 2036  \tpython3 ray_jobs/kill_ray_job.py
 2037  gcloud auth login
 2038  k9s
 2039  bash ray_jobs/submit-llm-job.sh
 2040  k9s
 2041  \tpython3 ray_jobs/kill_ray_job.py
 2042  bash ray_jobs/submit-llm-job.sh
 2043  python3 ray_jobs/kill_ray_job.py
 2044  bash ray_jobs/submit-llm-job.sh
 2045  python3 ray_jobs/kill_ray_job.py
 2046  bash ray_jobs/submit-llm-job.sh
 2047  python3 ray_jobs/kill_ray_job.py
 2048  bash ray_jobs/submit-llm-job.sh
 2049  python3 ray_jobs/kill_ray_job.py
 2050  bash ray_jobs/submit-llm-job.sh
 2051  git status
 2052  git diff
 2053  git status
 2054  git add -u
 2055  git commit -m "Added much better error handling to prevent hanging when error with DistirbutedLLMAgent in LLMAgentManager setup"
 2056  git add -u
 2057  git commit -m "Added much better error handling to prevent hanging when error with DistirbutedLLMAgent in LLMAgentManager setup"
 2058  git push
 2059  git log --oneline
 2060  cursor agilerl-platform
 2061  claude
 2062  cursor .
 2063  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.7.139.132\n
 2064  brew install --cask dbeaver-community
 2065  brew uninstall --cask dbeaver-community\n
 2066  brew install --cask dbeaver-community
 2067  cd ..
 2068  ls
 2069  cd Library
 2070  ls
 2071  ls | grep dbeaver
 2072  ls grep | beaver
 2073  ls | grep beaver
 2074  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.147.83.153\n
 2075  cd ..
 2076  ls
 2077  cd Projects
 2078  ls
 2079  cd 2025
 2080  ls
 2081  cd AgileRL
 2082  git switch nightly
 2083  git pull
 2084  cat pyproject.toml
 2085  poetry build
 2086  source .venv/bin/activate
 2087  poetry build
 2088  poetry publish
 2089  cd ..
 2090  ls
 2091  cd agilerl-workloads
 2092  git branch
 2093  git switch workloads
 2094  cursor .
 2095  git pull
 2096  git status
 2097  git branch
 2098  git switch -c agilerl-2.4.1.dev1
 2099  git starus
 2100  git status
 2101  git add -u
 2102  git commit -m "Bump dev agilerl version to 2.4.1.dev1"
 2103  git push
 2104  git push --set-upstream origin agilerl-2.4.1.dev1
 2105  cd ..
 2106  cd agilerl-integration
 2107  git pull
 2108  cat pyproject.toml
 2109  ./build-and-upload-package.sh
 2110  cd ..
 2111  ls
 2112  cursor reward-fn-validation
 2113  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 2114  bash scripts/start-container.sh
 2115  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 2116  python3 test_api.py
 2117  cursor agilerl-workloads
 2118  bash scripts/docker-build.sh b2
 2119  gcloud auth login
 2120  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.147.83.153\n
 2121  bash scripts/docker-publish.sh b2
 2122  claude
 2123  cd ..
 2124  cd Projects
 2125  cd 2025
 2126  cd agilerl-platform
 2127  claude
 2128  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.13.248.242\n
 2129  gcloud auth login
 2130  k9s
 2131  cursor agilerl-
 2132  cursor agilerl-integration
 2133  source .venv/bin/activate
 2134  bash ray_jobs/submit-llm-job.sh
 2135  python3 ray_jobs/kill_ray_job.py
 2136  bash ray_jobs/submit-llm-job.sh
 2137  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 2138  python3 ray_jobs/kill_ray_job.py
 2139  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 2140  bash ray_jobs/submit-llm-job.sh
 2141  python3 ray_jobs/kill_ray_job.py
 2142  bash ray_jobs/submit-llm-job.sh
 2143  python3 ray_jobs/kill_ray_job.py
 2144  bash ray_jobs/submit-llm-job.sh
 2145  python3 ray_jobs/kill_ray_job.py
 2146  bash ray_jobs/submit-llm-job.sh
 2147  python3 ray_jobs/kill_ray_job.py
 2148  bash ray_jobs/submit-llm-job.sh
 2149  git diff dev agilerl_ray/agents/llm_agent.py
 2150  python3 ray_jobs/kill_ray_job.py
 2151  git diff dev agilerl_ray/agents/llm_agent.py
 2152  bash ray_jobs/submit-llm-job.sh
 2153  python3 ray_jobs/kill_ray_job.py
 2154  bash ray_jobs/submit-llm-job.sh
 2155  python3 ray_jobs/kill_ray_job.py
 2156  bash ray_jobs/submit-llm-job.sh
 2157  python3 ray_jobs/kill_ray_job.py
 2158  bash ray_jobs/submit-llm-job.sh
 2159  k9s
 2160  bash ray_jobs/submit-llm-job.sh
 2161  python3 ray_jobs/kill_ray_job.py
 2162  bash ray_jobs/submit-llm-job.sh
 2163  python3 ray_jobs/kill_ray_job.py
 2164  bash ray_jobs/submit-llm-job.sh
 2165  python3 ray_jobs/kill_ray_job.py
 2166  bash ray_jobs/submit-llm-job.sh
 2167  python3 ray_jobs/kill_ray_job.py
 2168  bash ray_jobs/submit-llm-job.sh
 2169  python3 ray_jobs/kill_ray_job.py
 2170  bash ray_jobs/submit-llm-job.sh
 2171  python3 ray_jobs/kill_ray_job.py
 2172  bash ray_jobs/submit-llm-job.sh
 2173  python3 ray_jobs/kill_ray_job.py
 2174  bash ray_jobs/submit-llm-job.sh
 2175  python3 ray_jobs/kill_ray_job.py
 2176  bash ray_jobs/submit-llm-job.sh
 2177  python3 ray_jobs/kill_ray_job.py
 2178  bash ray_jobs/submit-llm-job.sh
 2179  python3 ray_jobs/kill_ray_job.py
 2180  bash ray_jobs/submit-llm-job.sh
 2181  python3 ray_jobs/kill_ray_job.py
 2182  bash ray_jobs/submit-llm-job.sh
 2183  python3 ray_jobs/kill_ray_job.py
 2184  bash ray_jobs/submit-llm-job.sh
 2185  python3 ray_jobs/kill_ray_job.py
 2186  bash ray_jobs/submit-llm-job.sh
 2187  python3 ray_jobs/kill_ray_job.py
 2188  bash ray_jobs/submit-llm-job.sh
 2189  python3 ray_jobs/kill_ray_job.py
 2190  bash ray_jobs/submit-llm-job.sh
 2191  git status
 2192  git diff
 2193  git stash
 2194  python3 ray_jobs/kill_ray_job.py
 2195  bash ray_jobs/submit-llm-job.sh
 2196  python3 ray_jobs/kill_ray_job.py
 2197  bash ray_jobs/submit-llm-job.sh
 2198  gcloud auth login
 2199  ls
 2200  cursor agilerl-platform
 2201  git status
 2202  cursor reward-fn-validation
 2203  cd reward_fn_validation_package
 2204  git switch dev
 2205  git pull
 2206  git switch -c rename-endpoint
 2207  pytest tests
 2208  uv venv
 2209  source .venv/bin/activate
 2210  uv pip install -r requirements.txt
 2211  cd ..
 2212  uv pip install -r requirements.txt
 2213  python3 test_api.py
 2214  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 2215  uvicorn reward_fn_validation.app:app --host 0.0.0.0 --port 8089
 2216  cd reward_fn_validation_package
 2217  uvicorn reward_fn_validation.app:app --host 0.0.0.0 --port 8089
 2218  python3 test_api.py
 2219  pytest tests
 2220  cd reward_fn_validation_package
 2221  pytest tests
 2222  l
 2223  ls
 2224  cd tests
 2225  pytest .
 2226  uv pip list
 2227  uv pip list | grep reward
 2228  uv pip list 
 2229  cd ..
 2230  uv pip install -e
 2231  uv pip install -e .
 2232  pytest tests
 2233  \tls
 2234  cd ..
 2235  ls
 2236  cd -
 2237  cd tests
 2238  pytest .
 2239  git add -u
 2240  git commit -m "Rename lora detection endpoint to be more verbose"
 2241  git push
 2242  git push --set-upstream origin rename-endpoint
 2243  cd ..
 2244  ls
 2245  cd ..
 2246  cd scripts
 2247  bash docker-build.sh b2
 2248  cd ..
 2249  bash scripts/docker-build.sh b2
 2250  k9a
 2251  k9s
 2252  bash scripts/docker-build.sh b2
 2253  bash scripts/docker-publish.sh b2
 2254  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.12.137.48\n
 2255  ls
 2256  cd agilerl-integration
 2257  cursor .
 2258  git branch
 2259  git fethc
 2260  git fetch
 2261  git switch m
 2262  git switch multi-modal-preprocessing
 2263  git status
 2264  git stash
 2265  git switch multi-modal-preprocessing
 2266  ./ray_jobs/submit-preprocessing-job.sh "/home/mike/agilerl-integration/configs/preprocessing/multi-modal.yaml" "" "/home/mike/agilerl-integration/configs/preprocessing/multi-modal.yaml"
 2267  ls
 2268  ./ray_jobs/submit-preprocessing-job.sh "configs/preprocessing/multi-modal.yaml" "" "configs/preprocessing/multi-modal.yaml"
 2269  k9s
 2270  gcloud auth login
 2271  k9s
 2272  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.13.248.242\n
 2273  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.12.137.48\n
 2274  git pull
 2275  ./ray_jobs/submit-preprocessing-job.sh "configs/preprocessing/multi-modal.yaml" "" "configs/preprocessing/multi-modal.yaml"
 2276  git pull
 2277  ./ray_jobs/submit-preprocessing-job.sh "configs/preprocessing/multi-modal.yaml" "" "configs/preprocessing/multi-modal.yaml"
 2278  touch debugging.py
 2279  python3 debugging.py
 2280  ./ray_jobs/submit-preprocessing-job.sh "configs/preprocessing/multi-modal.yaml" "" "configs/preprocessing/multi-modal.yaml"
 2281  \tls
 2282  ./ray_jobs/submit-preprocessing-job.sh "configs/preprocessing/multi-modal.yaml" "" "configs/preprocessing/multi-modal.yaml"
 2283  ./ray_jobs/submit-preprocessing-job.sh "configs/preprocessing/multi-modal.yaml" "" "examples/custom_encoder.py"
 2284  ./ray_jobs/submit-preprocessing-job.sh "configs/preprocessing/multi-modal.yaml" "" "configs/preprocessing/multi-modal.yaml"
 2285  ./ray_jobs/submit-preprocessing-job.sh "examples.custom_encoder" "" "configs/preprocessing/multi-modal.yaml"
 2286  ./ray_jobs/submit-preprocessing-job.sh "configs/preprocessing/multi-modal.yaml" "" "examples.custom_encoder"
 2287  ls
 2288  ls -a examples
 2289  ls -a examples/example_mm_dataset
 2290  la -la examples/example_mm_dataset
 2291  la -la examples/example_mm_dataset/DEM
 2292  sudo la -la examples/example_mm_dataset/DEM
 2293  sudo ls -la examples/example_mm_dataset/DEM
 2294  sudo ls -la examples/example_mm_dataset/
 2295  find -name **DS_store**
 2296  find -name **DEM*
 2297  find -name **.tiff
 2298  find -r -name **.tiff
 2299  find --help
 2300  find -H
 2301  ./ray_jobs/submit-preprocessing-job.sh "configs/preprocessing/multi-modal.yaml" "" "examples.custom_encoder"
 2302  python3 test_api.py
 2303  ./ray_jobs/submit-preprocessing-job.sh "configs/preprocessing/multi-modal.yaml" "" "examples.custom_encoder"
 2304  python3 agilerl_ray/preprocessing/handlers.py
 2305  uv pip list | grep transformers
 2306  uv pip uninstall transformers && uv pip install transformers==4.55.0
 2307  python3 agilerl_ray/preprocessing/handlers.py
 2308  deactivate
 2309  rm -rf .venv
 2310  uv venv
 2311  source .venv/bin/activate
 2312  uv pip install -r requirements.txt
 2313  python3 agilerl_ray/preprocessing/handlers.py
 2314  deactivate
 2315  rm -rf .ven
 2316  rm -rf .venv
 2317  uv venv
 2318  source .venv/bin/activate
 2319  uv pip install -e .
 2320  python3 agilerl_ray/preprocessing/handlers.py
 2321  python3 debugging.py
 2322  ./ray_jobs/submit-preprocessing-job.sh "configs/preprocessing/multi-modal.yaml" "" "examples.custom_encoder"
 2323  python3 ray_jobs/kill_ray_job.py
 2324  cd ..
 2325  ls
 2326  cursor agilerl
 2327  cursor agilerl-platform
 2328  git status
 2329  ./ray_jobs/submit-preprocessing-job.sh "configs/preprocessing/multi-modal.yaml" "" "examples.custom_encoder"
 2330  pytest tests/unit/preprocessing/test_config.py
 2331  ./ray_jobs/submit-preprocessing-job.sh "configs/preprocessing/multi-modal.yaml" "" "examples.custom_encoder"
 2332  uv pip list | grep terramind
 2333  uv pip list | grep terratorch
 2334  uv pip install diffusers
 2335  ./ray_jobs/submit-preprocessing-job.sh "configs/preprocessing/multi-modal.yaml" "" "examples.custom_encoder"
 2336  python3 agilerl_ray/preprocessing/pipeline.py --manifest "configs/preprocessing/multi-modal.yaml" --encoder-module-path "examples.custom_encoder"
 2337  deactivate
 2338  source .venv/bin/activate
 2339  python3 agilerl_ray/preprocessing/pipeline.py --manifest "configs/preprocessing/multi-modal.yaml" --encoder-module-path "examples.custom_encoder"
 2340  uv pip3 install 'pulsar-client[avro]'
 2341  uv pip install 'pulsar-client[avro]'
 2342  python3 agilerl_ray/preprocessing/pipeline.py --manifest "configs/preprocessing/multi-modal.yaml" --encoder-module-path "examples.custom_encoder"
 2343  uv pip uninstall peft && uv pip install peft && uv pip list | grep peft
 2344  python3 agilerl_ray/preprocessing/pipeline.py --manifest "configs/preprocessing/multi-modal.yaml" --encoder-module-path "examples.custom_encoder"
 2345  ./ray_jobs/submit-preprocessing-job.sh "configs/preprocessing/multi-modal.yaml" "" "examples.custom_encoder"
 2346  uv pip uninstall flash-attn && uv pip install flash-attn==2.8.0
 2347  uv pip uninstall flash-attn && uv pip install flash-attn<=2.8.0
 2348  uv pip uninstall flash-attn && uv pip install flash-attn<=2.7.1
 2349  uv pip install flash-attn
 2350  uv pip install torch==2.7.1 && uv pip install flash-attn
 2351  uv pip install torch==2.7.1 && uv pip install flash-attn --no-build-isolation
 2352  python3 agilerl_ray/preprocessing/pipeline.py --manifest "configs/preprocessing/multi-modal.yaml" --encoder-module-path "examples.custom_encoder"
 2353  ./ray_jobs/submit-preprocessing-job.sh "configs/preprocessing/multi-modal.yaml" "" "examples.custom_encoder"
 2354  git status
 2355  git add -u
 2356  git commit -m "Preprocessing working until terramind where there are all sorts of dependency problems with terramind"
 2357  git add -u
 2358  git commit -m "Preprocessing working until terramind where there are all sorts of dependency problems with terramind"
 2359  git add -u
 2360  git commit -m "Preprocessing working until terramind where there are all sorts of dependency problems with terramind"
 2361  pydocstyle --fix
 2362  git add -u
 2363  git commit --no-verify -m "Preprocessing working until terramind where there are all sorts of dependency problems with terramind"
 2364  git push
 2365  ./ray_jobs/submit-preprocessing-job.sh "configs/preprocessing/multi-modal.yaml" "" "examples.custom_encoder"
 2366  git log --oneline
 2367  git push
 2368  ./ray_jobs/submit-preprocessing-job.sh "configs/preprocessing/multi-modal.yaml" "" "examples.custom_encoder"
 2369  python3 agilerl_ray/preprocessing/pipeline.py --manifest "configs/preprocessing/multi-modal.yaml" --encoder-module-path "examples.custom_encoder"
 2370  git diff HEAD^
 2371  python3 agilerl_ray/preprocessing/pipeline.py --manifest "configs/preprocessing/multi-modal.yaml" --encoder-module-path "examples.custom_encoder"
 2372  git status
 2373  git diff
 2374  python3 agilerl_ray/preprocessing/pipeline.py --manifest "configs/preprocessing/multi-modal.yaml" --encoder-module-path "examples.custom_encoder"
 2375  ./ray_jobs/submit-preprocessing-job.sh "configs/preprocessing/multi-modal.yaml" "" "examples.custom_encoder"
 2376  python3 agilerl_ray/preprocessing/pipeline.py --manifest "configs/preprocessing/multi-modal.yaml" --encoder-module-path "examples.custom_encoder"
 2377  cursor agilerl-integration
 2378  python3 agilerl_ray/preprocessing/pipeline.py --manifest "configs/preprocessing/multi-modal.yaml" --encoder-module-path "examples.custom_encoder"
 2379  source .venv/bin/activate
 2380  python3 agilerl_ray/preprocessing/pipeline.py --manifest "configs/preprocessing/multi-modal.yaml" --encoder-module-path "examples.custom_encoder"
 2381  \tls
 2382  python3 agilerl_ray/preprocessing/pipeline.py --manifest "configs/preprocessing/multi-modal.yaml" --encoder-module-path "examples.custom_encoder"
 2383  git status
 2384  python3 agilerl_ray/preprocessing/pipeline.py --manifest "configs/preprocessing/multi-modal.yaml" --encoder-module-path "examples.custom_encoder"
 2385  git status
 2386  python3 agilerl_ray/preprocessing/pipeline.py --manifest "configs/preprocessing/multi-modal.yaml" --encoder-module-path "examples.custom_encoder"
 2387  source .venv/bin/activate
 2388  python3 agilerl_ray/preprocessing/pipeline.py --manifest "configs/preprocessing/multi-modal.yaml" --encoder-module-path "examples.custom_encoder"
 2389  uv pip install 'pulsar[avro]'
 2390  python3 agilerl_ray/preprocessing/pipeline.py --manifest "configs/preprocessing/multi-modal.yaml" --encoder-module-path "examples.custom_encoder"
 2391  uv pip install pulsar
 2392  uv pip uninstall pulsar
 2393  uv pip install pulsar
 2394  python3 agilerl_ray/preprocessing/pipeline.py --manifest "configs/preprocessing/multi-modal.yaml" --encoder-module-path "examples.custom_encoder"
 2395  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 2396  python3 agilerl_ray/preprocessing/pipeline.py --manifest "configs/preprocessing/multi-modal.yaml" --encoder-module-path "examples.custom_encoder"
 2397  deactivate
 2398  source .venv/bin/activate
 2399  python3 agilerl_ray/preprocessing/pipeline.py --manifest "configs/preprocessing/multi-modal.yaml" --encoder-module-path "examples.custom_encoder"
 2400  uv pip list | grep pulsar
 2401  uv pip uninstall pulsar
 2402  python3 agilerl_ray/preprocessing/pipeline.py --manifest "configs/preprocessing/multi-modal.yaml" --encoder-module-path "examples.custom_encoder"
 2403  deactivate
 2404  rm -rf .venv
 2405  uv venv
 2406  source .venv/bin/activate
 2407  uv pip install -e .
 2408  python3 agilerl_ray/preprocessing/pipeline.py --manifest "configs/preprocessing/multi-modal.yaml" --encoder-module-path "examples.custom_encoder"
 2409  uv pip install 'pulsar-client[avro]
 2410  uv pip install 'pulsar-client[avro]'
 2411  python3 agilerl_ray/preprocessing/pipeline.py --manifest "configs/preprocessing/multi-modal.yaml" --encoder-module-path "examples.custom_encoder"
 2412  gcloud auth login
 2413  k9s
 2414  python3 agilerl_ray/preprocessing/pipeline.py --manifest "configs/preprocessing/multi-modal.yaml" --encoder-module-path "examples.custom_encoder"
 2415  uv pip install diffusers && uv pip install torch==2.7.1 && uv pip install flash-attn --no-build-isolation
 2416  python3 agilerl_ray/preprocessing/pipeline.py --manifest "configs/preprocessing/multi-modal.yaml" --encoder-module-path "examples.custom_encoder"
 2417  uv pip uninstall peft && uv pip install peft==0.18.0
 2418  python3 agilerl_ray/preprocessing/pipeline.py --manifest "configs/preprocessing/multi-modal.yaml" --encoder-module-path "examples.custom_encoder"
 2419  clear
 2420  python3 agilerl_ray/preprocessing/pipeline.py --manifest "configs/preprocessing/multi-modal.yaml" --encoder-module-path "examples.custom_encoder"
 2421  git status
 2422  python3 agilerl_ray/preprocessing/pipeline.py --manifest "configs/preprocessing/multi-modal.yaml" --encoder-module-path "examples.custom_encoder"
 2423  rm -rf data && python3 agilerl_ray/preprocessing/pipeline.py --manifest "configs/preprocessing/multi-modal.yaml" --encoder-module-path "examples.custom_encoder"
 2424  rm -rf data && MAX_THREADS=4 python3 agilerl_ray/preprocessing/pipeline.py --manifest "configs/preprocessing/multi-modal.yaml" --encoder-module-path "examples.custom_encoder"
 2425  git add -u
 2426  git commit -m "Full preprocessing pipeline working for multi-modal data"
 2427  git add -u
 2428  git commit -m "Full preprocessing pipeline working for multi-modal data"
 2429  git add -u
 2430  git commit -m "Full preprocessing pipeline working for multi-modal data"
 2431  git add -u
 2432  git commit -m "Full preprocessing pipeline working for multi-modal data"
 2433  git push 
 2434  rm -rf data && MAX_THREADS=16 python3 agilerl_ray/preprocessing/pipeline.py --manifest "configs/preprocessing/multi-modal.yaml" --encoder-module-path "examples.custom_encoder"
 2435  MAX_THREADS=16 python3 agilerl_ray/preprocessing/pipeline.py --manifest "configs/preprocessing/multi-modal.yaml" --encoder-module-path "examples.custom_encoder"
 2436  python3 examples/create_test_parquet.py
 2437  git status
 2438  gcloud auth login
 2439  k9s
 2440  git diff
 2441  git add -u
 2442  git commit -m "Multi-modal preprocessing working with terramind"
 2443  git add -u
 2444  git commit -m "Multi-modal preprocessing working with terramind"
 2445  git push
 2446  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.12.143.10
 2447  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.12.137.48\n
 2448  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.12.143.10\n
 2449  ssj-add -l
 2450  ssh-add -l
 2451  ls -a
 2452  ls ~/
 2453  ls -a ~/
 2454  ls -a ~/.ssh
 2455  ssh-add id_ed25519\n
 2456  ssh-add ~/.ssh/id_ed25519\n
 2457  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.12.143.10\n
 2458  git pull
 2459  ./ray_jobs/submit-preprocessing-job.sh "configs/preprocessing/multi-modal.yaml" "" "examples.custom_encoder"
 2460  htop --version
 2461  brew install htop
 2462  htop
 2463  MAX_THREADS=16 python3 agilerl_ray/preprocessing/pipeline.py --manifest "configs/preprocessing/multi-modal.yaml" --encoder-module-path "examples.custom_encoder"
 2464  python3 ray_jobs/kill_ray_job.py
 2465  MAX_THREADS=16 python3 agilerl_ray/preprocessing/pipeline.py --manifest "configs/preprocessing/multi-modal.yaml" --encoder-module-path "examples.custom_encoder"
 2466  ./ray_jobs/submit-preprocessing-job.sh "configs/preprocessing/multi-modal.yaml" "" "examples.custom_encoder"
 2467  ray status
 2468  ./ray_jobs/submit-preprocessing-job.sh "configs/preprocessing/multi-modal.yaml" "" "examples.custom_encoder"
 2469  cursor .
 2470  ./ray_jobs/submit-preprocessing-job.sh "configs/preprocessing/multi-modal.yaml" "" "examples.custom_encoder"
 2471  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 2472  deactivate
 2473  source .venv/bin/activate
 2474  ray status --address "https://ray-dev-llm.gke.agilerl.rlops.ai"
 2475  ray status
 2476  RAY_ADDRESS="https://ray-dev-llm.gke.agilerl.rlops.ai" ray status
 2477  ray status
 2478  ray status --address 'https://ray-dev-llm.gke.agilerl.rlops.ai/'
 2479  ray status --address 'https://ray-dev-llm.gke.agilerl.rlops.ai'
 2480  ray status --address https://ray-dev-llm.gke.agilerl.rlops.ai
 2481  kubectl exec -it ray-dev-llm-head-s7sm7 -- ray status\n
 2482  ray status --address ray status --address 10.100.18.103:6379\n
 2483  ray status --address 10.100.18.103:6379\n
 2484  ./ray_jobs/submit-preprocessing-job.sh "configs/preprocessing/multi-modal.yaml" "" "examples.custom_encoder"
 2485  ray status --address 10.100.18.103:6379\n
 2486  ray status --address 10.100.18.103:8080\n
 2487  python3 ray_jobs/kill_ray_job.py
 2488  ./ray_jobs/submit-preprocessing-job.sh "configs/preprocessing/multi-modal.yaml" "" "examples.custom_encoder"
 2489  cd AgileRL
 2490  cat requirements.txt
 2491  ./ray_jobs/submit-preprocessing-job.sh "configs/preprocessing/multi-modal.yaml" "" "examples.custom_encoder"
 2492  brew install --cask bitwarden
 2493  bitwarden
 2494  ./ray_jobs/submit-preprocessing-job.sh "configs/preprocessing/multi-modal.yaml" "" "examples.custom_encoder"
 2495  git fetch
 2496  git switch depend
 2497  git switch dependency-updates
 2498  ls -a | grep venv
 2499  rm -rf .venv
 2500  uv venv
 2501  source .venv/bin/activate\
 2502  source .venv/bin/activate
 2503  uv pip install -e .
 2504  deactivate
 2505  source .venv/bin/activate
 2506  deactivate
 2507  rm -rf .venv
 2508  uv venv
 2509  \tsource .venv/bin/activate
 2510  uv pip install git+https://github.com/AgileRL/AgileRL.git@dependency-updatesRetry
 2511  uv pip install git+https://github.com/AgileRL/AgileRL.git@dependency-updates
 2512  cd ..
 2513  ls
 2514  git clone git@gitlab.agilerl.rlops.ai:containers/ray/ray-worker.git
 2515  git switch -c pin-flash-attn
 2516  ls
 2517  cursorr ray-worker
 2518  cursor ray-worker
 2519  uv venv
 2520  source .venv/bin/activate
 2521  pip install https://github.com/Dao-AILab/flash-attention/releases/download/v2.7.3/flash_attn-2.7.3+cu12torch2.6cxx11abiTRUE-cp311-cp311-linux_x86_64.whl\n
 2522  uv pip install https://github.com/Dao-AILab/flash-attention/releases/download/v2.7.3/flash_attn-2.7.3+cu12torch2.6cxx11abiTRUE-cp311-cp311-linux_x86_64.whl\n
 2523  git branch
 2524  git switch -c pin-flash-attn
 2525  aws ecr describe-images \\n  --repository-name containers/ray/ray-worker \\n  --region us-east-1 \\n  --filter "tagStatus=TAGGED" \\n  --query 'sort_by(imageDetails[?contains(imageTags[0], `py311-cu121-base-`)], &imagePushedAt)[-10:].{Tag:imageTags[0], Pushed:imagePushedAt}' \\n  --output table
 2526  bash docker-build b13-flash-attn
 2527  bash docker-build.sh b13-flash-attn
 2528  bash docker-build.sh b13-flash-attn b8
 2529  cat ~/.aws
 2530  cd ~/.aws
 2531  ls
 2532  cat config
 2533  cat credentials
 2534  cd -
 2535  aws ecr get-login-password --region us-east-1 | docker login --username AWS --password-stdin 761296822462.dkr.ecr.us-east-1.amazonaws.com
 2536  bash docker-build.sh b13-flash-attn b8
 2537  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.12.143.10\n
 2538  git status
 2539  git add -u
 2540  git commit -m "Pin flash attn with wheel"
 2541  git push
 2542  cd ~
 2543  cd .aws
 2544  cat credentials
 2545  source .venv/bin/activate
 2546  pytest tests/unit/preprocessing
 2547  uv pip install pytest
 2548  pytest tests/unit/preprocessing
 2549  git pull
 2550  ./ray_jobs/submit-preprocessing-job.sh "configs/preprocessing/multi-modal.yaml" "" "examples.custom_encoder"
 2551  \tgit status
 2552  git diff
 2553  git add -u
 2554  git commit -m "Preprocessing perforemd with s3 data"
 2555  git add -u
 2556  git commit -m "Preprocessing perforemd with s3 data"
 2557  git push
 2558  gcloud auth login
 2559  k9s
 2560  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.12.143.10\n
 2561  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.12.140.50\n
 2562  git pull
 2563  ./ray_jobs/submit-preprocessing-job.sh "configs/preprocessing/multi-modal.yaml" "" "examples.custom_encoder"
 2564  ./ray_jobs/submit-preprocessing-job.sh "configs/preprocessing/test-local.yaml" "" "examples.custom_encoder"
 2565  cd examples
 2566  python3 create_test_parquet.py
 2567  cd ..
 2568  ./ray_jobs/submit-preprocessing-job.sh "configs/preprocessing/test-local.yaml" "" "examples.custom_encoder"
 2569  ls
 2570  cd ..
 2571  cd -
 2572  ./ray_jobs/submit-preprocessing-job.sh "configs/preprocessing/test-local.yaml" "" "examples.custom_encoder"
 2573  cd examples
 2574  python3 create_test_parquet.py
 2575  ./ray_jobs/submit-preprocessing-job.sh "configs/preprocessing/test-local.yaml" "" "examples.custom_encoder"
 2576  cd ..
 2577  ./ray_jobs/submit-preprocessing-job.sh "configs/preprocessing/test-local.yaml" "" "examples.custom_encoder"
 2578  \tgit status
 2579  ./ray_jobs/submit-preprocessing-job.sh "configs/preprocessing/test-local.yaml" "" "examples.custom_encoder"
 2580  git fetch
 2581  git stash
 2582  git switch feat/move-to-uv-worker
 2583  git switch multi-modal-preprocessing
 2584  git stash pop
 2585  k9s
 2586  ./ray_jobs/submit-preprocessing-job.sh "configs/preprocessing/test-local.yaml" "" "examples.custom_encoder"
 2587  touch label_maker.py
 2588  python3 label_maker.py
 2589  ./ray_jobs/submit-preprocessing-job.sh "configs/preprocessing/multi-modal.yaml" "" "examples.custom_encoder"
 2590  \tgit status
 2591  ./ray_jobs/submit-preprocessing-job.sh "configs/preprocessing/multi-modal.yaml" "" "examples.custom_encoder"
 2592  python3 k
 2593  python3 ray_jobs/kill_ray_job.py
 2594  ./ray_jobs/submit-preprocessing-job.sh "configs/preprocessing/multi-modal.yaml" "" "examples.custom_encoder"
 2595  labels_ds = ray.data.read_parquet(self.dataset_path + "labels.parquet").materialize()
 2596  ./ray_jobs/submit-preprocessing-job.sh "configs/preprocessing/multi-modal.yaml" "" "examples.custom_encoder"
 2597  MAX_THREADS=16 python3 agilerl_ray/preprocessing/pipeline.py --manifest "configs/preprocessing/multi-modal.yaml" --encoder-module-path "examples.custom_encoder"
 2598  cd AgileRL
 2599  git pull
 2600  pre-commit run --all-files
 2601  source .venv/bin/activate
 2602  pre-commit run --all-files
 2603  ruff check .
 2604  uv pip install ruff
 2605  ruff check .
 2606  MAX_THREADS=16 python3 agilerl_ray/preprocessing/pipeline.py --manifest "configs/preprocessing/multi-modal.yaml" --encoder-module-path "examples.custom_encoder"
 2607  clear
 2608  MAX_THREADS=16 python3 agilerl_ray/preprocessing/pipeline.py --manifest "configs/preprocessing/multi-modal.yaml" --encoder-module-path "examples.custom_encoder"
 2609  MAX_THREADS=16 python3 agilerl_ray/preprocessing/pipeline.py --manifest "configs/preprocessing/test-local.yaml" --encoder-module-path "examples.custom_encoder"
 2610  git status
 2611  git diff
 2612  git add -u
 2613  git commit -m "Add labels to processed data"
 2614  git add -u
 2615  git commit -m "Add labels to processed data"
 2616  git add -u
 2617  git commit -m "Add labels to processed data"
 2618  git switch dev
 2619  MAX_THREADS=16 python3 agilerl_ray/preprocessing/pipeline.py --manifest "configs/preprocessing/test-local.yaml" --encoder-module-path "examples.custom_encoder"
 2620  git switch multi-modal-preprocessing
 2621  git switch dev
 2622  git add -u
 2623  git stash
 2624  git switch dev
 2625  git switch multi-modal-preprocessing
 2626  clear
 2627  MAX_THREADS=16 python3 agilerl_ray/preprocessing/pipeline.py --manifest "configs/preprocessing/test-local.yaml" --encoder-module-path "examples.custom_encoder"
 2628  np --help
 2629  pytest -k test_handler_factory_returns_correct_handler
 2630  MAX_THREADS=16 python3 agilerl_ray/preprocessing/pipeline.py --manifest "configs/preprocessing/test-local.yaml" --encoder-module-path "examples.custom_encoder"
 2631  ./ray_jobs/submit-preprocessing-job.sh "configs/preprocessing/multi-modal.yaml" "" "examples.custom_encoder"
 2632  MAX_THREADS=16 python3 agilerl_ray/preprocessing/pipeline.py --manifest "configs/preprocessing/test-local.yaml" --encoder-module-path "examples.custom_encoder"
 2633  git add -u
 2634  git commit -m "Original parquet processing now working"
 2635  git add -u
 2636  git commit -m "Original parquet processing now working"
 2637  git add -u
 2638  git commit -m "Original parquet processing now working"
 2639  git add -u
 2640  git commit -m "Original parquet processing now working"
 2641  git push
 2642  pytest -k test_handler_factory_returns_correct_handler
 2643  pytest tests/unit/preprocessing/test_hanlder_factory.py::test_handler_factory_returns_correct_handler[tabular] 
 2644  pytest tests/unit/preprocessing/test_hanlder_factory.py::test_handler_factory_returns_correct_handler[tabular]
 2645  ls tests
 2646  pytest tests/unit/preprocessing/test_hanlder_factory.py::test_handler_factory_returns_correct_handler[tabular]
 2647  pytest tests/unit/preprocessing/test_handler_factory.py::test_handler_factory_returns_correct_handler[tabular]
 2648  pytest -k test_handler_factory_returns_correct_handler
 2649  pytest -k test_handler_factory_returns_correct_handler_non_tabular
 2650  pytest -W -k test_handler_factory_returns_correct_handler_tabular
 2651  pytest -k test_handler_factory_returns_correct_handler_non_tabular
 2652  pytest test_handler_factory_returns_correct_handler_tabular
 2653  pytest -k test_handler_factory_returns_correct_handler_tabular
 2654  pytest -k test_handler_factory_returns_correct_handler_non_tabular
 2655  pytest -k test_handler_factory_register_new_handler
 2656  pytest -k test_handler_factory_register_new_handler_invalid_handler
 2657  pytest -k test_handler_factory_register_new_handler_invalid_parameters
 2658  pytest -k test_handler_factory_register_new_handler_duplicate_handler
 2659  pytest -k test_handler_factory_throws_error_if_handler_not_registered
 2660  pytest tests/unit/preprocessing/test_handler_factory.py
 2661  pytest tests/unit/preprocessing
 2662  pytest tests/unit/preprocessing/test_handlers.py
 2663  pytest tests/unit/preprocessing
 2664  pytest tests/unit/preprocessing/test_config.py
 2665  pytest tests/unit/preprocessing
 2666  git add -u
 2667  git commit -m "Unit tests passing"
 2668  git add -u
 2669  git commit -m "Unit tests passing"
 2670  git push
 2671  git add -u
 2672  git commit -m "Deal with FIXMEs"
 2673  git add -u
 2674  git commit -m "Deal with FIXMEs"
 2675  git push
 2676  ls
 2677  cd ..
 2678  git status
 2679  ls
 2680  cd agilerl-workloads
 2681  ls
 2682  git status
 2683  git branch
 2684  cd ..
 2685  ls
 2686  cd ray-worker
 2687  git branch
 2688  cursor .
 2689  git fetch
 2690  git switch auth-gcp
 2691  git branch
 2692  git merge pin-flash-attn
 2693  git status
 2694  git add -u
 2695  git commit -m "Add pinned flash attention install"
 2696  git status
 2697  git push
 2698  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.12.140.50\n
 2699  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@35.204.212.207\n
 2700  cat credentials
 2701  cat config
 2702  cd ..
 2703  ls
 2704  cd AgileRL
 2705  cursor .
 2706  cd AgileRL
 2707  git fetch
 2708  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.12.140.50\n
 2709  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@35.204.212.207\n
 2710  git add -u
 2711  git commit -m "Increment python version in read the docs yaml"
 2712  git push
 2713  cd ~
 2714  ls 
 2715  cd Projects
 2716  ls
 2717  cd 2025
 2718  ls
 2719  cursor agilerl-integration
 2720  git status
 2721  git add -u
 2722  git commit -m "Update ci image to b15"
 2723  git status
 2724  git push
 2725  l
 2726  ls
 2727  cursor agilerl-platform
 2728  cursor .
 2729  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@35.204.212.207\n
 2730  cd agilerl-integration
 2731  git status
 2732  git switch dev
 2733  git pull
 2734  git switch multi-modal-preprocessing
 2735  git merge dev
 2736  git status
 2737  git add -u
 2738  git commit -m "Merge dev to update CI yaml"
 2739  git add -u
 2740  git commit -m "Merge dev to update CI yaml"
 2741  git push
 2742  git fetch
 2743  git switch feature/sft
 2744  git log --oneline
 2745  git merge feat/improve-runtime-file-handling
 2746  git pull feat/improve-runtime-file-handling 
 2747  git pull origin/feat/improve-runtime-file-handling 
 2748  git branch
 2749  git fetch feat/improve-runtime-file-handling
 2750  git fetch origin feat/improve-runtime-file-handling
 2751  git merge feat/improve-runtime-file-handling
 2752  git branch
 2753  git fetch origin
 2754  git merge feat/improve-runtime-file-handling
 2755  git merge origin/feat/improve-runtime-file-handling
 2756  git log --oneline
 2757  git push
 2758  gcloud auth login 
 2759  k9s
 2760  git switch multi-modal-preprocessing
 2761  git stash
 2762  git switch multi-modal-preprocessing
 2763  git status
 2764  git add -u
 2765  git commit -m "Remove flash-attn uninstall"
 2766  git push
 2767  cd ../AgileRL
 2768  cd ../agilerl-integration
 2769  cursor .
 2770  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@35.204.212.207\n
 2771  git status
 2772  git pull
 2773  git reset --hard origin/multi-modal-preprocessing
 2774  gcloud auth login 
 2775  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@35.204.212.207\n
 2776  ssh-add ~/.ssh/id_ed25519\n
 2777  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@35.204.212.207\n
 2778  git branch
 2779  git switch feature/sft
 2780  git log --oneline
 2781  git branch 
 2782  git switch -c feat/improve-runtime-file-handling
 2783  git push
 2784  git push --set-upstream origin feat/improve-runtime-file-handling
 2785  git push --set-upstream origin merge/sft/improve-runtime-file-handling 
 2786  git branch -m merge/sft/improve-runtime-file-handling
 2787  git push --set-upstream origin merge/sft/improve-runtime-file-handling 
 2788  git switch dev
 2789  git pull
 2790  git branch
 2791  ls
 2792  cd reward-fn-validation
 2793  ls
 2794  cd reward_fn_validation_package
 2795  l
 2796  sls
 2797  ls
 2798  cd reward_fn_validation
 2799  ls
 2800  cd ..
 2801  ls
 2802  cd ..
 2803  ls
 2804  cd reward_fn_validation_package
 2805  ls
 2806  cd ..
 2807  cat Dockerfile
 2808  ls
 2809  cd scripts
 2810  ls
 2811  cat entrypoint.sh
 2812  cd ..
 2813  ls
 2814  cd ..
 2815  ls
 2816  cd reward-fn-validation
 2817  cursor .
 2818  k9s
 2819  aws ecr get-login-password --region us-east-1 | docker login --username AWS --password-stdin 761296822462.dkr.ecr.us-east-1.amazonaws.com
 2820  k9s
 2821  kubeconfig
 2822  cd ~
 2823  la
 2824  ls -a
 2825  cd .kube
 2826  ls
 2827  cat config
 2828  ls
 2829  touch new_config
 2830  nvim new_config
 2831  mv config config_old
 2832  mv new_config config
 2833  ls
 2834  k9s
 2835  nvim config
 2836  kubectl get pods
 2837  aws ecr get-login-password --region us-east-1 | docker login --username AWS --password-stdin 761296822462.dkr.ecr.us-east-1.amazonaws.com
 2838  kubectl get pods
 2839  cat config
 2840  kubectl config current-context\n
 2841  kubectl config view\n\n
 2842  ls -la ~/.kube/config\n\n
 2843  chmod 700 ~/.kube\n
 2844  kubectl get pods
 2845  kubectl config current-context
 2846  aws sts get-caller-identity\n
 2847  cat ~/.kube/config | grep -A5 "user:"\n
 2848  aws eks update-kubeconfig --name eks-arena-us-east-1 --region us-east-1\n
 2849  kubectl get pods\n
 2850  aws sts get-caller-identity\n
 2851  cd ~
 2852  cd Projects
 2853  cd 2025
 2854  ls
 2855  cursor AgileRL
 2856  source .venv/bin/activate
 2857  which python
 2858  python3 --version
 2859  deactivater
 2860  deactivate
 2861  uv venv --python 3.10
 2862  uv venv new_venv --python 3.10
 2863  source new_venv/bin/activate
 2864  git status 
 2865  poetry export -f requirements.txt -o requirements.txt --without-hashes\n
 2866  uv pip install poetry
 2867  poetry export -f requirements.txt -o requirements.txt --without-hashes\n
 2868  poetry export --without-hashes --format=requirements.txt > requirements.txt\n
 2869  uv pip install poetry-plugin-export
 2870  poetry export -f requirements.txt -o requirements.txt --without-hashes\n
 2871  git status
 2872  git diff requirements.txt
 2873  touch script.py
 2874  python3 script.py
 2875  sed -E 's/ ; python_version.*$//' requirements.txt > requirements_clean.txt\n
 2876  git status
 2877  git diff
 2878  git add -u
 2879  git commit --no-verify -m "Add optional dependencies for llms"
 2880  git push
 2881  git status
 2882  git switch multi-modal-preprocessing
 2883  git add tests/**
 2884  git status
 2885  git commit -m "Add preprocessing conftest and handler factory tests"
 2886  git add tests/**
 2887  git commit -m "Add preprocessing conftest and handler factory tests"
 2888  git add tests/**
 2889  git commit -m "Add preprocessing conftest and handler factory tests"
 2890  git add tests/**
 2891  git commit -m "Add preprocessing conftest and handler factory tests"
 2892  git add tests/**
 2893  git commit -m "Add preprocessing conftest and handler factory tests"
 2894  git push
 2895  git status
 2896  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@35.204.212.207\n
 2897  ./ray_jobs/submit-preprocessing-job.sh "configs/preprocessing/multi-modal.yaml" "" "examples.custom_encoder"
 2898  source .venv/bin/activate
 2899  ./ray_jobs/submit-preprocessing-job.sh "configs/preprocessing/multi-modal.yaml" "" "examples.custom_encoder"
 2900  cd ../A
 2901  cd ../AgileRL
 2902  deactivate
 2903  source .venv/bin/activate
 2904  ls
 2905  git pull
 2906  git status
 2907  git stash
 2908  git pull
 2909  git status
 2910  git pull
 2911  git clean
 2912  git clean -f
 2913  git pull
 2914  pre-commit run --all-files
 2915  ruff check .
 2916  ruff check . --fix
 2917  ruff check . 
 2918  ruff check .
 2919  uv pip install ruff
 2920  ruff check .
 2921  git add -u
 2922  git commit -m "Fix linting errors"
 2923  git add -u
 2924  git commit -m "Fix linting errors"
 2925  git push
 2926  git add -u
 2927  git commit -m "Add '[llm]' in CI"
 2928  git push
 2929  k9s
 2930  gcloud auth login
 2931  k9s
 2932  cd ..
 2933  ls
 2934  cd agilerl-workloads
 2935  cursor .
 2936  ls
 2937  git status
 2938  git switch workloads
 2939  git pull
 2940  git status
 2941  git add -u
 2942  git commit -m "Increase shm size for github runner"
 2943  git push
 2944  git reset --staged .
 2945  git status
 2946  git reset --staged .
 2947  git restore --staged .
 2948  git status
 2949  git reset --soft HEAD~1
 2950  git status
 2951  git restore --staged .
 2952  git status
 2953  git switch -c gha-shm-increase
 2954  git status
 2955  git add -u
 2956  git status
 2957  git commit -m "Increase gha runner shm"
 2958  git push
 2959  git push --set-upstream origin gha-shm-increase
 2960  git add -u
 2961  git commit -m "Add comments back in"
 2962  git push
 2963  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.91.84.250\n
 2964  git switch workloads
 2965  git pull
 2966  git switch add-shm-max-memory
 2967  git switch -c add-shm-max-memory
 2968  git add -u
 2969  git commit -m "Add 2Gi memory limit for shm"
 2970  git push
 2971  kubectl get configmap pod-templates -n arc-runners -o yaml\n
 2972  k9s
 2973  kubectl config use-context gke_arena-gke-02_us-east4_gke-arena-us-east4\n
 2974  kubectl get configmap pod-templates -n arc-runners -o yaml\n
 2975  k9s
 2976  git status
 2977  git log --oneline
 2978  pytest tests/test_algorithms/test_llms/test_grpo.py
 2979  uv pip install pytest
 2980  pytest tests/test_algorithms/test_llms/test_grpo.py
 2981  uv pip install numpy
 2982  pytest tests/test_algorithms/test_llms/test_grpo.py
 2983  deactivate
 2984  source .venv/bin/activate
 2985  pytest tests/test_algorithms/test_llms/test_grpo.py
 2986  uv pip install pytest
 2987  pytest tests/test_algorithms/test_llms/test_grpo.py
 2988  git status
 2989  git diff
 2990  claude
 2991  git pull
 2992  claude
 2993  cursor .
 2994  git status
 2995  cd ../agilerl-
 2996  cd ../agilerl-integration
 2997  deactivate
 2998  source .venv/bin/activate
 2999  git status
 3000  git diff
 3001  git restore configs/preprocessing/multi-modal.yaml
 3002  git diff
 3003  git add -u
 3004  git commit -m "Add more aggressive cleanup to handler tests"
 3005  git add -u
 3006  git commit -m "Add more aggressive cleanup to handler tests"
 3007  git push
 3008  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.91.84.250\n
 3009  k9s
 3010  /cla
 3011  claude
 3012  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.91.84.250\n
 3013  git pull
 3014  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.91.84.250\n
 3015  git pull
 3016  git status
 3017  git diff
 3018  git stasj
 3019  git stash
 3020  git pull
 3021  git add -u
 3022  git commit -m "Change gpu utilization back to 0.05"
 3023  git push
 3024  git pull
 3025  cd ..
 3026  cd AgileRL
 3027  claude
 3028  git pull
 3029  pytests tests/test_algorithms/test_llms/test_grpo.py
 3030  pytest tests/test_algorithms/test_llms/test_grpo.py
 3031  pytest -k test_grpo_clean_up_vllm
 3032  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 3033  pytest -k test_grpo_clean_up_vllm
 3034  deactivate
 3035  rm -rf .venv
 3036  uv venv python 3.10
 3037  uv venv --python 3.10
 3038  source .venv/bin/activate
 3039  uv pip install -e .
 3040  uv pip install -e .[llm]
 3041  deactivate
 3042  rm -rf .venv
 3043  uv venv --python 3.10
 3044  source .venv/bin/activate
 3045  uv pip install -e .[llm]
 3046  uv pip install -e ".[llm]"
 3047  uv pip install pytest
 3048  pytest -k test_grpo_clean_up_vllm
 3049  nvidia-smi
 3050  git status
 3051  git add -u
 3052  git commit -m "Remove vllm process destruction"
 3053  git push
 3054  git add -u
 3055  git push
 3056  git commit -m "Remove vllm process destruction"
 3057  git push
 3058  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.91.84.250\n
 3059  pytest -k test_grpo_clean_up_vllm
 3060  git status
 3061  uv pip uninstall -r <(uv pip freeze)\nuv cache clean
 3062  pip uninstall -y -r <(pip freeze)\npip cache purge 
 3063  deactivate
 3064  rm -rf .venv
 3065  uv venv\nsource .venv/bin/activate\nuv pip install -e .
 3066  deactivate
 3067  rm -rf .venv
 3068  uv venv
 3069  source .venv
 3070  source .venv/bin/activate
 3071  uv pip install -e .
 3072  gcloud auth login
 3073  k9s
 3074  ls
 3075  cd ray-worker
 3076  cursor .
 3077  git branch
 3078  git switch main
 3079  git pull
 3080  git switch -c agilerl-llm-2.4.1.dev2
 3081  cursor .
 3082  bash docker-build.sh
 3083  git add -u
 3084  git commit -m "Update agilerl version in anticipation of new dev version release"
 3085  git push
 3086  git push --set-upstream origin agilerl-llm-2.4.1.dev2
 3087  k9s
 3088  gcloud auth login
 3089  k9s
 3090  cd ..
 3091  ls
 3092  cd AgileR:
 3093  cd AgileRL
 3094  git pull
 3095  git status
 3096  git diff
 3097  git restore .
 3098  git pull
 3099  claude 
 3100  cursor
 3101  cursor .
 3102  git pull
 3103  python
 3104  source .venv/bin/activate
 3105  git status
 3106  git add -u
 3107  git restore --staged .
 3108  git status
 3109  git diff
 3110  git status
 3111  git add tests/test_algorithms/test_llms/conftest.py tests/test_algorithms/test_llms/test_grpo.py
 3112  git commit -m "Remove unneccessary torch.cuda.empty_cache calls"
 3113  git add tests/test_algorithms/test_llms/conftest.py tests/test_algorithms/test_llms/test_grpo.py
 3114  git commit -m "Remove unneccessary torch.cuda.empty_cache calls"
 3115  git status
 3116  git add -u
 3117  git commit -m "Remove unneccessary torch.cuda.empty_cache calls"
 3118  git status
 3119  git log --oneline
 3120  git add -u
 3121  git commit -m "Add clean up method to EvolvableAlgorithm"
 3122  git push
 3123  gcloud auth login
 3124  ruff --check .
 3125  uv pip install ruff
 3126  ruff --check .
 3127  ruff check .
 3128  git status
 3129  k9s
 3130  pytest  -k test_remove_mlp_layer_medium
 3131  gcloud auth login
 3132  k9s
 3133  cd ..
 3134  cd -work
 3135  ls
 3136  cd agilerl-workloads
 3137  cursor .
 3138  git swith main
 3139  git switch main
 3140  git switch workloads
 3141  git pull
 3142  k9s
 3143  cd ../A
 3144  cd ../AgileRL
 3145  git pull
 3146  git status
 3147  git restore .
 3148  git pull
 3149  cursor .
 3150  git status
 3151  git commit -m "Add VLLM_USE_FLASHINFER_SAMPLER=0 for tests"
 3152  git add -u
 3153  git commit -m "Add VLLM_USE_FLASHINFER_SAMPLER=0 for tests"
 3154  git push
 3155  gcloud container clusters list\n
 3156  gcloud container node-pools list --cluster=gke-arena-europe-west4
 3157  gcloud container node-pools list --cluster=gke-arena-europe-west4 --zone=europe-west4
 3158  gcloud container node-pools list --cluster=gke-arena-us-east4 --zone=us-east4
 3159  gcloud container node-pools create gh-t4-runner \\n  --cluster=gke-arena-us-east4 \\n  --zone=us-east4 \\n  --accelerator type=nvidia-tesla-t4,count=1 \\n  --machine-type=n1-standard-16 \\n  --num-nodes=1
 3160  k9s
 3161  cd ..
 3162  cd agilerl-workloads
 3163  cursor .
 3164  git pull
 3165  git add -u
 3166  git commit -m "Change gh runner from L4 to T4"
 3167  git push
 3168  git reset --soft HEAD~1
 3169  git restore --staged .
 3170  git switch -c update-gh-runner
 3171  git add -u
 3172  \tgit commit -m "Change gh runner from L4 to T4"
 3173  git push
 3174  git push --set-upstream origin update-gh-runner
 3175  k9s
 3176  kubectl get nodes -l cloud.google.com/gke-accelerator=nvidia-tesla-t4 -o jsonpath='{.items[*].spec.taints}'
 3177  kubectl get nodes -l cloud.google.com/gke-accelerator=nvidia-tesla-t4 -o jsonpath='{range .items[*]}{.metadata.name}{"\t"}{.metadata.labels.cloud\.google\.com/compute-class}{"\n"}{end}'\n
 3178  kubectl get nodes -l cloud.google.com/gke-accelerator=nvidia-tesla-t4 --show-labels\n
 3179  kubectl get nodes -l cloud.google.com/gke-accelerator=nvidia-tesla-t4 --show-labels | grep compute-class\n
 3180  bashkubectl get nodes -l cloud.google.com/gke-accelerator=nvidia-l4 --show-labels\n
 3181  kubectl get nodes -l cloud.google.com/gke-accelerator=nvidia-l4 --show-labels\n
 3182  kubectl get nodes -l cloud.google.com/gke-accelerator=nvidia-l4 --show-labels | grep compute-class\n
 3183  kubectl get nodes -l cloud.google.com/gke-accelerator=nvidia-tesla-t4 --show-labels | grep compute-class\n
 3184  kubectl get nodes -l cloud.google.com/gke-accelerator=nvidia-l4 --show-labels | grep compute-class\n
 3185  kubectl get nodes -l cloud.google.com/gke-accelerator=nvidia-tesla-t4 --show-labels | grep compute-class\n
 3186  kubectl label nodes -l cloud.google.com/gke-accelerator=nvidia-tesla-t4 cloud.google.com/compute-class=gh-t4-runner\n
 3187  kubectl get nodes -l cloud.google.com/gke-accelerator=nvidia-tesla-t4 --show-labels | grep compute-class\n
 3188  kubectl describe node gke-gke-arena-us-east4-gh-t4-runner-10ca0d59-bfnw | grep -A 10 "Allocatable:"
 3189  kubectl logs gha-runner-scale-set-g4647-runner-zhhtz-workflow -n arc-runners\n
 3190  kubectl describe pod gha-runner-scale-set-g4647-runner-zhhtz-workflow -n arc-runners\n
 3191  kubectl get events -n arc-runners --sort-by='.lastTimestamp' | tail -50\n
 3192  kubectl get pods -A -o wide | grep gke-gke-arena-us-east4-gh-t4-runner\n
 3193  kubectl describe node gke-gke-arena-us-east4-gh-t4-runner-10ca0d59-bfnw | grep -A 10 "Allocated resources"\n
 3194  kubectl logs -n kube-system nvidia-gpu-device-plugin-medium-cos-wmg85 --all-containers\n
 3195  kubectl get pods -n arc-runners\n
 3196  kubectl get nodes -l cloud.google.com/compute-class=gh-t4-runner\n
 3197  gcloud container node-pools delete t4-runners \\n  --cluster=gke-arena-us-east4 \\n  --zone=us-east4\n\ngcloud container node-pools create t4-runners \\n  --cluster=gke-arena-us-east4 \\n  --zone=us-east4 \\n  --node-locations=us-east4-a \\n  --accelerator type=nvidia-tesla-t4,count=1 \\n  --machine-type=n1-standard-16 \\n  --num-nodes=1 \\n  --node-labels=cloud.google.com/compute-class=gh-t4-runner
 3198  gcloud container node-pools list --cluster=gke-arena-us-east4 --zone=us-east4
 3199  kubectl get nodes -l cloud.google.com/compute-class=gh-t4-runner\n
 3200  gcloud container node-pools delete gh-t4-runner \\n  --cluster=gke-arena-us-east4 \\n  --zone=us-east4
 3201  gcloud container node-pools delete t4-runners \ --cluster=gke-arena-us-east4 \ --zone=us-east4\n
 3202  gcloud container node-pools delete t4-runners --cluster=gke-arena-us-east4 --zone=us-east4\n
 3203  gcloud container node-pools create gh-t4-runner \\n  --cluster=gke-arena-us-east4 \\n  --zone=us-east4 \\n  --node-locations=us-east4-a \\n  --accelerator type=nvidia-tesla-t4,count=1 \\n  --machine-type=n1-standard-16 \\n  --num-nodes=1 \\n  --node-labels=cloud.google.com/compute-class=gh-t4-runner
 3204  k9s
 3205  kubectl get configmap pod-templates -n arc-runners -o yaml\n
 3206  kubectl get nodes -l cloud.google.com/compute-class=gh-t4-runner\n
 3207  kubectl describe node gke-gke-arena-us-east4-gh-t4-runner-d217edb8-hfk1 | grep -A 5 "Allocatable:"\n
 3208  kubectl get pods -n kube-system -o wide | grep nvidia | grep d217edb8\n
 3209  kubectl logs -n kube-system nvidia-gpu-device-plugin-medium-cos-rsxvc -c nvidia-gpu-device-plugin\n
 3210  kubectl get events -n kube-system --field-selector involvedObject.name=gke-gke-arena-us-east4-gh-t4-runner-d217edb8-hfk1
 3211  kubectl logs -n kube-system nvidia-gpu-device-plugin-medium-cos-rsxvc -c nvidia-gpu-device-plugin\n
 3212  gcloud container node-pools list --cluster=gke-arena-us-east4 --zone=us-east4
 3213  kubectl get pods -n kube-system -o wide | grep nvidia | grep d217edb8\n
 3214  kubectl describe node gke-gke-arena-us-east4-gh-t4-runner-d217edb8-hfk1 | grep -A 5 "Allocatable:"\n
 3215  kubectl describe node gke-gke-arena-us-east4-gh-t4-runner-d217edb8-hfk1 | grep -A 20"Allocatable:"\n
 3216  kubectl describe node gke-gke-arena-us-east4-gh-t4-runner-d217edb8-hfk1 | grep -A 20 "Allocatable:"\n
 3217  bashkubectl get events -n arc-runners --sort-by='.lastTimestamp' | grep 9svld\n
 3218  kubectl get events -n arc-runners --sort-by='.lastTimestamp' | grep 9svld
 3219  kubectl describe pod gha-runner-scale-set-g4647-runner-9svld-workflow -n arc-runners\n
 3220  kubectl get pods -n arc-runners -o yaml | grep -A 20 "resources:"\n
 3221  kubectl get autoscalingrunnerset gha-runner-scale-set -n arc-runners -o yaml | grep -A 30 "containers:"
 3222  kubectl get nodes -l cloud.google.com/gke-accelerator=nvidia-l4 -o custom-columns=NAME:.metadata.name,GPU:.status.allocatable.nvidia\\.com/gpu\n
 3223  k9s
 3224  fre -h
 3225  free -h
 3226  apt-get update && apt-get install -y procps\n
 3227  k9s
 3228  aws ecr get-login-password --region us-east-1 | docker login --username AWS --password-stdin 761296822462.dkr.ecr.us-east-1.amazonaws.com
 3229  kubectl config get-contexts\n
 3230  kubectl config use-context arn:aws:eks:us-east-1:761296822462:cluster/eks-arena-us-east-1
 3231  aws sso login --profile mikepratt
 3232  aws sso login --profile mike
 3233  aws sso login --profile michaelpratt
 3234  aws sts get-caller-identity\n
 3235  aws eks update-kubeconfig --name arn:aws:eks:us-east-1:761296822462:cluster/eks-arena-us-east-1 --region us-east1 --profile mikeprat\nt
 3236  aws sts get-caller-identity\n
 3237  aws eks update-kubeconfig --name arn:aws:eks:us-east-1:761296822462:cluster/eks-arena-us-east-1 --region us-east1\nt
 3238  aws eks update-kubeconfig --name arn:aws:eks:us-east-1:761296822462:cluster/eks-arena-us-east-1 --region us-east1
 3239  aws eks update-kubeconfig --name arn:aws:eks:us-east-1:761296822462:cluster/eks-arena-us-east-1 --region us-east-1
 3240  aws eks list-clusters --region us-east-1\n
 3241  aws eks update-kubeconfig --name "eks-arena-us-east-1" --region us-east-1
 3242  k9s
 3243  kubectl get pods\n
 3244  aws eks update-kubeconfig --name <exact-cluster-name> --region us-east-1\n
 3245  aws eks list-clusters --region us-east-1\n
 3246  aws eks update-kubeconfig --name "eks-arena-us-east-1" --region us-east-1\n
 3247  kubectl get pods\n
 3248  kubectl edit configmap aws-auth -n kube-system\n
 3249  k9s
 3250  cd ~
 3251  ls
 3252  cd .kube
 3253  ls
 3254  cat config
 3255  aws eks update-kubeconfig --name eks-arena-us-east-1 --region us-east-1 --kubeconfig ~/.kube/config
 3256  cd ..
 3257  kubectl get pods\n
 3258  ls
 3259  ls .kube
 3260  kubectl get svc --v=9\n
 3261  aws eks list-clusters --region us-east-1\n
 3262  kubectl get pods\n
 3263  gcloud auth login
 3264  kubectl get pods
 3265  k9s
 3266  kubectl config current-context\n
 3267  kubectl config use-context agrl-core
 3268  kubectl config use-context cluster/agrl-core
 3269  kubectl config get-contexts\n
 3270  kubectl config use-context arn:aws:eks:us-east-1:761296822462:cluster/agrl-core
 3271  kubectl get pods
 3272  k9s
 3273  kubectl config get-contexts\n
 3274  kubectl config use-context arn:aws:eks:us-east-1:761296822462:cluster/eks-arena-us-east-1
 3275  k9s
 3276  cd ..
 3277  ls
 3278  cd agilerl-workloads
 3279  cursor .
 3280  git switch workloads
 3281  ls
 3282  git pull
 3283  git add -u
 3284  git commit -m "Update reward validator to b2"
 3285  git push
 3286  git reset --soft HEAD~1
 3287  git restore --staged .
 3288  git status
 3289  git switch -c upgrade-reward-validator
 3290  git add -u
 3291  git commit -m "Upgrade reward validator version to b2"
 3292  git push
 3293  git push --set-upstream origin upgrade-reward-validator
 3294  git switch job-scheduler
 3295  git pull
 3296  git diff upgrade-reward-validator
 3297  git switch -c upgrade-reward-val
 3298  git add -u
 3299  git commit -m "Upgrade reward function validator"
 3300  git push
 3301  git push --set-upstream origin upgrade-reward-val
 3302  cd ..
 3303  ls
 3304  cd reward-fn-validation
 3305  cursor .
 3306  cd ..
 3307  cursor agilerl-platform
 3308  git switch dev
 3309  git pull
 3310  cat /etc/hosts
 3311  sudo lazyvim /etc/hosts
 3312  sudo vi /etc/hosts
 3313  k9s
 3314  aws ecr get-login-password --region us-east-1 | docker login --username AWS --password-stdin 761296822462.dkr.ecr.us-east-1.amazonaws.com
 3315  cd reward-fn-validation && docker run --rm -it \\n  --platform arm86 --gpus all \\n  -v $(pwd):/workspace \\n  -w /workspace \\n  761296822462.dkr.ecr.us-east-1.amazonaws.com/containers/reward-fn-val:py311-cu121-b2 \\n  /bin/bash
 3316  cd reward-fn-validation && docker run --rm -it \\n  -v $(pwd):/workspace \\n  -w /workspace \\n  761296822462.dkr.ecr.us-east-1.amazonaws.com/containers/reward-fn-val:py311-cu121-b2 \\n  /bin/bash
 3317  docker run --rm -it \\n  -v $(pwd):/workspace \\n  -w /workspace \\n  761296822462.dkr.ecr.us-east-1.amazonaws.com/containers/reward-fn-val:py311-cu121-b2 \\n  /bin/bash
 3318  docker run --rm -it \\n  761296822462.dkr.ecr.us-east-1.amazonaws.com/containers/reward-fn-val:py311-cu121-b2 \\n  /bin/bash
 3319  docker run --rm -it -p 8081:8080 \\n  761296822462.dkr.ecr.us-east-1.amazonaws.com/containers/reward-fn-val:py311-cu121-b2 \\n  /bin/bash
 3320  docker run --rm -it -p 4032:8080 \\n  761296822462.dkr.ecr.us-east-1.amazonaws.com/containers/reward-fn-val:py311-cu121-b2 \\n  /bin/bash
 3321  python3 test_api.py
 3322  cd reward_fn_validation_package
 3323  source .venv/bin/activate
 3324  cd ../
 3325  python3 test_api.py
 3326  curl -v https://arena-dev.agilerl.rlops.ai/api/v1/validations/models/detect-lora-modules
 3327  curl -v /api/v1/validations/custom-datasets/status
 3328  curl -v https://arena-dev.agilerl.rlops.ai/api/v1/validations/custom-datasets/status
 3329  curl -X POST https://arena-dev.agilerl.rlops.ai/api/v1/validations/models/detect-lora-modules \\n  -H "Content-Type: application/json" \\n  -d '{"model_path": "ibm-granite/granite-4.0-micro"}'
 3330  curl -X POST https://arena-dev.agilerl.rlops.ai/api/v1/validations/models/detect-modules \\n  -H "Content-Type: application/json" \\n  -d '{"model_path": "ibm-granite/granite-4.0-micro"}'
 3331  curl -X POST https://arena-dev.agilerl.rlops.ai/api/v1/validations/detect-modules \\n  -H "Content-Type: application/json" \\n  -d '{"model_path": "ibm-granite/granite-4.0-micro"}'
 3332  git log --oneline
 3333  git checkout 263ac1c
 3334  curl -X POST /api/v1/validations/custom-datasets/detect-modules \\n  -H "Content-Type: application/json" \\n  -d '{"model_path": "ibm-granite/granite-4.0-micro"}'
 3335  curl -X POST https://arena-dev.agilerl.rlops.ai/api/v1/validations/custom-datasets/detect-modules \\n  -H "Content-Type: application/json" \\n  -d '{"model_path": "ibm-granite/granite-4.0-micro"}'
 3336  cd ../agilerl-platform
 3337  cursor .
 3338  git checkout HEAD
 3339  git log --oneline
 3340  ls
 3341  reset
 3342  git checkout -
 3343  git branch
 3344  cursor .
 3345  git branch
 3346  git switch feat/add-small-llm
 3347  cd ../AgileRL
 3348  git status
 3349  git pull
 3350  cursor .
 3351  docker run --rm -it -p 4032:8080 \\n  761296822462.dkr.ecr.us-east-1.amazonaws.com/containers/reward-fn-val:py311-cu121-b2 \\n  /bin/bash
 3352  lsof -i :8000\n
 3353  docker run --rm -it -p 4032:8080 \\n  761296822462.dkr.ecr.us-east-1.amazonaws.com/containers/reward-fn-val:py311-cu121-b2 \\n  /bin/bash
 3354  lsof -i :4032\n
 3355  docker run --rm -it -p 4032:8080 \\n  761296822462.dkr.ecr.us-east-1.amazonaws.com/containers/reward-fn-val:py311-cu121-b2 \\n  /bin/bash
 3356  ill -9 69441
 3357  kill -9 69441
 3358  docker run --rm -it -p 4032:8080 \\n  761296822462.dkr.ecr.us-east-1.amazonaws.com/containers/reward-fn-val:py311-cu121-b2 \\n  /bin/bash
 3359  aws ecr get-login-password --region us-east-1 | docker login --username AWS --password-stdin 761296822462.dkr.ecr.us-east-1.amazonaws.com
 3360  docker run --rm -it -p 4032:8080 \\n  761296822462.dkr.ecr.us-east-1.amazonaws.com/containers/reward-fn-val:py311-cu121-b2 \\n  /bin/bash
 3361  docker
 3362  docker run --rm -it -p 4032:8080 \\n  761296822462.dkr.ecr.us-east-1.amazonaws.com/containers/reward-fn-val:py311-cu121-b2 \\n  /bin/bash
 3363  python3 test_api.py
 3364  cd ../agilerl-integration
 3365  cursor .
 3366  git pull
 3367  cursor .
 3368  cd ../reward-fn-validation
 3369  ls
 3370  cursor .
 3371  python3 reward_fn_validation_package/reward_fn_validation/language_models/utils.py
 3372  uv pip list
 3373  uv pip list | grep reward
 3374  python3 reward_fn_validation_package/reward_fn_validation/language_models/module_detector.py
 3375  ls
 3376  cd reward_fn_validation_package
 3377  ls
 3378  uv pip list -e .
 3379  uv pip install -e .
 3380  python3 reward_fn_validation_package/reward_fn_validation/language_models/module_detector.py
 3381  python3 reward_fn_validation/language_models/module_detector.py
 3382  git diff
 3383  git status
 3384  git diff
 3385  k9s
 3386  cd ../a
 3387  cd ../agilerl
 3388  cd ../agilerl-integration
 3389  cursor .
 3390  git pull
 3391  git status
 3392  git diff
 3393  claude
 3394  git status
 3395  git stash
 3396  git pull
 3397  source .venv/bin/activate
 3398  pytest -l test_non_tabular_data_handler
 3399  pytest -k test_non_tabular_data_handler
 3400  uv pip install pytest
 3401  pytest -k test_non_tabular_data_handler
 3402  uv pip install boto
 3403  pytest -k test_non_tabular_data_handler
 3404  uv pip install boto3
 3405  pytest -k test_non_tabular_data_handler
 3406  uv pip install numpy
 3407  pytest -k test_non_tabular_data_handler
 3408  uv pip install pandas
 3409  pytest -k test_non_tabular_data_handler
 3410  uv pip install -e .
 3411  pytest -k test_non_tabular_data_handler
 3412  k9s
 3413  git pull
 3414  git add -u
 3415  pytest tests/unit/preprocessing/test_handlers.py
 3416  git commit -m "Remove to_pandas from build_ray_dataset"
 3417  git add -u
 3418  git commit -m "Remove to_pandas from build_ray_dataset"
 3419  git push
 3420  git reset --soft HEAD~1
 3421  git restore --staged .
 3422  git status
 3423  git stash
 3424  git pull
 3425  git stash pop
 3426  git add -u
 3427  git status
 3428  git commit -m "Remove to_pandas from build_ray_dataset"
 3429  git push
 3430  cd ../A
 3431  cd ../AgileRL
 3432  cursor .
 3433  source .venv/bin/activate
 3434  git pull
 3435  python3
 3436  deactivate
 3437  rm -rf .venv
 3438  uv venv
 3439  source .venv/bin/activate
 3440  uv pip install -e .
 3441  python3 
 3442  uv pip install -e .
 3443  python3 
 3444  uv pip install -e .[llm]
 3445  uv pip install -e ".[llm]"
 3446  python3 
 3447  deactivate
 3448  rm -rf .venv
 3449  uv venv
 3450  source .venv/bin/activate
 3451  uv pip install -e .[all]
 3452  uv pip install -e ".[all]"
 3453  python3
 3454  uv pip list | grep peft
 3455  uv pip install ".[all]"
 3456  python3
 3457  k9s
 3458  git add -u
 3459  git commit -m "Avoid using ray data at all"
 3460  git add -u
 3461  git commit -m "Avoid using ray data at all"
 3462  git commit --no-verify -m "Avoid using ray data at all"
 3463  git push
 3464  python3
 3465  git add -u
 3466  git commit -m "Remove all calls that materialize the dataset"
 3467  git add -u
 3468  git commit --no-verify -m "Remove all calls that materialize the dataset"
 3469  git push
 3470  uv pip install poetry
 3471  python3 
 3472  uv pip install packaging
 3473  from packaging import requirements
 3474  python3
 3475  python3 agilerl/__init__.py
 3476  python3
 3477  deactivate
 3478  rm -rf .venv
 3479  uv venv
 3480  \tsource .venv/bin/activate
 3481  uv pip install -e ".[all]"
 3482  python3
 3483  deactivate
 3484  rm -rf .venv
 3485  uv venv
 3486  source .venv
 3487  source .venv/bin/activate
 3488  uv pip install -e .
 3489  python3
 3490  git add -u
 3491  git status
 3492  git restore --staged .
 3493  git pull
 3494  git add -u
 3495  git commit -m "Remove requirements.txt, update docs and readme, more elegent way to determing HAS_LLM_DEPENDENCIES"
 3496  git add -u
 3497  git commit -m "Remove requirements.txt, update docs and readme, more elegent way to determing HAS_LLM_DEPENDENCIES"
 3498  git push
 3499  touch dependabot.yml
 3500  git add -u
 3501  git commit -m "Add dependabot.yml"
 3502  git status
 3503  git add dependabot.yml
 3504  git commit -m "Add dependabot.yml"
 3505  git add dependabot.yml
 3506  git commit -m "Add dependabot.yml"
 3507  git push
 3508  git add -u
 3509  git commit -m "Remove requirements.txt from .readthedocs.yaml"
 3510  git reset --soft 
 3511  git status
 3512  git diff 
 3513  git add -u
 3514  git commit -m "Adjust docs yaml to account for no requirements.txt"
 3515  git add -u
 3516  git commit -m "Adjust docs yaml to account for no requirements.txt"
 3517  git add -u
 3518  git commit -m "Adjust docs yaml to account for no requirements.txt"
 3519  git push
 3520  git pull
 3521  uv pip list | grep polars
 3522  touch polars_s3_testing.py
 3523  uv pip install polars
 3524  python3 polars_s3_testing.py
 3525  uv pip install s3fs
 3526  python3 polars_s3_testing.py
 3527  pytest -k test_non_tabular_data_handler
 3528  OA
 3529  pytest -k test_non_tabular_data_handler
 3530  pytest tests/unit/preprocessing
 3531  git status
 3532  git diff
 3533  git add -u
 3534  git commit -m "Do data preprocessing before converting to ray data dataset"
 3535  git add -u
 3536  git commit -m "Do data preprocessing before converting to ray data dataset"
 3537  git push
 3538  git reset --soft 
 3539  git status
 3540  git log --oneline
 3541  git reset --soft HEAD~1
 3542  git status
 3543  git restore --staged .
 3544  git pull
 3545  git status
 3546  git stash
 3547  git pull
 3548  git stash pop
 3549  git add -u
 3550  git commit -m "Do data preprocessing in polars before converting to ray data dataset"
 3551  git add -u
 3552  git commit -m "Do data preprocessing in polars before converting to ray data dataset"
 3553  git add -u
 3554  git commit -m "Do data preprocessing in polars before converting to ray data dataset"
 3555  git push
 3556  git status
 3557  git add -u
 3558  git commit -m "Add polars to requirements.txt"
 3559  git push
 3560  git add- u
 3561  git add -u
 3562  git commit -m "Install agilerlrl_ray requirements"
 3563  git push
 3564  uv pip install -e .
 3565  git status
 3566  git add -u
 3567  git commit -m "Relax datasets version in pyproject.toml"
 3568  git push
 3569  deactivate
 3570  rm -rf .venv
 3571  uv venv
 3572  source .venv/bin/activate
 3573  uv pip install -e .
 3574  deactivate
 3575  rm -rf .venv
 3576  uv venv
 3577  source .venv/bin/activate
 3578  uv pip install -e .
 3579  git add -u
 3580  git commit -m "Relax s3fs version"
 3581  git push
 3582  pytest -k test_non_tabular_data_handler
 3583  uv pip install tests/requirements.txt
 3584  pytest -k test_non_tabular_data_handler
 3585  reset
 3586  pytest -k test_non_tabular_data_handler
 3587  uv pip install -e .
 3588  deactivate
 3589  rm -rf .venv
 3590  uv venv
 3591  \tsource .venv/bin/activate
 3592  \tuv pip install -e .
 3593  pytest -k test_non_tabular_data_handler
 3594  uv pip install tests/requirements.txt
 3595  pytest -k test_non_tabular_data_handler
 3596  python3
 3597  pytest -k test_non_tabular_data_handler
 3598  git status
 3599  git add -u
 3600  git commit -m "Complete migration away from ray data"
 3601  git add -u
 3602  git commit -m "Complete migration away from ray data"
 3603  git commit --no-verify  -m "Complete migration away from ray data"
 3604  git log --oneline
 3605  git checkout a12baf0
 3606  git status
 3607  git diff
 3608  git add -u
 3609  git commit -m "Fix spelling mistake"
 3610  git status
 3611  git commit --no-verify -m "Fix spelling mistake"
 3612  git checkout a12baf0
 3613  git checkout -
 3614  pytest -k test_non_tabular_data_handler
 3615  ./ray_jobs/submit-preprocessing-job.sh "configs/preprocessing/multi-modal.yaml" "" "examples.custom_encoder"
 3616  echo $AWS_DEFAULT_REGION
 3617  ./ray_jobs/submit-preprocessing-job.sh "configs/preprocessing/multi-modal.yaml" "" "examples.custom_encoder"
 3618  python3 ray_jobs/kill_ray_job.py
 3619  ./ray_jobs/submit-preprocessing-job.sh "configs/preprocessing/multi-modal.yaml" "" "examples.custom_encoder"
 3620  gcloud auth login
 3621  k9s
 3622  ./ray_jobs/submit-preprocessing-job.sh "configs/preprocessing/multi-modal.yaml" "" "examples.custom_encoder"
 3623  python3 examples/custom_encoder.py
 3624  ./ray_jobs/submit-preprocessing-job.sh "configs/preprocessing/multi-modal.yaml" "" "examples.custom_encoder"
 3625  git status
 3626  git add -u
 3627  git commit --no-verify -m "Add debug prints for saving shards"
 3628  git log --oneline
 3629  git checkout a12baf0
 3630  git log --oneline
 3631  git checkout 8c7381f
 3632  git checkout -
 3633  git checkout 8c7381f
 3634  git checkout -
 3635  ./ray_jobs/submit-preprocessing-job.sh "configs/preprocessing/multi-modal.yaml" "" "examples.custom_encoder"
 3636  git checkout -
 3637  git status
 3638  git log --oneline
 3639  git checkout -
 3640  git checkout multi-modal-preprocessing
 3641  git status
 3642  git restore .
 3643  git status
 3644  git checkout multi-modal-preprocessing
 3645  ./ray_jobs/submit-preprocessing-job.sh "configs/preprocessing/multi-modal.yaml" "" "examples.custom_encoder"
 3646  git log --oneline
 3647  git status
 3648  git diff
 3649  git log --oneline
 3650  ./ray_jobs/submit-preprocessing-job.sh "configs/preprocessing/multi-modal.yaml" "" "examples.custom_encoder"
 3651  git status
 3652  git add -u
 3653  git commit --no-verify -m "Add regex id extraction to polars preprocessing"
 3654  git push
 3655  git pull --rebase
 3656  git push
 3657  ./ray_jobs/submit-preprocessing-job.sh "configs/preprocessing/multi-modal.yaml" "" "examples.custom_encoder"
 3658  python3
 3659  ./ray_jobs/submit-preprocessing-job.sh "configs/preprocessing/multi-modal.yaml" "" "examples.custom_encoder"
 3660  pytest tests/unit/preprocessing
 3661  pytest tests/unit/preprocessing/test_handler_factory.py::test_handler_factory_returns_correct_handler_non_tabular 
 3662  pytest tests/unit/preprocessing
 3663  tests/unit/preprocessing/test_handlers.py::test_tabular_data_handler_batch_iterator
 3664  pytest tests/unit/preprocessing/test_handlers.py::test_tabular_data_handler_batch_iterator
 3665  git status
 3666  git add -u
 3667  git commit -m "Flatten and serialize rows before saving as bytes to parquets"
 3668  git add -u
 3669  git commit -m "Flatten and serialize rows before saving as bytes to parquets"
 3670  git add -u
 3671  git commit -m "Flatten and serialize rows before saving as bytes to parquets"
 3672  git add -u
 3673  git commit -m "Flatten and serialize rows before saving as bytes to parquets"
 3674  git push
 3675  git switch nightly
 3676  git pull
 3677  poetry build
 3678  uv pip install poetry
 3679  poetry build
 3680  poetry publish
 3681  git fetch
 3682  cd ../-work
 3683  cd ../agilerl-workloads
 3684  git branch
 3685  git pull
 3686  git switch main
 3687  git pull
 3688  cd ../
 3689  cd ray-worker
 3690  git switch miani
 3691  git switch main
 3692  git pull
 3693  git fetch
 3694  git switch agilerl-llm-2.4.1.dev2
 3695  git pull
 3696  git merge main
 3697  cursor .
 3698  git status
 3699  git add -u 
 3700  git commit -m "Merge main back into this branch"
 3701  git log --oneline
 3702  aws ecr describe-images --repository-name REPO="761296822462.dkr.ecr.us-east-1.amazonaws.com/containers/ray"\n  --query 'imageDetails[*].[imageTags,imagePushedAt]' --output table --region us-east-1
 3703  aws ecr describe-images
 3704  aws ecr describe-images --repository-name "containers/ray"
 3705  aws ecr describe-images --repository-name "containers"
 3706  aws ecr describe-images --repository-name "761296822462.dkr.ecr.us-east-1.amazonaws.com/containers/ray"
 3707  aws ecr describe-images \\n  --repository-name containers/ray \\n  --registry-id 761296822462 \\n  --region us-east-1 \\n  --query 'sort_by(imageDetails, &imagePushedAt) | reverse | [*].[imageTags[0], imagePushedAt]' \\n  --output table
 3708  aws ecr get-login-password --region us-east-1 | docker login --username AWS --password-stdin 761296822462.dkr.ecr.us-east-1.amazonaws.com
 3709  aws ecr describe-images \\n  --repository-name containers/ray \\n  --registry-id 761296822462 \\n  --region us-east-1 \\n  --query 'sort_by(imageDetails, &imagePushedAt) | reverse | [*].[imageTags[0], imagePushedAt]' \\n  --output table
 3710  bash docker-build.sh b15 b9
 3711  git pull
 3712  deactivate
 3713  rm -rf .venv
 3714  uv venv
 3715  source .venv/bin/activate
 3716  uv pip install -e .
 3717  git git switch relax-packaging-dependency
 3718  git switch relax-packaging-dependency
 3719  git switch -c relax-packaging-dependency
 3720  deactivate
 3721  rm -rf
 3722  source .venv/bin/activate
 3723  uv pip install -e .
 3724  git status
 3725  git add -u
 3726  git commit -m "Relax 'packaging' dependency"
 3727  git push
 3728  git push --set-upstream origin relax-packaging-dependency
 3729  git pull
 3730  deactivate
 3731  rm -rf .venv
 3732  uv venv
 3733  source .venv/bin/activate
 3734  uv pip install -e .
 3735  git status
 3736  git add -u
 3737  git commit -m "Bump the dev release version"
 3738  git push
 3739  deactivate
 3740  rm -rf .venv
 3741  uv venv
 3742  source .venv/bin/activate
 3743  uv pip install -e .
 3744  python3
 3745  uv pip install -e .[llm]
 3746  uv pip install -e ".[llm]"
 3747  python3
 3748  uv pip list | grep packaging
 3749  deactivate
 3750  rm -rf .venv
 3751  uv venv
 3752  source .venv/bin/activate
 3753  uv pip install -e .
 3754  deactivate
 3755  rm -rf .venv
 3756  uv venv
 3757  source .venv/bin/activate
 3758  uv pip install -e .
 3759  poetry build
 3760  uv pip install poetry
 3761  poetry build
 3762  poetry publish
 3763  deactivate
 3764  rm -rf .venv
 3765  uv venv
 3766  source .venv/bin/activate
 3767  uv pip install -e .
 3768  git status
 3769  git add -u
 3770  git commit -m "Update dev version of agilerl"
 3771  git push
 3772  git status
 3773  git diff
 3774  git status
 3775  git log --oneline
 3776  git add -u agilerl-req.txt
 3777  git status
 3778  git commit -m "Upgrade agilerl dev version to 3"
 3779  git push
 3780  cd ..
 3781  cd agilerl-platform
 3782  cursor .
 3783  cd ..
 3784  ls
 3785  cd agilerl-workloads
 3786  git branch
 3787  git fetch
 3788  git switch job-scheduler
 3789  git pull
 3790  git switch -c agilerl-ray-2.5.0
 3791  cursor .
 3792  git status
 3793  git add -u
 3794  git commit -m "Update agilel and agilerl_ray versions to 2.4.1.dev3 and 2.5.0 respectively"
 3795  git push
 3796  cursor .
 3797  ls
 3798  git switch job-scheduler
 3799  git pull
 3800  git switch -c "update-ray-worker-b15"
 3801  git status
 3802  git add -u
 3803  git diff
 3804  git status
 3805  git commit -m "Update ray-worker image to b15"
 3806  git push
 3807  git status
 3808  git add -u
 3809  git commit -m "Update image tag in other dev files"
 3810  git push
 3811  git staut
 3812  git status
 3813  git add -u
 3814  git commit -m "Final update fml"
 3815  git push
 3816  git status
 3817  git diff
 3818  git add -u
 3819  git commit -m "Remove added space"
 3820  git push
 3821  cd ../agilerl-integration
 3822  cursor .
 3823  git switch dev
 3824  git pull
 3825  git switch multi-modal-preprocessing
 3826  git switch dev
 3827  git pull
 3828  git switch multi-modal-preprocessing
 3829  source .venv/bin/activate
 3830  uv pip list | albumentations
 3831  uv pip list | grep albument
 3832  git status
 3833  git stash
 3834  git pull
 3835  git stash pop
 3836  git switch -c multi-modal-transformations
 3837  ./ray_jobs/submit-preprocessing-job.sh "configs/preprocessing/multi-modal.yaml" "" "examples.custom_encoder"
 3838  uv pip list | grep cloudpath
 3839  ./ray_jobs/submit-preprocessing-job.sh "configs/preprocessing/multi-modal.yaml" "" "examples.custom_encoder"
 3840  pytest tests/unit/preprocessing
 3841  uv pip install pytest
 3842  pytest tests/unit/preprocessing
 3843  gcloud auth login
 3844  pytest tests/unit/preprocessing
 3845  k9s
 3846  pytest -k test_non_tabular_data_handler
 3847  clear
 3848  pytest -k test_non_tabular_data_handler
 3849  git status
 3850  git add -u
 3851  git commit -m "Add transforms + tests to multi-modal sft pipeline"
 3852  git add -u
 3853  git commit -m "Add transforms + tests to multi-modal sft pipeline"
 3854  git add -u
 3855  git commit -m "Add transforms + tests to multi-modal sft pipeline"
 3856  git add -u
 3857  git commit -m "Add transforms + tests to multi-modal sft pipeline"
 3858  git add -u
 3859  git commit -m "Add transforms + tests to multi-modal sft pipeline"
 3860  git add -u
 3861  git commit -m "Add transforms + tests to multi-modal sft pipeline"
 3862  git pull --rebase
 3863  git switch multi-modal-preprocessing
 3864  git pull
 3865  git switch multi-modal-transformations
 3866  git switch multi-modal-preprocessing
 3867  git switch multi-modal-transformations
 3868  git status
 3869  git stash
 3870  git switch multi-modal-transformations
 3871  git stash pop
 3872  pytest -k test_close
 3873  git status
 3874  git add -u
 3875  git status
 3876  git commit -m "Mock vect env in test_close"
 3877  git status
 3878  git add -u
 3879  git status
 3880  git commit -m "Mock vect env in test_close"
 3881  git switch multi-modal-preprocessing
 3882  git pull
 3883  git merge multi-modal-transformations
 3884  git status
 3885  git add -u
 3886  git commit -m "Merge transforms branch"
 3887  git add -u
 3888  git commit -m "Merge transforms branch"
 3889  git push
 3890  pytest tests/unit/utils/test_env_
 3891  pytest tests/unit/utils/
 3892  pytest -v tests/unit/utils/
 3893  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.91.84.250\n
 3894  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.90.67.8\n
 3895  git switch dev
 3896  git status
 3897  git diff
 3898  git restore .
 3899  git switch dev
 3900  git switch multi-modal-preprocessing 
 3901  git diff
 3902  git status
 3903  git diff
 3904  git add -u
 3905  git commit -m "Add envpool back into pyproject toml and restore test_close"
 3906  git add -u
 3907  git commit -m "Add envpool back into pyproject toml and restore test_close"
 3908  git push
 3909  git diff HEAD~1
 3910  pre-commit run --all-files
 3911  git add -u
 3912  pre-commit run --all-files
 3913  git status
 3914  git restore .
 3915  git diff
 3916  git diff agilerl_ray/utils/s3_utils.py
 3917  git status
 3918  git restore --staged .
 3919  git status
 3920  git diff  agilerl_ray/utils/s3_utils.py
 3921  git add -u
 3922  git commit -m "Remove dependency cursor added in"
 3923  git push
 3924  k9s
 3925  uv pip install -r docs/requirements.txt
 3926  uv run pydocstyle agilerl_ray
 3927  uv pip install -r docs/requirements.txt
 3928  git add -u
 3929  git commit -m "Fix docs build"
 3930  git push
 3931  git pull
 3932  bash build-and-upload-package.sh
 3933  cd ..
 3934  cd agilerl-platform
 3935  git status
 3936  git add -u
 3937  git add python/migrations.sql
 3938  git commit -m "Add sql migrations to python folder"
 3939  git commit --no-verify -m "Add swl migrations to python folder"
 3940  git push
 3941  git push --set-upstream origin model-table-migration
 3942  ls
 3943  cd Projects
 3944  ls
 3945  gcloud auth login
 3946  k9s
 3947  ls
 3948  cd 2025
 3949  ls
 3950  cursor agilerl-platform
 3951  aws ecr get-login-password --region us-east-1 | docker login --username AWS --password-stdin 761296822462.dkr.ecr.us-east-1.amazonaws.com
 3952  cd ~/Projects/2025/agilerl-platform\ndocker compose -f .devcontainer/docker-compose.yml build 2>&1
 3953  cursor .
 3954  echo $DOCKER_DEFAULT_PLATFORM
 3955  unset DOCKER_DEFAULT_PLATFORM\n
 3956  docker compose -f .devcontainer/docker-compose.yml build 2>&1\n
 3957  cd ..
 3958  cursor agilerl-platform
 3959  cd -
 3960  docker compose -f .devcontainer/docker-compose.yml build 2>&1\n
 3961  docker compose -f .devcontainer/docker-compose.yml up -d\ndocker compose -f .devcontainer/docker-compose.yml exec <service-name> uname -m
 3962  docker compose -f .devcontainer/docker-compose.yml up -d\n
 3963  cd ~/Projects/2025/agilerl-platform/frontend\nrm -rf node_modules pnpm-lock.yaml
 3964  pnpm install
 3965  touch pnpm-lock.yaml
 3966  nvim pnpm-lock.yaml
 3967  cat pnpm-lock.yaml
 3968  cursor .
 3969  cd ..
 3970  cursor .
 3971  git switch dev
 3972  git status
 3973  git stash
 3974  git pull
 3975  cursor .
 3976  docker compose -f .devcontainer/docker-compose.yml up -d\n
 3977  cursor .
 3978  docker-compose run --entrypoint /bin/sh frontend
 3979  ls
 3980  docker-compose run --entrypoint /bin/sh .
 3981  ls
 3982  cd .devcontainer
 3983  docker-compose run --entrypoint /bin/sh ../frontend
 3984  docker-compose run --entrypoint /bin/sh frontend
 3985  docker ps -a
 3986  docker exec -it agilerl-platform_devcontainer-app /bin/sh
 3987  cd ..
 3988  docker run -it --rm -v $(pwd):/workspaces/agilerl-platform -w /workspaces/agilerl-platform/frontend node:20 /bin/sh
 3989  cd ..
 3990  ls
 3991  git clone git@gitlab.agilerl.rlops.ai:containers/agilerl-inference-deploy.git
 3992  ls
 3993  cursor agilerl-inference-deploy
 3994  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 3995  git switch llm-deployment
 3996  deactivate
 3997  uv venv
 3998  source .venv/bin/activate
 3999  git switch dev
 4000  git pull
 4001  git diff llm-deployment
 4002  git diff llm-deployment --compact-summary
 4003  git switch llm-deployment
 4004  git diff dev --compact-summary
 4005  export APP_CHECKPOINT_PATH='models/grpo_actor'\nexport APP_ALGO_CLASS='GRPO'\nexport APP_DEPLOYMENT_ID='1'\nexport APP_INSTANCE_ID='1'\nexport APP_DEFAULT_TYPE='float32'\nuvicorn agilerl_deployment.app:app --reload --host 127.0.0.1 --port 8000
 4006  cd agilerl-inference-deploy
 4007  uv pip install req1.txt
 4008  uv pip install -r req1.txt
 4009  uvicorn agilerl_deployment.app:app --reload --host 127.0.0.1 --port 8000
 4010  uv pip install uvicorn
 4011  uvicorn agilerl_deployment.app:app --reload --host 127.0.0.1 --port 8000
 4012  source .venv/bin/activate
 4013  uv pip install uvicorn
 4014  uv pip install -r req1.txt
 4015  deactivate
 4016  rm -rf .venv
 4017  uv venv
 4018  source .venv/bin/activate
 4019  uv pip install -r req1.txt
 4020  uv pip install uvicorn
 4021  uvicorn agilerl_deployment.app:app --reload --host 127.0.0.1 --port 8000
 4022  curl -X POST http://localhost:8000/get_action_individual \\n  -H "Content-Type: application/json" \\n  -d '{"obs": "What is reinforcement learning?", "batch_size": 1}'
 4023  uv pip install opentelemetry
 4024  deactivate
 4025  rm -rf .venv
 4026  uv venv
 4027  source .venv/bin/activate
 4028  uv pip instal -e .
 4029  uv pip install -e .
 4030  export APP_VLLM_QUANTIZATION=
 4031  uv pip install -e .
 4032  uvicorn agilerl_deployment.app:app --reload --host 127.0.0.1 --port 8000
 4033  lsof -ti :8000 | xargs kill -9\n
 4034  uvicorn agilerl_deployment.app:app --reload --host 127.0.0.1 --port 8000
 4035  uv pip install -r req1.txt
 4036  uvicorn agilerl_deployment.app:app --reload --host 127.0.0.1 --port 8000
 4037  lsof -ti :8000 | xargs kill -9\n
 4038  uvicorn agilerl_deployment.app:app --reload --host 127.0.0.1 --port 8000
 4039  git status
 4040  git diff
 4041  git add -u
 4042  git commit -m "Update versions"
 4043  git push
 4044  deactivate
 4045  rm -rf .venv
 4046  uv venv
 4047  source .venv/bin/activate
 4048  export VLLM_TARGET_DEVICE=cpu\nexport VLLM_BUILD_WITH_CUDA=0
 4049  uv pip install -e .
 4050  uv pip install -r req1.txt
 4051  uvicorn agilerl_deployment.app:app --reload --host 127.0.0.1 --port 8000
 4052  lsof -ti :8000 | xargs kill -9\n
 4053  uvicorn agilerl_deployment.app:app --reload --host 127.0.0.1 --port 8000
 4054  #!/bin/bash\nset -e\n\necho "🚀 Starting vLLM CPU installation with 'uv'..."\n\n# 1. Initialize the environment with uv\n# We use --seed to ensure pip/setuptools are available for the source build\nuv venv vllm-cpu --python 3.11 --seed\nsource .venv/bin/activate\n\n# 2. Install build dependencies using uv's lightning-fast resolver\necho "🛠️ Installing build dependencies..."\nuv pip install "cmake>=3.26" wheel packaging ninja numpy "setuptools-scm>=8"\n\n# 3. Install CPU-specific PyTorch\necho "📦 Installing PyTorch CPU..."\nuv pip install -v -r https://raw.githubusercontent.com/vllm-project/vllm/main/requirements/cpu.txt \\n    --extra-index-url https://download.pytorch.org/whl/cpu\n\n# 4. Clone and Build\nif [ ! -d "vllm" ]; then\n    echo "📥 Cloning vLLM repository..."\n    git clone https://github.com/vllm-project/vllm.git\nfi\n\ncd vllm\necho "🔨 Building vLLM for CPU (Apple Silicon/Intel Mac)..."\n\n# macOS automatically defaults to CPU for vLLM, but we'll be explicit\nexport VLLM_TARGET_DEVICE=cpu\n\n# Build and install in editable mode so you can modify code if needed\nuv pip install -e .\n\necho "✅ Done! vLLM is installed in the .venv folder."
 4055  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.7.153.130\n
 4056  ssh-add -l\n
 4057  ssh-add ~/.ssh/id_ed25519 
 4058  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.7.153.130\n
 4059  cd ~
 4060  ls
 4061  ls -a
 4062  cd .ssh
 4063  ;s
 4064  ls
 4065  cat id_ed25519.pub
 4066  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.11.103.2\n
 4067  cd -
 4068  ls
 4069  cd Projects
 4070  cd 2025
 4071  ls
 4072  cursor agilerl-integration
 4073  bash ray_jobs/submit-llm-job.sh
 4074  source .venv/bin/activate
 4075  bash ray_jobs/submit-llm-job.sh
 4076  cd ray_jobs
 4077  bash submit-llm-job.sh
 4078  python3 kill_ray_job.py
 4079  bash submit-llm-job.sh
 4080  python3 kill_ray_job.py
 4081  bash submit-llm-job.sh
 4082  python3 kill_ray_job.py
 4083  bash submit-llm-job.sh
 4084  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.11.103.2\n
 4085  k9s
 4086  cd ~
 4087  ls -a
 4088  cd .aws
 4089  ls
 4090  cat config
 4091  cat credentials
 4092  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.11.103.2\n
 4093  cd ~
 4094  ls
 4095  cd .aws
 4096  cat credentials
 4097  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.11.103.2\n
 4098  cd -
 4099  ls
 4100  cd Projects
 4101  ls
 4102  cd 2025
 4103  ls
 4104  cursor agilerl-workloads
 4105  git switch job-scheduler
 4106  git pull
 4107  git switch -c arena-inf-0.1.7
 4108  git status
 4109  git add .
 4110  git commit -m "Update deployment image tag to b11"
 4111  git push
 4112  git push --set-upstream origin arena-inf-0.1.7
 4113  gcloud auth login
 4114  k9s
 4115  ls
 4116  cursor agilerl-platform
 4117  docker compose -f .devcontainer/docker-compose.yml up keycloak -d\n
 4118  ls
 4119  cd agilerl-platform
 4120  docker compose -f .devcontainer/docker-compose.yml up keycloak -d\n
 4121  cd ..
 4122  cursor agilerl-integration
 4123  k9s
 4124  ls
 4125  cursor agilerl-integration
 4126  git switch dev
 4127  git stash
 4128  git switch dev
 4129  git pull
 4130  cursor agilerl-workloads
 4131  git switch job-scheduler
 4132  git switch workloads
 4133  git pull
 4134  bash ray_jobs/submit-llm-job.sh
 4135  source .venv/bin/activate
 4136  bash ray_jobs/submit-llm-job.sh
 4137  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 4138  git switch -c fix-load-peft-model
 4139  git switch llm-checkpointing-bug
 4140  git status
 4141  git stash
 4142  git switch llm-checkpointing-bug
 4143  git stash pop
 4144  git pull
 4145  cd ray_jobs
 4146  bash submit-llm-job.sh
 4147  cd ..
 4148  bash ray_jobs/submit-llm-job.sh
 4149  python3 ray_jobs/kill_ray_job.py
 4150  bash ray_jobs/submit-llm-job.sh
 4151  python3 ray_jobs/kill_ray_job.py
 4152  bash ray_jobs/submit-llm-job.sh
 4153  ls
 4154  cursor agilerl-workloads
 4155  git pull
 4156  git switch -c enable-nfs-staging
 4157  git diff
 4158  git push
 4159  git status
 4160  git add .
 4161  git commit -m "Enable nfs in staging"
 4162  git push
 4163  k9s
 4164  cd agilerl-platform
 4165  chmod +x .devcontainer/reward-fn-val-init.sh\n
 4166  k9s
 4167  bash ray_jobs/submit-llm-job.sh
 4168  python3 ray_jobs/kill_ray_job.py
 4169  git status
 4170  git restore **/.py
 4171  git restore agilerl_ray/agents/llm_agent.py agilerl_ray/hpo/tournament.py
 4172  git status
 4173  git diff
 4174  bash ray_jobs/submit-llm-job.sh
 4175  cursor agilerl-workloads
 4176  git branch
 4177  git switch workloads
 4178  git pull
 4179  git switch update-nfs-prod
 4180  git switch -c nfs-to-prod
 4181  git status
 4182  git add .
 4183  git status
 4184  git restore --staged .
 4185  git status
 4186  git switch workloads
 4187  git branch -d nfs-to-prod
 4188  git switch -c prod-updates
 4189  git status
 4190  git add .
 4191  git commit -m "Add nfs to production"
 4192  git status
 4193  git add .
 4194  git commit -m "Update deployments image to b11"
 4195  git status
 4196  git switch job-scheduler
 4197  git diff workloads
 4198  git diff 
 4199  git diff workloads
 4200  git diff -- workloads
 4201  git diff main
 4202  git diff workloads
 4203  git diff workloads --
 4204  git branch
 4205  git switch prod-updates
 4206  git switch -c prod-updates
 4207  git switch -c prod-updates-backup
 4208  git switch prod-updates
 4209  git merge job-scheduler
 4210  git merge --abort
 4211  git status
 4212  git branch
 4213  git log --oneline
 4214  git status
 4215  git diff
 4216  git add .
 4217  git commit -m "Update agilerl and agilerlray versions"
 4218  git switch job-scheduler
 4219  git switch -
 4220  git switch job-scheduler
 4221  git switch -
 4222  git diff
 4223  git status
 4224  git diff
 4225  git add .
 4226  git commit -m "Update ray cluster from b13 to b15"
 4227  git status
 4228  git log --oneline
 4229  git push
 4230  git push --set-upstream origin prod-updates
 4231  cursor .
 4232  \n➜  agilerl-platform git:(remove-7B-model) ✗    grep -r "DOCKER_DEFAULT_PLATFORM" ~/.zshrc ~/.zprofile ~/.bashrc ~/.bash_profile 2>/dev/null\n\n\n/Users/michaelpratt/.zshrc:export DOCKER_DEFAULT_PLATFORM=linux/amd64\n➜  agilerl-platform git:(remove-7B-model) ✗    export DOCKER_DEFAULT_PLATFORM=
 4233  cursor .
 4234  unset DOCKER_DEFAULT_PLATFORM\n
 4235  docker compose -f .devcontainer/docker-compose.yml up -d 2>&1\n
 4236  glcoud auth login
 4237  gcloud auth login
 4238  k9s
 4239  Or with more verbose output:\n
 4240  curl -v https://d17e061cd8dd44298343ad45eb85d5b2.inference.agilerl.com/status\n
 4241  9s
 4242  k9s
 4243  curl https://arena.agilerl.com/api/v1/validations/custom-datasets/validate-reward-fn/status\n
 4244  curl -v https://arena.agilerl.com/api/v1/validations/custom-datasets/validate-reward-fn/status\n
 4245  curl -v https://arena.agilerl.com/api/v1/validations/custom-datasets/validate-reward-fn/ok\n
 4246  claude
 4247  claude --permission-mode plan
 4248  curl https://cursor.com/install -fsS | bash
 4249  agent
 4250  cd ..
 4251  ls
 4252  cursor agilerl-in
 4253  cursor agilerl-inference-deploy
 4254  source /Users/michaelpratt/Projects/2025/agilerl-inference-deploy/.venv/bin/activate
 4255  git switch dev
 4256  git stash
 4257  git switch dev
 4258  git pull dev
 4259  git status
 4260  git pull
 4261  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.48.235.240\n
 4262  cd agilerl-integration
 4263  nvim .
 4264  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.11.103.2\n
 4265  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.48.235.240
 4266  gcloud auth login
 4267  k9s
 4268  cd ../agilerl-integration
 4269  k9s
 4270  exit
 4271  k9s
 4272  cursor agilerl-int
 4273  cursor agilerl-integration
 4274  cd agilerl-inference-deploy
 4275  claude
 4276  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.48.235.240
 4277  gcloud auth login
 4278  k9s
 4279  cd ..
 4280  ;s
 4281  ls
 4282  cursor ray-worker
 4283  cd ..
 4284  claude
 4285  cursor ray-worker
 4286  ls
 4287  cursor vllm_lor
 4288  cursor vllm_lora_server
 4289  cat vllm-lora-server
 4290  cd vllm-lora-server
 4291  ls
 4292  cursor .
 4293  ls
 4294  gcloud auth login
 4295  k9s
 4296  cd agilerl-platform
 4297  ls
 4298  cursor .
 4299  git pull
 4300  docker compose -f .devcontainer/docker-compose.yml build app
 4301  unset DOCKER_DEFAULT_PLATFORM
 4302  docker compose -f .devcontainer/docker-compose.yml build app
 4303  cursor .
 4304  docker compose -f .devcontainer/docker-compose.yml up -d\n
 4305  cursor .
 4306  docker compose -f .devcontainer/docker-compose.yml up -d --force-recreate
 4307  docker logs agilerl-platform_devcontainer-keycloak-1
 4308  docker compose -f .devcontainer/docker-compose.yml up -d --force-recreate
 4309  # 1. Remove existing modules and the lockfile\nrm -rf node_modules pnpm-lock.yaml\n\n# 2. Clear the pnpm cache to ensure no corrupted binaries are kept\npnpm store prune\n\n# 3. Re-install dependencies\npnpm install
 4310  curl -fsSL https://get.pnpm.io/install.sh | sh -
 4311  # 1. Remove existing modules and the lockfile\nrm -rf node_modules pnpm-lock.yaml\n\n# 2. Clear the pnpm cache to ensure no corrupted binaries are kept\npnpm store prune\n\n# 3. Re-install dependencies\npnpm install
 4312  brew install pnpm
 4313  brew install eslint
 4314  brew install prettier
 4315  # 1. Remove existing modules and the lockfile\nrm -rf node_modules pnpm-lock.yaml\n\n# 2. Clear the pnpm cache to ensure no corrupted binaries are kept\npnpm store prune\n\n# 3. Re-install dependencies\npnpm install
 4316  rm -rf node_modules pnpm-lock.yaml\n\n# 2. Clear the pnpm cache to ensure no corrupted binaries are kept\npnpm store prune
 4317  cd frontend
 4318  pnpm install
 4319  pnpm -v
 4320  docker compose -f .devcontainer/docker-compose.yml up -d --force-recreate
 4321  cd ..
 4322  chmod +x .devcontainer/reward-fn-val-init.sh
 4323  docker compose -f .devcontainer/docker-compose.yml up -d --force-recreate
 4324  git status
 4325  git diff
 4326  git diff frontend/src/components/FormFieldComponents.tsx
 4327  git add frontend/src/components/FormFieldComponents.tsx
 4328  git commit -m "Fix icon sizing in error box"
 4329  git commit --no-verify -m "Fix icon sizing in error box"
 4330  git diff
 4331  git status
 4332  git diff  frontend/src/protected/pages/experiments/view/experiment-flow/ExperimentStepper.tsx
 4333  git add  frontend/src/protected/pages/experiments/view/experiment-flow/ExperimentStepper.tsx
 4334  git commit --no-verify -m "Update error message"
 4335  git diff
 4336  git status
 4337  git diff
 4338  git add .
 4339  git commit -m "Minor fixes"
 4340  git add .
 4341  git status
 4342  git restore --staging .devcontainer/reward-fn-val-init.sh
 4343  git restore --staged .devcontainer/reward-fn-val-init.sh
 4344  git status
 4345  git restore --staged .devcontainer/docker-compose.yml
 4346  git restore --staged stripe-webhook
 4347  git restore --staged  arena-deploy-plugin
 4348  git status
 4349  git restore --staged .
 4350  git status
 4351  git diff
 4352  git add frontend/**
 4353  git status
 4354  git commit -m "Fix error message in toast and remove console logs"
 4355  git commit --no-verify  -m "Update ray cluster from b13 to b15"
 4356  git push
 4357  source .venv/bin/activate
 4358  pytest tests/unit/utils/test_env_utils.py
 4359  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@35.186.178.92
 4360  cd agilerl-platform
 4361  docker compose -f .devcontainer/docker-compose.yml up -d --force-recreate
 4362  git pull
 4363  cursor .
 4364  git diff
 4365  git status
 4366  git add frontend/**
 4367  git status
 4368  git commit -m "Adjust error message"
 4369  git commit --no-verify -m "Adjust error message"
 4370  git push
 4371  cd ../.
 4372  cd agileRL
 4373  cd ..
 4374  cd agilerl-platform
 4375  git push
 4376  ping gitlab.agilerl.rlops.ai\ncurl -I https://gitlab.agilerl.rlops.ai
 4377  git fetch origin\n
 4378  git rebase origin/llm-resource-calc
 4379  git status
 4380  git diff
 4381  git restore .
 4382  git diff
 4383  git rebase origin/llm-resource-calc
 4384  git diff origin/llm-
 4385  git diff origin/llm-resource-calc
 4386  git push
 4387  k9s
 4388  gcloud auth login
 4389  cd ..
 4390  cd agilerl-inference-deploy
 4391  ls
 4392  cat GRPO_TESTING_GUIDE.md
 4393  ls
 4394  git pull
 4395  claude 
 4396  k9s
 4397  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@35.186.178.92
 4398  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.145.248.144
 4399  k9s
 4400  gcloud auth login
 4401  k9s
 4402  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.145.248.144
 4403  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.21.18.216
 4404  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@35.245.11.239
 4405  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@35.236.216.13
 4406  cd ..
 4407  ls
 4408  cursor rle_coding_interview
 4409  git pull
 4410  git diff
 4411  git status
 4412  git log --oneline
 4413  git status
 4414  git add solutions/
 4415  git status
 4416  git diff reinforce/
 4417  git restore reinforce/
 4418  git reset --hard origin/separate-solutions
 4419  git status
 4420  git add -u
 4421  git commit -m "Remove attention implementation from SingleHeadSDPA in the non-solution file"
 4422  git log --oneline
 4423  git push
 4424  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@136.107.17.24
 4425  cat ~/.aws/credentials
 4426  gcloud auth login
 4427  k9s
 4428  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@35.186.178.92
 4429  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@136.107.17.24
 4430  cd agilerl-integration
 4431  git fetch origin
 4432  git switch feat/sft
 4433  git switch feat/sft-optimizations
 4434  git status
 4435  git diff
 4436  git restore .
 4437  git switch feat/sft-optimizations
 4438  git pull
 4439  cursor .
 4440  git pull
 4441  /agent
 4442  agen
 4443  agent
 4444  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@136.107.17.24
 4445  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.86.144.114
 4446  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 4447  git switch dev
 4448  git pull
 4449  touch configs/training/rainbow_oom_debugging.yaml
 4450  glcoud auth login
 4451  gcloud auth login
 4452  k9s
 4453  bash ray_jobs/submit-llm-job.sh
 4454  bash ray_jobs/submit-llm-job.sh 69
 4455  k9s
 4456  bash ray_jobs/submit-llm-job.sh
 4457  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@35.85.172.48
 4458  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.85.172.48
 4459  agent
 4460  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 4461  bash ray_jobs/submit-llm-job.sh
 4462  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.85.172.48
 4463  agen
 4464  agent
 4465  ls
 4466  cd ..
 4467  ls
 4468  mkdir agents-learning
 4469  cd agents-learning
 4470  uv venv --python 3.12
 4471  source .venv/bin/activate
 4472  ls
 4473  uv add langgraph
 4474  pip install -U langgraph\n
 4475  uv pip install -U langgraph\n
 4476  cursor .
 4477  source /Users/michaelpratt/Projects/2025/agents-learning/.venv/bin/activate
 4478  touch graph.py
 4479  touch state.py
 4480  python3 model.py
 4481  uv pip install -U langchain
 4482  python3 model.py
 4483  uv pip install langchain-openai
 4484  python3 model.py
 4485  uv pip install langchain-anthropic
 4486  python3 model.py
 4487  uv pip install IPython
 4488  python3 model.py
 4489  cd ..
 4490  ls
 4491  cursor AgileRL
 4492  git fetch origin
 4493  git switch nightly
 4494  git reset --hard origin/nightly
 4495  git pull
 4496  git switch -c vllm-version-update
 4497  rm -rf .venv
 4498  uv venv --python 311
 4499  source /Users/michaelpratt/Projects/2025/agents-learning/.venv/bin/activate
 4500  deactivate
 4501  source .venv/bin/activate
 4502  uv pip install -e .
 4503  uv pip install -e .[llm]
 4504  uv pip install -e ".[llm]"
 4505  deactivate
 4506  rm -rf .venv
 4507  uv venv --python 311
 4508  source .venv/bin/activate
 4509  uv pip install -e ".[llm]"
 4510  git status
 4511  git add pyproject.toml
 4512  git push
 4513  git push --set-upstream origin vllm-version-update
 4514  git status
 4515  git commit -m "Update vllm to 0.13.0 and torch to 2.9.0"
 4516  git status
 4517  pre-commit install
 4518  uv pip install pre-commit
 4519  pre-commit install
 4520  git commit -m "Update vllm to 0.13.0 and torch to 2.9.0"
 4521  git status]
 4522  git status
 4523  git push
 4524  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@136.107.44.178
 4525  gcloud auth login
 4526  k9s
 4527  cd ..
 4528  ls
 4529  cursor agilerl-workloads
 4530  git fetch origin
 4531  git switch workloads
 4532  git pull
 4533  git switch -c deployment-refactor
 4534  ls
 4535  cursor agilerl-platform
 4536  git fetch origin
 4537  git switch dev
 4538  git pull
 4539  git status
 4540  git reset --hard origin/dev
 4541  agent
 4542  git status
 4543  git add -u
 4544  git commit  -m "Update the workloads to deploy new arena-inference on arena-dev"
 4545  git push
 4546  git push --set-upstream origin deployment-refactor
 4547  helm template workloads/arena-inference -s templates/api-deployment.yaml
 4548  brew install helm
 4549  helm template workloads/arena-inference -s templates/api-deployment.yaml
 4550  helm template workloads/arena-inference -s templates/api-deployment.yaml -f overrides/environments/dev/arena-inference/values.yaml
 4551  docker image pull 761296822462.dkr.ecr.us-east-1.amazonaws.com/containers/arena-deploy:py311-cu121-b12
 4552  aws ecr get-login-password --region us-east-1 | docker login --username AWS --password-stdin 761296822462.dkr.ecr.us-east-1.amazonaws.com
 4553  docker image pull 761296822462.dkr.ecr.us-east-1.amazonaws.com/containers/arena-deploy:py311-cu121-b12
 4554  agent
 4555  git diff
 4556  cursor AgileRL
 4557  source .venv/bin/activate
 4558  poetry lock --no-update
 4559  uv pip install poetry
 4560  poetry lock --no-update
 4561  poetry lock --no-upgrade
 4562  poetry lock
 4563  git diff poetry.lock
 4564  git status
 4565  rm poetry.lock
 4566  git status
 4567  git add -u
 4568  git status
 4569  git commit -m "Remove poetry lock"
 4570  git status
 4571  git push
 4572  git status
 4573  git diff
 4574  git stash
 4575  git status
 4576  git diff
 4577  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@136.107.81.75
 4578  cd ~
 4579  cd .kube
 4580  l
 4581  cat config
 4582  cursor config
 4583  git status
 4584  git duff
 4585  git diff
 4586  git add .
 4587  git restore --staged .
 4588  git status
 4589  git switch -c update-cuda-tag
 4590  git add .
 4591  git commit -m "Update cuda tag from 121 to 126"
 4592  git push
 4593  git push --set-upstream origin update-cuda-tag
 4594  git status
 4595  git rm agilerl_ray/agents/control_api.py
 4596  git status
 4597  cd configs
 4598  ls
 4599  cd training
 4600  ls
 4601  touch broken_cnn.yaml
 4602  cd ..
 4603  bash ray_jobs/submit-llm-job.sh
 4604  source .venv/bin/activate
 4605  bash ray_jobs/submit-llm-job.sh
 4606  python3 ray_jobs/kill_ray_job.py
 4607  bash ray_jobs/submit-llm-job.sh
 4608  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 4609  uv pip install -r benchmarking/dashboard/app.py
 4610  uv pip install -r benchmarking/dashboard/requirements-dashboard.txt
 4611  agent
 4612  python3 ray_jobs/kill_ray_job.py
 4613  bash ray_jobs/submit-llm-job.sh
 4614  python ray_jobs/kill_ray_job.py
 4615  bash ray_jobs/submit-llm-job.sh
 4616  bash ray_jobs/submit-llm-job.sh 69
 4617  python ray_jobs/kill_ray_job.py
 4618  bash ray_jobs/submit-llm-job.sh 69
 4619  python ray_jobs/kill_ray_job.py
 4620  bash ray_jobs/submit-llm-job.sh 69
 4621  python ray_jobs/kill_ray_job.py
 4622  bash ray_jobs/submit-llm-job.sh 69
 4623  bash ray_jobs/submit-llm-job.sh run_id 69
 4624  bash ray_jobs/submit-llm-job.sh 69
 4625  python ray_jobs/kill_ray_job.py
 4626  bash ray_jobs/submit-llm-job.sh 69
 4627  k9s
 4628  gcloud auth login
 4629  k9s
 4630  cd -
 4631  cd Projects/2025
 4632  ls
 4633  cursor AgileRL
 4634  git switch main
 4635  git pull
 4636  ls | grep .venv
 4637  rm -rf new_venv
 4638  uv venv --python 311
 4639  source .venv/bin/activate
 4640  uv pip install -e .
 4641  python ray_jobs/kill_ray_job.py
 4642  bash ray_jobs/submit-llm-job.sh 69
 4643  python3 benchmarking/benchmarking_off_policy.py
 4644  bash ray_jobs/submit-llm-job.sh 69
 4645  uv pip install swig
 4646  uv pip install gymnasium[all]
 4647  uv pip install "gymnasium[all]"
 4648  python3 benchmarking/benchmarking_off_policy.py
 4649  PYTORCH_ENABLE_MPS_FALLBACK=1 python3 benchmarking/benchmarking_off_policy.py
 4650  export WANDB_API_KEY=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
 4651  PYTORCH_ENABLE_MPS_FALLBACK=1 python3 benchmarking/benchmarking_off_policy.py
 4652  source /Users/michaelpratt/Projects/2025/agents-learning/.venv/bin/activate
 4653  agent
 4654  PYTORCH_ENABLE_MPS_FALLBACK=1 python3 benchmarking/benchmarking_off_policy.py
 4655  source /Users/michaelpratt/Projects/2025/agents-learning/.venv/bin/activate
 4656  PYTORCH_ENABLE_MPS_FALLBACK=1 python3 benchmarking/benchmarking_off_policy.py
 4657  deactivate
 4658  source .venv/bin/activate
 4659  PYTORCH_ENABLE_MPS_FALLBACK=1 python3 benchmarking/benchmarking_off_policy.py
 4660  export WANDB_API_KEY=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
 4661  PYTORCH_ENABLE_MPS_FALLBACK=1 python3 benchmarking/benchmarking_off_policy.py
 4662  clearn
 4663  clear
 4664  reset
 4665  PYTORCH_ENABLE_MPS_FALLBACK=1 python3 benchmarking/benchmarking_off_policy.py
 4666  source /Users/michaelpratt/Projects/2025/agents-learning/.venv/bin/activate
 4667  deactivate
 4668  source .venv/bin/activate
 4669  export WANDB_API_KEY=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
 4670  PYTORCH_ENABLE_MPS_FALLBACK=1 python3 benchmarking/benchmarking_off_policy.py
 4671  source /Users/michaelpratt/Projects/2025/agents-learning/.venv/bin/activate
 4672  deactivate
 4673  source .venv/bin/activate
 4674  PYTORCH_ENABLE_MPS_FALLBACK=1 python3 benchmarking/benchmarking_off_policy.py
 4675  export WANDB_API_KEY=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
 4676  PYTORCH_ENABLE_MPS_FALLBACK=1 python3 benchmarking/benchmarking_off_policy.py
 4677  source /Users/michaelpratt/Projects/2025/agents-learning/.venv/bin/activate
 4678  deactivate
 4679  source .venv/bin/activate
 4680  ls
 4681  export WANDB_API_KEY=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
 4682  PYTORCH_ENABLE_MPS_FALLBACK=1 python3 benchmarking/benchmarking_off_policy.py
 4683  docker image ls 761296822462.dkr.ecr.us-east-1.amazonaws.com/containers/ray/ray-worker
 4684  docker image ls 761296822462.dkr.ecr.us-east-1.amazonaws.com/containers/ray
 4685  docker image ls 761296822462.dkr.ecr.us-east-1.amazonaws.com/containers/ray/ray-worker
 4686  aws ecr list-images --repository-name containers/ray/ray-worker --region us-east-1
 4687  aws ecr list-images --repository-name containers/ray/ray-worker --region us-east-1 | grep base
 4688  aws ecr list-images --repository-name containers/ray/ray-worker --region us-east-1 | grep "761296822462.dkr.ecr.us-east-1.amazonaws.com/containers/ray/ray-worker:py311-cu121-base-b9"
 4689  aws ecr describe-images \\n  --repository-name containers/ray/ray-worker \\n  --image-ids imageTag=py311-cu121-base-b9 \\n  --region us-east-1
 4690  source /Users/michaelpratt/Projects/2025/agents-learning/.venv/bin/activate
 4691  deactivate
 4692  ls
 4693  \tsource .venv/bin/activate
 4694  export WANDB_API_KEY=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
 4695  PYTORCH_ENABLE_MPS_FALLBACK=1 python3 benchmarking/benchmarking_off_policy.py
 4696  source /Users/michaelpratt/Projects/2025/agents-learning/.venv/bin/activate
 4697  deactivate
 4698  source .venv/bin/activate
 4699  ls
 4700  \texport WANDB_API_KEY=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
 4701  PYTORCH_ENABLE_MPS_FALLBACK=1 python3 benchmarking/benchmarking_off_policy.py
 4702  clear
 4703  source /Users/michaelpratt/Projects/2025/agents-learning/.venv/bin/activate
 4704  deactivate
 4705  \t\texport WANDB_API_KEY=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
 4706  source .venv/bin/activate
 4707  PYTORCH_ENABLE_MPS_FALLBACK=1 python3 benchmarking/benchmarking_off_policy.py
 4708  source /Users/michaelpratt/Projects/2025/agents-learning/.venv/bin/activate
 4709  deactivate
 4710  source .venv/bin/activate
 4711  \t\texport WANDB_API_KEY=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
 4712  PYTORCH_ENABLE_MPS_FALLBACK=1 python3 benchmarking/benchmarking_off_policy.py
 4713  source /Users/michaelpratt/Projects/2025/agents-learning/.venv/bin/activate
 4714  bash find_dqn_commit.sh
 4715  ./find_dqn_commit.sh 10 --summary
 4716  PYTORCH_ENABLE_MPS_FALLBACK=1 python3 benchmarking/benchmarking_off_policy.py
 4717  source /Users/michaelpratt/Projects/2025/agents-learning/.venv/bin/activate
 4718  deactivate
 4719  \t\texport WANDB_API_KEY=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
 4720  source .venv/bin/activate
 4721  PYTORCH_ENABLE_MPS_FALLBACK=1 python3 benchmarking/benchmarking_off_policy.py
 4722  source /Users/michaelpratt/Projects/2025/agents-learning/.venv/bin/activate
 4723  deactivate
 4724  source .venv/bin/activate
 4725  \t\texport WANDB_API_KEY=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
 4726  PYTORCH_ENABLE_MPS_FALLBACK=1 python3 benchmarking/benchmarking_off_policy.py
 4727  source /Users/michaelpratt/Projects/2025/agents-learning/.venv/bin/activate
 4728  deactivate
 4729  source .venv/bin/activate
 4730  \t\texport WANDB_API_KEY=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
 4731  ls
 4732  PYTORCH_ENABLE_MPS_FALLBACK=1 python3 benchmarking/benchmarking_off_policy.py
 4733  git diff
 4734  git status
 4735  git diff 
 4736  git switch -c dqn-bug-fix
 4737  git status
 4738  git add agilerl/algorithms/
 4739  git status
 4740  git add agilerl/training
 4741  git status
 4742  git add tests/
 4743  git status
 4744  git commit -m "Fix dqn soft update bug"
 4745  git add -u
 4746  git commit -m "Fix dqn soft update bug"
 4747  git add -u
 4748  git commit -m "Fix dqn soft update bug"
 4749  git switch vllm-version-update
 4750  git pull
 4751  git diff dqn-bug-fix
 4752  git diff dqn-bug-fix --compact-summary
 4753  git merge dqn-bug-fix
 4754  git push
 4755  k9s
 4756  ruff check . --fix
 4757  uv pip install ruff
 4758  ruff check . --fix
 4759  git status
 4760  git add benchmarking/
 4761  git diff
 4762  git add agilerl/algorithms/dqn.py
 4763  git status 
 4764  git commit -m "Fix ruff linting errors"
 4765  git push
 4766  git pull --rebase
 4767  git push
 4768  k9s
 4769  ls
 4770  cursor agilerl-integration
 4771  git fetch origin
 4772  git switch origin/fix/unlock-workers-for-sim-based
 4773  git switch fix/unlock-workers-for-sim-based
 4774  git diff origin/dev
 4775  git pull
 4776  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@136.107.92.74
 4777  git pull
 4778  git status
 4779  git diff
 4780  git stash 
 4781  git pull
 4782  git switch dev
 4783  git switch fix/unlock-workers-for-sim-based
 4784  git pull
 4785  git switch -c fix/dqn-epsilon-decrementation
 4786  git stash list
 4787  git commit -m "Fix epsilon decrementation with dqn"
 4788  git add -u
 4789  git commit -m "Fix epsilon decrementation with dqn"
 4790  git add -u
 4791  git commit -m "Fix epsilon decrementation with dqn"
 4792  git branch
 4793  git switch dev
 4794  git diff
 4795  git status
 4796  git add -u
 4797  git commit --no-verify -m "Fix epsilon decrementation with dqn"
 4798  git push
 4799  git push --set-upstream origin fix/dqn-epsilon-decrementation
 4800  gcloud auth login
 4801  k9s
 4802  touch deployment_test.py
 4803  python3 deployment_test.py
 4804  source .venv/bin/activate
 4805  python3 deployment_test.py
 4806  agent
 4807  python3 deployment_test.py
 4808  ssh mike@136.107.92.74
 4809  claude
 4810  curl -fsSL https://claude.ai/install.sh | bash
 4811  claude
 4812  ssh mike@34.48.79.143
 4813  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.48.79.143
 4814  gcloud auth login
 4815  k9s
 4816  cursor agilerl-workloads
 4817  k9s
 4818  git switch workloads
 4819  git pull
 4820  agent
 4821  agent --continue
 4822  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.48.79.143
 4823  gcloud auth login
 4824  k9s
 4825  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.48.101.116
 4826  cd ..
 4827  ls
 4828  cursor AgileRL
 4829  git switch nightly 
 4830  git pull
 4831  uv build
 4832  uv publish
 4833  export UV_PUBLISH_TOKEN=bed7244f-176b-4515-b2b0-0328ba3eeafa
 4834  uv publish
 4835  echo $POETRY_PYPI_TOKEN_PYPI
 4836  echo $POETRY_HTTP_BASIC_PYPI_PASSWORD
 4837  cd ~
 4838  ls -a
 4839  cat .zshrc
 4840  cat .zshrc | grep pypi
 4841  cat .zshrc | grep PYPI
 4842  cursor .zshrc
 4843  reset
 4844  echo $UV_PUBLISH_TOKEN
 4845  uv publish
 4846  uv build
 4847  uv publish
 4848  unset UV_PUBLISH_TOKEN
 4849  echo $UV_PUBLISH_TOKEN
 4850  uv publish
 4851  ource /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 4852  git switch dev
 4853  git stash
 4854  git switch dev
 4855  git pull
 4856  agent
 4857  agent --continue
 4858  ls
 4859  git pull
 4860  git switch -c llm-experimentation
 4861  mkdir llm_ray_experimentation
 4862  ls
 4863  touch deepspeed_distribution.md
 4864  git diff
 4865  git status
 4866  git restore agilerl_ray/agents/deepspeed_worker_mvp.py
 4867  git status
 4868  rm agilerl_ray/agents/deepspeed_worker_mvp.py
 4869  git status
 4870  ls
 4871  gcloud auth login
 4872  k9s
 4873  ./ray_jobs/submit-deepspeed-mvp-test.sh
 4874  ls
 4875  ./ray_jobs/submit-deepspeed-mvp-test.sh
 4876  python3 ray_jobs/kill_ray_job.py
 4877  ./ray_jobs/submit-deepspeed-mvp-test.sh
 4878  python3 ray_jobs/kill_ray_job.py
 4879  ./ray_jobs/submit-deepspeed-mvp-test.sh
 4880  \tpython3 ray_jobs/kill_ray_job.py
 4881  ./ray_jobs/submit-deepspeed-mvp-test.sh
 4882  \tpython3 ray_jobs/kill_ray_job.py
 4883  ./ray_jobs/submit-deepspeed-mvp-test.sh
 4884  ls
 4885  git clone https://github.com/huggingface/accelerate.git
 4886  ls
 4887  agent  --continue
 4888  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.150.176.97
 4889  /Users/michaelpratt/Downloads/mouse_wiggler.sh; exit
 4890  l
 4891  cd ..
 4892  ls
 4893  cd ..
 4894  ls
 4895  mv Downloads/useful_script.sh Projects/
 4896  cd Projects
 4897  ls
 4898  chmod +x useful_script.sh
 4899  bash useful_script.sh
 4900  brew install cliclick
 4901  bash useful_script.sh
 4902  gcloud auth login
 4903  k9s
 4904  ls
 4905  cd Projects
 4906  l
 4907  cd 2025
 4908  ls
 4909  cursor agilerl-inference-deploy
 4910  touch request_script.py
 4911  source .venv/bin/activate
 4912  uv pip list | grep gym
 4913  uv pip list | grep pett
 4914  python3 request_script.py
 4915  cd ..
 4916  ls
 4917  bash useful_script.sh
 4918  k9s
 4919  python3 request_script.py
 4920  uv pip install swig && uv pip install "gymnasium[box2d]"
 4921  python3 request_script.py
 4922  cd ..
 4923  cd agilerl-platform
 4924  git pull
 4925  agent
 4926  git switch dev
 4927  git pull
 4928  agent
 4929  cd ../agilerl-workloads
 4930  agent
 4931  git pull
 4932  agent
 4933  kubectl get deployment -n aws:eks:us-east-1:761296822462:cluster/eks-arena-us-east-1 | grep ippo
 4934  kubectl get deployment -n eks-arena-us-east-1 | grep ippo
 4935  kubectl get deployment -n eks-arena-us-east-
 4936  kubectl get configmap appset-arena-plugin-dev -n argocd -o yaml
 4937  python3 request_script.py
 4938  ls
 4939  cd ..
 4940  la
 4941  bash useful_script.sh
 4942  cd ..
 4943  ls
 4944  cd agilerl-platform
 4945  agent
 4946  gcloud auth login
 4947  k9s
 4948  git status
 4949  git stash 
 4950  git fetch
 4951  git switch deployment-refactor
 4952  ls
 4953  cd 2025
 4954  ls
 4955  cursor agilerl-platform
 4956  git status
 4957  git branch
 4958  git switch sft-deployment
 4959  git diff deployment-refactor --compact-summary
 4960  git status
 4961  git diff deployment-refactor --compact-summary
 4962  agent
 4963  source /Users/michaelpratt/Projects/2025/agilerl-inference-deploy/.venv/bin/activate
 4964  git status
 4965  git diff
 4966  git restore .
 4967  git status
 4968  git branch
 4969  git statua
 4970  git status
 4971  git log --oneline
 4972  git status
 4973  git switch improve-observability
 4974  git status
 4975  git stash
 4976  git switch improve-observability
 4977  git diff deployment-refactor
 4978  git diff deployment-refactor --compact-summary
 4979  git log --graph --abbrev-commit --decorate --format=format:'%C(bold blue)%h%C(reset) - %C(bold green)(%ar)%C(reset) %C(white)%s%C(reset) %C(dim white)- %an%C(reset)%C(auto)%d%C(reset)' --all
 4980  git status
 4981  git diff sft-deployment
 4982  git diff sft-deployment --compact-summary
 4983  git switch -c array-handling
 4984  git stash pop
 4985  git status
 4986  git add agilerl_deployment/core/async_client.py
 4987  git status
 4988  git add RL_BASE64_IMPLEMENTATION_PLAN**
 4989  git status
 4990  git add RECOMMENDED_APPROACH.py
 4991  git status
 4992  git commit --no-verify -m "Move base64/hex stuff into its own branch for now"
 4993  git status
 4994  git log improve-observability..sft-deployment --oneline
 4995  git diff improve-observability..sft-deployment 
 4996  git switch improve-observability
 4997  git switch sft-deployment
 4998  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@136.107.3.103
 4999  ssh-add -l
 5000  ssh-add ~/.ssh/id_rsa
 5001  cd ~
 5002  ls
 5003  la -a
 5004  ls -l
 5005  ls -a
 5006  cd .ssh
 5007  ls
 5008  ssh-add ~/.ssh/id_ed25519
 5009  git checkout -b 'improve-observability' 'origin/improve-observability' 
 5010  git fetch origin
 5011  git checkout -b 'improve-observability' 'origin/improve-observability' 
 5012  git checkout 'improve-observability' 'origin/improve-observability' 
 5013  git fetch origin
 5014  git pull origin sft-deployment
 5015  git switch improve-observability
 5016  git pull origin improve-observability
 5017  git switch improve-observability
 5018  git rebase sft-deployment
 5019  git status
 5020  git rebase --continue
 5021  git status
 5022  git add agilerl_deployment/agents/__init__.py
 5023  git rebase --continue
 5024  git status
 5025  git add -u
 5026  git rebase --continue
 5027  git status
 5028  git log --oneline
 5029  git log --graph --abbrev-commit --decorate --format=format:'%C(bold blue)%h%C(reset) - %C(bold green)(%ar)%C(reset) %C(white)%s%C(reset) %C(dim white)- %an%C(reset)%C(auto)%d%C(reset)' --all
 5030  git switch improve-observability
 5031  git switch sft-deployment
 5032  git merge improve-observability
 5033  git push origin sft-deployment
 5034  ssh -A -R 2222:\ngitlab.agilerl.rlops.ai:22 mike@136.107.3.103
 5035  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@136.107.3.103
 5036  git branch
 5037  git switch array-handling
 5038  git reset --soft HEAD~1
 5039  git status
 5040  git restore --staging .
 5041  git restore --staged .
 5042  git status
 5043  git stash
 5044  git switch deployment-refactor
 5045  git stash pop
 5046  git switch sft-deployment
 5047  git status
 5048  git add -u
 5049  git status
 5050  git switch sft-deployment
 5051  git stash
 5052  git switch sft-deployment
 5053  git switch -
 5054  git stash pop
 5055  agent
 5056  git status
 5057  git stash 
 5058  git switch sft-deployment
 5059  git status
 5060  git switch -
 5061  git stash pop
 5062  touch delete_me.py
 5063  agent
 5064  source /Users/michaelpratt/Projects/2025/agilerl-inference-deploy/.venv/bin/activate
 5065  git status
 5066  git switch -c improved-serialization
 5067  git push
 5068  git push --set-upstream origin improved-serialization
 5069  ls
 5070  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@136.107.3.103
 5071  git status
 5072  git add -u
 5073  git status
 5074  git commit -m "Add serialization and deserialization to pydantic schemas"
 5075  git push
 5076  git status
 5077  git diff
 5078  git status
 5079  git add -u
 5080  git status
 5081  git commit -m "Fix leading underscore issue with pydantic"
 5082  git push
 5083  gcloud auth login
 5084  k9s
 5085  clear
 5086  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@136.107.69.45
 5087  ls
 5088  bash useful_script.sh
 5089  gcloud auth login
 5090  k9s
 5091  ls
 5092  cd 202
 5093  cd 2025
 5094  ls
 5095  cursor agilerl-workloads
 5096  git pull
 5097  ls
 5098  cd 2025
 5099  ls
 5100  cursor agilerl-platform
 5101  git pull
 5102  git switch -c deployment-script-update
 5103  k9s
 5104  ls
 5105  cd ..
 5106  ls
 5107  cd Projects
 5108  ls
 5109  cd 2025
 5110  ls
 5111  cursor agilerl-platform
 5112  git status
 5113  git add -u
 5114  pre-commit install
 5115  brew install pre-commit\n
 5116  pre-commit
 5117  git status
 5118  git commit -m "Updated code to align with new serialization and added LLM deployment snippet"
 5119  brew install cargo
 5120  brew install rust
 5121  git commit -m "Updated code to align with new serialization and added LLM deployment snippet"
 5122  git add -u
 5123  git commit -m "Updated code to align with new serialization and added LLM deployment snippet"
 5124  git add -u
 5125  git commit -m "Updated code to align with new serialization and added LLM deployment snippet"
 5126  git push
 5127  git push --set-upstream origin deployment-script-update
 5128  git add -u
 5129  git commit -m "Remove unneccessary import from pz code"
 5130  git push
 5131  k9s
 5132  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@136.107.69.45
 5133  ls
 5134  cursor agilerl-workloads
 5135  git pull
 5136  git switch -c update-deployment-image
 5137  git status
 5138  git add -u
 5139  git status
 5140  git commit -m "update image tag to b13"
 5141  git push
 5142  git push --set-upstream origin update-deployment-image
 5143  git diff dev
 5144  git diff dev --compact-summary
 5145  git checkout -- crates/arena_deploy_plugin/src/controllers/deployment_ctrl.rs crates/billing/src/checkout.rs crates/scheduler/src/gcp_instances.rs
 5146  git status
 5147  git diff dev --compact-summary
 5148  cd /Users/michaelpratt/Projects/2025/agilerl-platform\n\ngit restore --staged --worktree crates/arena_deploy_plugin/src/controllers/deployment_ctrl.rs\ngit restore --staged --worktree crates/billing/src/checkout.rs\ngit restore --staged --worktree crates/scheduler/src/gcp_instances.rs
 5149  git status
 5150  cd ..
 5151  ls
 5152  bash useful_script.sh
 5153  git status
 5154  git add -u
 5155  git commit -m "Import namespace function"
 5156  git status
 5157  git diff
 5158  git add -u
 5159  git commit -m "Import namespace function"
 5160  git push
 5161  git add -u
 5162  git commit -m "Fix namespace"
 5163  git push
 5164  k9s
 5165  gcloud auth login
 5166  k9s
 5167  ls
 5168  mkdir ray_env
 5169  cursor ray_env
 5170  touch ray_env.py
 5171  uv init
 5172  rm pyproject.toml
 5173  uv init
 5174  uv add ray
 5175  uv add gymnasium[all]
 5176  uv add gymnasium[
 5177  uv add gymnasium
 5178  source .venv/bin/activatec
 5179  source .venv/bin/activate
 5180  uv pip install pettingzoo
 5181  python3 ray_env.py
 5182  uv pip install pettingzoo[all]
 5183  uv pip install pettingzoo
 5184  uv pip install pygame
 5185  python3 ray_env.py
 5186  ls
 5187  cursor agilerl-inference-deploy
 5188  ls
 5189  cd agilerl_deployment
 5190  git pull
 5191  python3 ray_env.py
 5192  git status
 5193  git diff
 5194  git status
 5195  cd diff
 5196  git diff
 5197  git status
 5198  git switch deployment-refactor
 5199  git diff
 5200  python3 ray_env.py
 5201  git status
 5202  git doff
 5203  git status
 5204  git diff
 5205  git add -u
 5206  git reset --staged .
 5207  git reset --staging .
 5208  git status
 5209  git restore --staged .
 5210  git status
 5211  git diff
 5212  git add -u
 5213  git commit -m "Small changes to action masking handling"
 5214  pre-commit run --all-files
 5215  git add -u
 5216  git commit -m "Small changes to action masking handling"
 5217  pre-commit install
 5218  git status
 5219  pre-commit run --all-files
 5220  which python3
 5221  python3 --version
 5222  pre-commit clean
 5223  pre-commit run --all-files
 5224  git status
 5225  git diff
 5226  git add -u
 5227  git commit --no-verify -m "Pre-commit hooks"
 5228  git push
 5229  git branch
 5230  git reset --soft HEAD~1
 5231  git status
 5232  git restore --staged .
 5233  git status
 5234  git switch deployment-refactor
 5235  git stash
 5236  git switch deployment-refactor
 5237  git stash pop
 5238  git add -u
 5239  git stash 
 5240  git switch improve
 5241  git brancjh
 5242  git branch
 5243  git switch improve-se
 5244  git branch
 5245  git switch improved-serialization
 5246  git statu
 5247  git status
 5248  git reset --soft HEAD~1
 5249  git status
 5250  git restore --staged .
 5251  git log --oneline
 5252  git reset --soft HEAD~1
 5253  git status
 5254  git restore --staged .
 5255  git status
 5256  git stash
 5257  git switch deployment-refactor
 5258  git stash pop
 5259  git diff core/schema.py
 5260  cursor agilerl-inference-deploy
 5261  python3 ray_env.py
 5262  uv pip install agilerl
 5263  python3 ray_env.py
 5264  source .venv/bin/activate
 5265  python3 ray_env.py
 5266  uv pip install "gymnasium[box2d]"
 5267  python3 ray_env.py
 5268  gcloud auth login
 5269  k9s
 5270  python3 ray_env.py
 5271  git diff
 5272  git status
 5273  git add -u
 5274  git commit -m "Small ammendment to example pz code"
 5275  ls
 5276  cd 2025
 5277  ls
 5278  cursor agilerl-integration
 5279  source .venv/bin/activate
 5280  agent
 5281  python3 ray_env.py
 5282  git push
 5283  python3 ray_env.py
 5284  A
 5285  python3 ray_env.py
 5286  s
 5287  ls
 5288  git clone https://github.com/ray-project/ray.git
 5289  cd ray
 5290  agent
 5291  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@136.107.69.45
 5292  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.86.204.106
 5293  cd ray
 5294  agent
 5295  gcloud auth login
 5296  k9s
 5297  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.86.204.106
 5298  kubectl get secrets --namespace=gitlab --field-selector type=kubernetes.io/dockerconfigjson -o name 2>&1 
 5299  k9s
 5300  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.86.204.106
 5301  k9s
 5302  cd ray
 5303  ls
 5304  cursor .
 5305  cd ..
 5306  ls
 5307  mkdir custom_network_distribution
 5308  cd custom_network_distribution
 5309  cursor .
 5310  uv init
 5311  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.86.204.106
 5312  cd ..
 5313  mv ray/GRPO_DISTRIBUTED_TRAINING_PLAN.md custom_network_distribution
 5314  cd -
 5315  agent
 5316  agent --continue
 5317  agent --resume=1c3bfae6-10fc-4b4c-924c-8741e4ab292e
 5318  python3 run_local_mps.py
 5319  uv venv
 5320  uv pip install -e .
 5321  python3 run_local_mps.py
 5322  source .venv/bin/activate
 5323  uv pip install -e .
 5324  python3 run_local_mps.py
 5325  echo -n "_json_key:$(cat your-gcp-key.json)" | base64
 5326  echo -n "_json_key:$(cat your-gcp-key.json)" 
 5327  cd ~
 5328  ls
 5329  python3 run_local_mps.py
 5330  ls
 5331  cd Downloads
 5332  ls
 5333  ls | grep .json
 5334  echo -n "_json_key:$(cat arena-gke-02-654d9a23481c.json)" | base64 -w0
 5335  bash test_local_multi_node.sh
 5336  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.86.204.106
 5337  bash test_local_multi_node.sh
 5338  export RAY_ENABLE_WINDOWS_OR_OSX_CLUSTER=1\n
 5339  echo $RAY_ENABLE_WINDOWS_OR_OSX_CLUSTER=1
 5340  export RAY_ENABLE_WINDOWS_OR_OSX_CLUSTER=1\n
 5341  bash test_local_multi_node.sh
 5342  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.86.204.106
 5343  ls Downloads
 5344  ls Downloads | grep json
 5345  arena-gke-02-654d9a23481c.json
 5346  kubectl create secret docker-registry gcr-pull-secret \\n  --docker-server=europe-west4-docker.pkg.dev \\n  --docker-username=_json_key \\n  --docker-password="$(cat your-service-account-key.json)" \\n  --namespace=gitlab
 5347  kubectl create secret docker-registry gcr-pull-secret \\n  --docker-server=europe-west4-docker.pkg.dev \\n  --docker-username=_json_key \\n  --docker-password="$(cat arena-gke-02-654d9a23481c.json)" \\n  --namespace=gitlab
 5348  kubectl create secret docker-registry gcr-pull-secret \\n  --docker-server=europe-west4-docker.pkg.dev \\n  --docker-username=_json_key \\n  --docker-password="$(cat Downloads/arena-gke-02-654d9a23481c.json)" \\n  --namespace=gitlab
 5349  cd Projects/2025
 5350  cursor agilerl-workloads
 5351  git switch workloads
 5352  git pull
 5353  helm list -n gitlab\n
 5354  kubectl config get context
 5355  kubectl config get contexts
 5356  kubectl config get-context
 5357  kubectl get context
 5358  kubectl config get context
 5359  kubectl config get-contexts\n
 5360  k9s
 5361  WARNING: Failed to pull image with policy "IfNotPresent": image pull failed: failed to pull and unpack image "europe-west4-docker.pkg.dev/arena-gke-02/gke-arena-europe-west4-repo/arena-deploy:py311-cu126-b13": failed to resolve reference "europe-west4-docker.pkg.dev/arena-gke-02/gke-arena-europe-west4-repo/arena-deploy:py311-cu126-b13": failed to authorize: failed to fetch anonymous token: unexpected status from GET request to https://europe-west4-docker.pkg.dev/v2/token\?scope\=repository%3Aarena-gke-02%2Fgke-arena-europe-west4-repo%2Farena-deploy%3Apull\&service\=europe-west4-docker.pkg.dev: 403 Forbidden\nERROR: Job failed: prepare environment: waiting for pod running: pulling image "europe-west4-docker.pkg.dev/arena-gke-02/gke-arena-europe-west4-repo/arena-deploy:py311-cu126-b13": image pull failed: failed to pull and unpack image "europe-west4-docker.pkg.dev/arena-gke-02/gke-arena-europe-west4-repo/arena-deploy:py311-cu126-b13": failed to resolve reference "europe-west4-docker.pkg.dev/arena-gke-02/gke-arena-europe-west4-repo/arena-deploy:py311-cu126-b13": failed to authorize: failed to fetch anonymous token: unexpected status from GET request to https://europe-west4-docker.pkg.dev/v2/token\?scope\=repository%3Aarena-gke-02%2Fgke-arena-europe-west4-repo%2Farena-deploy%3Apull\&service\=europe-west4-docker.pkg.dev: 403 Forbidden. Check https://docs.gitlab.com/runner/shells/index.html\#shell-profile-loading for more information
 5362  kubectl get secret gcr-pull-secret -n gitlab\n
 5363  helm list -n gitlab\n
 5364  kubectl get secret gar-key -o jsonpath='{.data.\.dockerconfigjson}' | base64 --decode
 5365  kubectl get secret gcr-pull-secret -o jsonpath='{.data.\.dockerconfigjson}' | base64 --decode
 5366  kubectl get secret gcr-pull-secret -o jsonpath='{.data.\.dockerconfigjson}' -n gitlab | base64 --decode
 5367  kubectl get pods -n gitla
 5368  kubectl get pods -n gitlab
 5369  kubectl get configmaps -n gitlab | grep gpu\n
 5370  kubectl describe configmap gpu-gitlab-runner -n gitlab\n
 5371  kubectl get secret gcr-pull-secret -n gitlab -o jsonpath='{.data.\.dockerconfigjson}' | base64 --decode\n
 5372  watch kubectl get pods -n gitlab\n
 5373  watch -n 1 ls
 5374  brew install watch]
 5375  brew install watch
 5376  watch kubectl get pods -n gitlab\n
 5377  kubectl describe pod runner-f6dsbbmuj-project-214-concurrent-0-3yoo5odl -n gitlab\n
 5378  watch kubectl get pods -n gitlab\n
 5379  √
 5380  kubectl describe pod runner-f6dsbbmuj-project-214-concurrent-0-3yoo5odl -n gitlab\n
 5381  watch kubectl get pods -n gitlab\n
 5382  kubectl get events -n gitlab --sort-by='.lastTimestamp' | tail -20\n
 5383  kubectl describe pod runner-f6dsbbmuj-project-214-concurrent-0-qlj4sht6 -n gitlab | grep -i "pull secret"
 5384  kubectl logs gpu-gitlab-runner-8c7855587-4j2ft -n gitlab | tail -50\n
 5385  kubectl get configmap gpu-gitlab-runner -n gitlab -o yaml\n
 5386  cd ../Projects
 5387  ls
 5388  cd 2025
 5389  git clone git@gitlab.agilerl.rlops.ai:cloud/agrl-core.git
 5390  cursor agrl-core
 5391  git branch
 5392  git fetch origin
 5393  git branch
 5394  git switch agrl-core
 5395  agent
 5396  git switch -c "Deploy b13 to staging in arena-inference"
 5397  git switch -c update-staging-deployment
 5398  git commit -m "Deploy b13 to staging in arena-inference"
 5399  git add .
 5400  git commit -m "Deploy b13 to staging in arena-inference"
 5401  git push
 5402  git push --set-upstream origin update-staging-deployment
 5403  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.86.204.106
 5404  git branch
 5405  ssh-add ~/.ssh/id_ed25519
 5406  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@35.194.82.252
 5407  ls
 5408  cursor agilerl-integration
 5409  git status
 5410  git add CAI_INTEGRATION_PLAN.md
 5411  git status
 5412  git clean
 5413  git clean -f
 5414  git status
 5415  git clean -fr
 5416  git clean -rf
 5417  git clean -f
 5418  git status
 5419  git clean -xf
 5420  git status
 5421  git clean -xdf
 5422  git pull
 5423  gcloud auth login
 5424  k9s
 5425  git status
 5426  git restore --staged .
 5427  git status
 5428  git pull
 5429  git restore ray_jobs/
 5430  git pull
 5431  git branch
 5432  git switch llm-checkpointing-bug
 5433  git switch -
 5434  bash ray_jobs/scripts/remote/submit-llm.sh
 5435  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/dpo.yaml 100 's3://agrl-core-arena-dev/organizations/41/custom-datasets/185/dataset/dataset.parquet' 2
 5436  uv venv
 5437  \tsource .venv/bin/activate
 5438  uv pip install -e .
 5439  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/dpo.yaml 100 's3://agrl-core-arena-dev/organizations/41/custom-datasets/185/dataset/dataset.parquet' 2
 5440  uv pip install ray'
 5441  uv pip install ray
 5442  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/dpo.yaml 100 's3://agrl-core-arena-dev/organizations/41/custom-datasets/185/dataset/dataset.parquet' 2
 5443  uv `pip install 'ray[default]'`
 5444  uv pip install 'ray[default]'
 5445  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/dpo.yaml 100 's3://agrl-core-arena-dev/organizations/41/custom-datasets/185/dataset/dataset.parquet' 2
 5446  uv pip list | grep ray
 5447  \tuv pip uninstall ray\
 5448  \tuv pip uninstall ray
 5449  uv pip install ray==2.50.1
 5450  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/dpo.yaml 100 's3://agrl-core-arena-dev/organizations/41/custom-datasets/185/dataset/dataset.parquet' 2
 5451  export $LLM_RUNTIME_ENV="/Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/runtime-envs/llm-runtime-env.yaml"
 5452  export $LLM_RUNTIME_ENV='/Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/runtime-envs/llm-runtime-env.yaml'
 5453  export $LLM_RUNTIME_ENV='/ray_jobs/runtime-envs/llm-runtime-env.yaml'
 5454  export LLM_RUNTIME_ENV='/ray_jobs/runtime-envs/llm-runtime-env.yaml'
 5455  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/dpo.yaml 100 's3://agrl-core-arena-dev/organizations/41/custom-datasets/185/dataset/dataset.parquet' 2
 5456  unset LLM_RUNTIME_ENV
 5457  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/dpo.yaml 100 's3://agrl-core-arena-dev/organizations/41/custom-datasets/185/dataset/dataset.parquet' 2
 5458  export LLM_RUNTIME_ENV='/ray_jobs/runtime-envs/llm-runtime-env.yaml'
 5459  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/dpo.yaml 100 's3://agrl-core-arena-dev/organizations/41/custom-datasets/185/dataset/dataset.parquet' 2
 5460  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/dpo.yaml 100 's3://agrl-core-arena-dev/organizations/41/custom-datasets/182/dataset/dataset.parquet' 2
 5461  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/dpo.yaml 10 's3://agrl-core-arena-dev/organizations/41/custom-datasets/182/dataset/dataset.parquet' 2
 5462  cursor .
 5463  python3 ray_jobs/
 5464  python3 ray_jobs/utils/kill_ray_job.py raysubmit_Z4vKHFgxBQ4vDwdn
 5465  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/dpo.yaml 10 's3://agrl-core-arena-dev/organizations/41/custom-datasets/182/dataset/dataset.parquet' 2
 5466  python3 ray_jobs/utils/kill_ray_job.py raysubmit_1TKJ9tFaJMdg9AhB
 5467  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/dpo.yaml 10 's3://agrl-core-arena-dev/organizations/41/custom-datasets/182/dataset/dataset.parquet' 2
 5468  cd ..
 5469  cd agilerl-platform
 5470  cursor .
 5471  cd dev
 5472  git switch dev
 5473  git pull
 5474  git stash
 5475  git switch llm-checkpointing-bug
 5476  git switch -
 5477  git stash pop
 5478  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/dpo.yaml 10 's3://agrl-core-arena-dev/organizations/41/custom-datasets/182/dataset/dataset.parquet' 2
 5479  agent
 5480  bash submit_ray_job.sh
 5481  source .venv/bin/activate
 5482  bash submit_ray_job.sh
 5483  uv pip install 'ray[default]'
 5484  bash submit_ray_job.sh
 5485  python3 ray_jobs/utils/kill_ray_job.py raysubmit_kMATPHYQVcMmt9N6
 5486  bash submit_ray_job.sh
 5487  echo $LLM_ADDRESS
 5488  bash submit_ray_job.sh
 5489  python3 ray_jobs/utils/kill_ray_job.py raysubmit_mkSWaVn5vSmxLTcz
 5490  bash submit_ray_job.sh
 5491  python3 ray_jobs/utils/kill_ray_job.py raysubmit_mkSWaVn5vSmxLTcz
 5492  bash submit_ray_job.sh
 5493  echo $NUM_WORKERS
 5494  python3 ray_jobs/utils/kill_ray_job.py raysubmit_BZb1AMqVcG3XzBcQ
 5495  bash submit_ray_job.sh
 5496  python3 ray_jobs/utils/kill_ray_job.py raysubmit_9AGSKjA1D23J7CDB
 5497  bash submit_ray_job.sh
 5498  cd ..
 5499  cd ray
 5500  cursor .
 5501  agemt
 5502  agent
 5503  bash submit_ray_job.sh
 5504  python3 ray_jobs/utils/kill_ray_job.py raysubmit_PhP1kxVetvpYB9hU
 5505  bash submit_ray_job.sh
 5506  python3 ray_jobs/utils/kill_ray_job.py raysubmit_97bAEV1UFAfKRHNs
 5507  \tuv pip uninstall ray
 5508  bash submit_ray_job.sh
 5509  uv pip install ray==2.50.1
 5510  bash submit_ray_job.sh
 5511  agent
 5512  git status
 5513  git diff
 5514  git stash
 5515  git switch improve-llm-training
 5516  git switch -c improve-llm-training
 5517  git stash pop
 5518  bash submit_ray_job.sh
 5519  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/dpo.yaml 10 's3://agrl-core-arena-dev/organizations/41/custom-datasets/182/dataset/dataset.parquet' 2
 5520  python3 ray_jobs/utils/kill_ray_job.py raysubmit_dUHXz7D4DdQxGWac
 5521  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/dpo.yaml 10 's3://agrl-core-arena-dev/organizations/41/custom-datasets/182/dataset/dataset.parquet' 2
 5522  python3 ray_jobs/utils/kill_ray_job.py raysubmit_agchaDke2ZyPBMB5
 5523  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/dpo.yaml 10 's3://agrl-core-arena-dev/organizations/41/custom-datasets/182/dataset/dataset.parquet' 2
 5524  python3 ray_jobs/utils/kill_ray_job.py raysubmit_agchaDke2ZyPBMB5
 5525  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/dpo.yaml 10 's3://agrl-core-arena-dev/organizations/41/custom-datasets/182/dataset/dataset.parquet' 2
 5526  python3 ray_jobs/utils/kill_ray_job.py raysubmit_NBF2eavvGWAXurSc
 5527  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/dpo.yaml 10 's3://agrl-core-arena-dev/organizations/41/custom-datasets/182/dataset/dataset.parquet' 2
 5528  cd ..
 5529  cd AgileRL
 5530  git switch feature/zero-3-implementation
 5531  git pull
 5532  git switch nightly
 5533  git pull
 5534  cat pyproject.toml
 5535  python3 ray_jobs/utils/kill_ray_job.py raysubmit_NXvf8wjcY6Z29Wnt
 5536  cat pyproject.toml
 5537  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/dpo.yaml 10 's3://agrl-core-arena-dev/organizations/41/custom-datasets/182/dataset/dataset.parquet' 2
 5538  uv build
 5539  uv publish
 5540  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/dpo.yaml 1 's3://agrl-core-arena-dev/organizations/41/custom-datasets/182/dataset/dataset.parquet' 2
 5541  python3 ray_jobs/utils/kill_ray_job.py raysubmit_MeRzbk6YczRxSDEp
 5542  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/dpo.yaml 1 's3://agrl-core-arena-dev/organizations/41/custom-datasets/182/dataset/dataset.parquet' 2
 5543  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 5544  agent
 5545  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/dpo.yaml 1 's3://agrl-core-arena-dev/organizations/41/custom-datasets/182/dataset/dataset.parquet' 2
 5546  python3 ray_jobs/utils/kill_ray_job.py raysubmit_nCN8Ha1yTJj8VKS7
 5547  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/dpo.yaml 1 's3://agrl-core-arena-dev/organizations/41/custom-datasets/182/dataset/dataset.parquet' 2
 5548  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/dpo.yaml 1 's3://agrl-core-arena-dev/organizations/41/custom-datasets/182/dataset/dataset.parquet' 4
 5549  python3 ray_jobs/utils/kill_ray_job.py raysubmit_jjGtSKCRFwFvW3vX
 5550  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/dpo.yaml 1 's3://agrl-core-arena-dev/organizations/41/custom-datasets/182/dataset/dataset.parquet' 8
 5551  python3 ray_jobs/utils/kill_ray_job.py raysubmit_NTh5kA2QAUN9K5f1
 5552  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/dpo.yaml 1 's3://agrl-core-arena-dev/organizations/41/custom-datasets/182/dataset/dataset.parquet' 8
 5553  ls
 5554  cd Projects
 5555  ls
 5556  cd 2025
 5557  ls
 5558  cursor agilerl-workloads
 5559  git switch workloads
 5560  git pull
 5561  git switch update-prod-deployments
 5562  git switch -c update-prod-deployments
 5563  agent
 5564  git switch workloads
 5565  git pull
 5566  git switch update-prod-deployments
 5567  git add -u
 5568  git commit -m "Update prod to use new deployments image and deprecate cache and inferrence pods"
 5569  git push
 5570  git push --set-upstream origin update-prod-deployments
 5571  git switch workloads
 5572  git diff update-prod-deployments
 5573  git switch update-
 5574  git switch update-prod-deployments
 5575  git add -u
 5576  git commit -m "Fix ingress in api section"
 5577  git push
 5578  gcloud auth login
 5579  k9s
 5580  git switch workloads
 5581  git stash
 5582  git switch workloads
 5583  git pull
 5584  git switch -c fix-deloyment-image
 5585  git stash pop
 5586  git diff
 5587  git add -u
 5588  git commit -m "Fix deployment image tags"
 5589  git push
 5590  git push --set-upstream origin fix-deloyment-image
 5591  ls
 5592  cursor agilerl-platform
 5593  git pull
 5594  git status
 5595  git add -u
 5596  git commit --no-verify -m "New LLM distribution working for basic case of 1 agent across two gpus"
 5597  git switch dev
 5598  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/dpo.yaml 1 's3://agrl-core-arena-dev/organizations/41/custom-datasets/182/dataset/dataset.parquet' 8
 5599  git switch -
 5600  git stash
 5601  git switch -
 5602  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/dpo.yaml 1 's3://agrl-core-arena-dev/organizations/41/custom-datasets/182/dataset/dataset.parquet' 8
 5603  python3 ray_jobs/utils/kill_ray_job.py raysubmit_HTNJVGGi7cGDRxfG
 5604  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/dpo.yaml 1 's3://agrl-core-arena-dev/organizations/41/custom-datasets/182/dataset/dataset.parquet' 8
 5605  python3 ray_jobs/utils/kill_ray_job.py raysubmit_yTvP7HePgReiTPjP
 5606  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/dpo.yaml 1 's3://agrl-core-arena-dev/organizations/41/custom-datasets/182/dataset/dataset.parquet' 8
 5607  python3 ray_jobs/utils/kill_ray_job.py raysubmit_z5Q5DcnD72a8gJVT
 5608  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/dpo.yaml 1 's3://agrl-core-arena-dev/organizations/41/custom-datasets/182/dataset/dataset.parquet' 8
 5609  python3 ray_jobs/utils/kill_ray_job.py raysubmit_a7Am2Z5XX4dVWhd8
 5610  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/dpo.yaml 1 's3://agrl-core-arena-dev/organizations/41/custom-datasets/182/dataset/dataset.parquet' 8
 5611  git diff
 5612  git status
 5613  ./scripts/run-locally.sh
 5614  cd frontend\npnpm install   # first time only\npnpm dev
 5615  cd ..
 5616  cargo loco task seed_data
 5617  agent
 5618  rustup update
 5619  brew install rustup
 5620  cargo loco task seed_data
 5621  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/dpo.yaml 1 's3://agrl-core-arena-dev/organizations/41/custom-datasets/182/dataset/dataset.parquet' 8
 5622  scripts/gen-dot-env-vault.sh
 5623  cargo loco task seed_data\n
 5624  docker compose -f .devcontainer/docker-compose.yml up -d --force-recreate
 5625  aws ecr describe-images \\n  --repository-name containers/ray/ray-worker \\n  --image-ids imageTag=py311-cu121-base-b9 \\n  --region us-east-1
 5626  aws ecr get-login-password --region us-east-1 | docker login --username AWS --password-stdin 761296822462.dkr.ecr.us-east-1.amazonaws.com
 5627  scripts/gen-dot-env-vault.sh
 5628  cargo loco task seed_data\n
 5629  brew install cargo --upgrade
 5630  brew install cargo
 5631  brew install rust
 5632  cargo loco task seed_data\n
 5633  cat rust-toolchain.toml\n
 5634  git diff
 5635  git status
 5636  how to run a docker compose platform locally
 5637  docker compose up\n
 5638  git status
 5639  git stash
 5640  git switch dev
 5641  git switch -
 5642  git stash pop
 5643  git diff
 5644  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/dpo.yaml 1 's3://agrl-core-arena-dev/organizations/41/custom-datasets/182/dataset/dataset.parquet' 8
 5645  docker compose up -d db\n
 5646  cd .devcontainer
 5647  docker compose up -d db\n
 5648  docker compose up -d keycloak\n
 5649  docker compose logs -f keycloak  # wait until the /realms/arena endpoint returns 200\n
 5650  docker compose up -d app api aws env-validator reward-fn-validator\n
 5651  python3 ray_jobs/utils/kill_ray_job.py raysubmit_B45k5AL17NVSqwnr
 5652  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/dpo.yaml 1 's3://agrl-core-arena-dev/organizations/41/custom-datasets/182/dataset/dataset.parquet' 8
 5653  cd frontend
 5654  cd ..
 5655  cd frontend
 5656  pnpm install
 5657  cd /workspaces/agilerl-platform/frontend\nrm -rf node_modules\n
 5658  cd ..
 5659  rm -rf node_modules
 5660  cd frontend
 5661  pnpm install
 5662  git diff
 5663  git status
 5664  git add -u
 5665  git commit -m "Fix hanging worker issue"
 5666  pre-commit install
 5667  git commit -m "Fix hanging worker issue"
 5668  git add -u
 5669  git commit -m "Fix hanging worker issue"
 5670  git add -u
 5671  git commit -m "Fix hanging worker issue"
 5672  git add -u
 5673  git commit -m "Fix hanging worker issue"
 5674  git add -u
 5675  git commit -m "Fix hanging worker issue"
 5676  git add -u
 5677  git commit --no-verify -m "Fix hanging worker issue"
 5678  docker compose down\n
 5679  docker compose up -d app\n
 5680  cd ../.devcontainer
 5681  docker compose down\n
 5682  docker compose up -d app\n
 5683  docker compose exec app bash -c "cd /workspaces/agilerl-platform/frontend && pnpm install"
 5684  cd ..
 5685  docker compose exec app bash -c "cd /workspaces/agilerl-platform/frontend && pnpm install"
 5686  cd .devcontainer
 5687  docker down
 5688  docker compose down
 5689  docker compose up -d db\n
 5690  docker compose up -d keycloak\n
 5691  docker compose up -d app api aws env-validator reward-fn-validator\n
 5692  docker compose up -d keycloak\n
 5693  docker compose up -d app api aws env-validator reward-fn-validator\n
 5694  bash local-platform-run.sh
 5695  cd ..
 5696  bash scripts/local-platform-run.sh
 5697  lsof -i :3001
 5698  lsof -ti :3001 | xargs kill -9
 5699  lsof -i :3001
 5700  git status
 5701  git restore .devcontainer/docker-compose.yml
 5702  cd .devcontainer
 5703  docker compose down
 5704  git status
 5705  cd ..
 5706  git diff
 5707  git status
 5708  bash scripts/local-platform-run.sh
 5709  pytest test_llm_agent.py
 5710  git status
 5711  git diff
 5712  git add -u
 5713  git commit -m "Do some tidy up around distributed setup"
 5714  git add -u
 5715  git commit --no-verify -m "Do some tidy up around distributed setup"
 5716  git push
 5717  git push --set-upstream origin improve-llm-training
 5718  git switch dev
 5719  python3 ray_jobs/utils/kill_ray_job.py raysubmit_u7FrgSuKw28rFLu9
 5720  git switch -
 5721  python3 ray_jobs/utils/kill_ray_job.py raysubmit_u7FrgSuKw28rFLu9
 5722  git restore .
 5723  git switch -
 5724  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/dpo.yaml 1 's3://agrl-core-arena-dev/organizations/41/custom-datasets/182/dataset/dataset.parquet' 8
 5725  git branch
 5726  git diff feat/sft-optimizations agilerl_ray/agents/llm_agent.py
 5727  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/dpo.yaml 1 's3://agrl-core-arena-dev/organizations/41/custom-datasets/182/dataset/dataset.parquet' 8
 5728  python3 kill_ray_job.py raysubmit_gcg7UjVyGtsiQQYw
 5729  python3 ray_jobs/utils/kill_ray_job.py /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/utils/kill_ray_job.py
 5730  python3 ray_jobs/utils/kill_ray_job.py raysubmit_gcg7UjVyGtsiQQYw
 5731  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/dpo.yaml 1 's3://agrl-core-arena-dev/organizations/41/custom-datasets/182/dataset/dataset.parquet' 2
 5732  python3 ray_jobs/utils/kill_ray_job.py raysubmit_9CRfwRRWEB1QVDjF
 5733  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/dpo.yaml 1 's3://agrl-core-arena-dev/organizations/41/custom-datasets/182/dataset/dataset.parquet' 2
 5734  git status
 5735  git diff
 5736  git status
 5737  git switch -c fix-race-condition
 5738  git status
 5739  git diff
 5740  git add agilerl_ray/agents/llm_agent.py
 5741  git commit -m "Fix race condition"
 5742  git add agilerl_ray/agents/llm_agent.py
 5743  git commit -m "Fix race condition"
 5744  pre-commit install
 5745  git commit -m "Fix race condition"
 5746  git add .pre-commit-config.yaml
 5747  git commit -m "Fix race condition"
 5748  git add .pre-commit-config.yaml
 5749  git add -u
 5750  git commit -m "Fix race condition"
 5751  git push
 5752  git add pyproject.toml
 5753  git commit -m "Update minor version"
 5754  git push
 5755  git push --set-upstream origin fix-race-condition
 5756  python3 ray_jobs/utils/kill_ray_job.py raysubmit_1UQhVFeh4P96i5UQ
 5757  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/dpo.yaml 1 's3://agrl-core-arena-dev/organizations/41/custom-datasets/182/dataset/dataset.parquet' 8
 5758  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 5759  cd
 5760  cd -
 5761  git log --oneline
 5762  git reset --soft HEAD~2
 5763  git status
 5764  git restore --staged ray_jobs/
 5765  git restore --staged configs/
 5766  git status
 5767  git add diff
 5768  git diff
 5769  git commit -m "Fix race condition"
 5770  git push
 5771  git push origin fix-race-condition --force-with-lease
 5772  git stats
 5773  git status
 5774  git diff
 5775  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/dpo.yaml 1 's3://agrl-core-arena-dev/organizations/41/custom-datasets/182/dataset/dataset.parquet' 8
 5776  ruff check . --fix
 5777  uv pip install ruff
 5778  pre-commit run --all-files
 5779  ruff check . --fix
 5780  git add -u
 5781  git commit -m "Fix ruff linting"
 5782  git push
 5783  docker compose exec db psql -U loco -d keycloak -c "UPDATE REALM SET ssl_required='NONE' WHERE id='arena';"\n
 5784  cd .devcontainer
 5785  docker compose exec db psql -U loco -d keycloak -c "UPDATE REALM SET ssl_required='NONE' WHERE id='arena';"\n
 5786  docker compose restart keycloak\n
 5787  docker compose exec db psql -U loco -d keycloak -c "SELECT id, name, ssl_required FROM REALM;"\n
 5788  docker compose exec db psql -U loco -d keycloak -c "UPDATE REALM SET ssl_required='NONE' WHERE id='0fbaafab-920c-4580-b245-cfbd8879735c';"\n
 5789  docker compose restart keycloak\n
 5790  docker compose exec db psql -U loco -d keycloak -c "UPDATE REALM SET ssl_required='NONE';"\n
 5791  docker compose restart keycloak\n
 5792  pre-commit --version
 5793  ruff --version
 5794  pre-commit run --all-files
 5795  git status
 5796  git diff
 5797  git add -u
 5798  git commit -m "Pre-commit wokery"
 5799  git add -u
 5800  git commit -m "Pre-commit wokery"
 5801  ruff check . --fix
 5802  git add -u
 5803  git commit -m "Pre-commit wokery"
 5804  git add -u
 5805  git commit -m "Pre-commit wokery"
 5806  git status
 5807  pre-commit run --all-files
 5808  git add -u
 5809  git commit -m "Pre-commit wokery"
 5810  git push
 5811  docker compose exec keycloak /opt/bitnami/keycloak/bin/kcadm.sh set-password \\n  --realm arena \\n  --username your-username \\n  --new-password newpassword
 5812  docker compose exec keycloak /opt/bitnami/keycloak/bin/kcadm.sh config credentials \\n  --server http://localhost:8080 \\n  --realm master \\n  --user admin \\n  --password admin
 5813  docker compose exec keycloak mkdir -p /home/keycloak/.keycloak\n
 5814  psql "postgres://loco:loco@localhost:5432/agilerl_platform_development" -f .devcontainer/test_data_agents.sql
 5815  brew install psql
 5816  brew install postgresql
 5817  psql "postgres://loco:loco@localhost:5432/agilerl_platform_development" -f .devcontainer/test_data_agents.sql
 5818  cd ..
 5819  psql "postgres://loco:loco@localhost:5432/agilerl_platform_development" -f .devcontainer/test_data_agents.sql
 5820  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.91.223.206
 5821  git diff
 5822  git status
 5823  git restore README.md
 5824  git status
 5825  git diff scripts/frontend-run.sh
 5826  git restore scripts/frontend-run.sh
 5827  git status
 5828  git restore .devcontainer/test_data_agents.sql
 5829  git status
 5830  git diff 
 5831  cd frontend\nnpm run test -- src/protected/pages/agents/shared/__tests__/CreateAgentModal.test.tsx
 5832  pnpm install
 5833  pnpm run test -- src/protected/pages/agents/shared/__tests__/CreateAgentModal.test.tsx
 5834  pnpm run test -- src/customHooks/__tests__/useLimitReachedModals.test.tsx
 5835  cd frontend && pnpm run test -- CreateAgentModal
 5836  pnpm run test -- CreateAgentModal
 5837  ls
 5838  cd .
 5839  cd ..
 5840  ls
 5841  git status
 5842  git diff
 5843  git diff frontend/src/customHooks/__tests__/useLimitReachedModals.test.tsx
 5844  git diff frontend/src/protected/pages/agents/shared/__tests__/CreateAgentModal.test.tsx
 5845  git diff improve-llm-training configs/training/dpo.yaml
 5846  git diff frontend/src/customHooks/useLimitReachedModals.tsx
 5847  git status
 5848  git restore frontend/src
 5849  git status
 5850  git diff
 5851  git status
 5852  git statis
 5853  git status
 5854  git add -u
 5855  git restore --staged .
 5856  git status
 5857  git pull dev
 5858  git pull
 5859  git switch -c fix-snippet-indent
 5860  git add -u
 5861  git commit -m "Remove indent from code snippets"
 5862  git status
 5863  git restore .
 5864  git diff
 5865  git log --oneline
 5866  git status
 5867  git push
 5868  git push --set-upstream origin fix-snippet-indent
 5869  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.91.223.206
 5870  ls
 5871  cd Projects
 5872  ls
 5873  cd 2025
 5874  ls
 5875  cursor agilerl-integration
 5876  ssh-add ~/.ssh/id_ed25519
 5877  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.86.95.117
 5878  git switch dev
 5879  git pull
 5880  ./build-and-upload-package.sh
 5881  cd agilerl-workloads
 5882  git switch workloads
 5883  git pull
 5884  cursor ,
 5885  cursor .
 5886  git switch -c update-agilerl-version
 5887  git status
 5888  git diff
 5889  git add -u
 5890  git commit -m "Update agilerl-ray version"
 5891  git push
 5892  git push --set-upstream origin update-agilerl-version
 5893  cd ..
 5894  ls
 5895  cursor agilerl-integration
 5896  source .venv/bin/activate
 5897  ls
 5898  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/dpo.yaml 1 's3://agrl-core-arena-dev/organizations/41/custom-datasets/182/dataset/dataset.parquet' 8
 5899  cursor AgileRL
 5900  git pull
 5901  python3 benchmarking/benchmarking_multi_agent_on_policy.py
 5902  uv pip install -e .
 5903  ls
 5904  ls -a
 5905  cd .venv
 5906  cd ..
 5907  source .venv/bin/activate
 5908  python3 benchmarking/benchmarking_multi_agent_on_policy.py
 5909  agent
 5910  python3 benchmarking/benchmarking_multi_agent_on_policy.py
 5911  git switch -c minor-bug-fixes
 5912  git status
 5913  git diff
 5914  git status
 5915  git restore benchmarking/
 5916  git restore configs/
 5917  git status
 5918  git diff
 5919  git add -u
 5920  git commit -m "Squeeze discrete actions in IPPO"
 5921  git push
 5922  git push --set-upstream origin minor-bug-fixes
 5923  agent
 5924  source /Users/michaelpratt/Projects/2025/agents-learning/.venv/bin/activate
 5925  git diff
 5926  git status
 5927  git diff
 5928  python3 benchmarking/benchmarking_multi_agent_on_policy.py
 5929  deactivate
 5930  source .venv/bin/activate
 5931  python3 benchmarking/benchmarking_multi_agent_on_policy.py
 5932  claude
 5933  agent
 5934  python3 benchmarking/benchmarking_multi_agent_on_policy.py
 5935  git diff
 5936  python3 benchmarking/benchmarking_multi_agent_on_policy.py
 5937  agent
 5938  git diff
 5939  git status
 5940  git diff agilerl/algorithms/core/base.py
 5941  git log --oneline
 5942  git restore agilerl/algorithms/core/base.py
 5943  git diff
 5944  git diff agilerl/algorithms/ippo.py
 5945  python3 benchmarking/benchmarking_multi_agent_on_policy.py
 5946  python3 ray_jobs/utils/kill_ray_job.py raysubmit_9UawxJjifpNxmiXV
 5947  git switch improve-llm-training
 5948  git stash
 5949  git switch improve-llm-training
 5950  git switch  -
 5951  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/dpo.yaml 1 's3://agrl-core-arena-dev/organizations/41/custom-datasets/182/dataset/dataset.parquet' 8
 5952  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.86.95.117
 5953  git pull
 5954  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/dpo.yaml 1 's3://agrl-core-arena-dev/organizations/41/custom-datasets/182/dataset/dataset.parquet' 8
 5955  python3 benchmarking/benchmarking_multi_agent_on_policy.py
 5956  git branch
 5957  python3 benchmarking/benchmarking_multi_agent_on_policy.py
 5958  git status
 5959  git diff
 5960  git status
 5961  git add agilerl/algorithms/
 5962  git status
 5963  git commit -m "Fix env defined actions for vectorized case"
 5964  git add agilerl/algorithms/
 5965  git commit -m "Fix env defined actions for vectorized case"
 5966  git push
 5967  pytest -k test_ippo_get_action_agent_masking_batched
 5968  uv run pytest -k test_ippo_get_action_agent_masking_batched
 5969  git status
 5970  git diff tests/
 5971  git add -u tests/
 5972  git status
 5973  git commit -m "Added batched test to ippo"
 5974  git add -u tests/
 5975  git commit -m "Added batched test to ippo"
 5976  git push
 5977  sudo killall Python
 5978  sudo pkill python
 5979  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.86.95.117
 5980  xit
 5981  k9s
 5982  ls
 5983  cursor agilerl-workloads
 5984  git switch workloads
 5985  git pull
 5986  k9s
 5987  gcloud auth login
 5988  k9s
 5989  ls
 5990  cd ..
 5991  ls
 5992  cd ..
 5993  ls
 5994  mkdir Learning
 5995  cd L
 5996  cd Learning
 5997  mkdir learn_typescript
 5998  cd learn_typescript
 5999  mkdir basics
 6000  cursor basics
 6001  npm install -g typescript\n
 6002  touch hello_world.ts
 6003  tsc hello_world.ts
 6004  cd ..
 6005  mkdir rag
 6006  cd rag
 6007  npm init -y
 6008  git init
 6009  ls -a
 6010  brew install ollama
 6011  npm install ollama
 6012  npm install -D typescript
 6013  npx tsc --init
 6014  touch src/index.ts .env .gitignore\n
 6015  mkdir src
 6016  touch src/index.ts \n
 6017  mkdir data
 6018  cd src
 6019  mkdir documents
 6020  npm install -D ts-node\n
 6021  npm install -D tsx\n
 6022  npm install pdf-parse\n
 6023  npm run dev
 6024  npm run
 6025  node index.ts
 6026  npm run dev
 6027  ls
 6028  cursor .
 6029  ssh-add ~/.ssh/id_ed25519
 6030  gcloud auth login
 6031  k9s
 6032  ls
 6033  cursor agilerl-inference-deploy
 6034  git fetch origin
 6035  git switch rebased-sft-deployment
 6036  git status
 6037  git diff
 6038  git stash
 6039  git switch rebased-sft-deployment
 6040  git status
 6041  git add .
 6042  git status
 6043  git restore --staged .
 6044  git stash
 6045  git switch rebased-sft-deployment
 6046  git pull
 6047  bash scripts/docker/docker-build.sh b14
 6048  cursor agilerl-platform
 6049  cursor agilerl-workloads
 6050  git pull
 6051  \t\tgit status
 6052  git switch -c inference-image-b14
 6053  git status
 6054  git add -u
 6055  git commit -m "Upgrade dev to deployment image to b14"
 6056  git push --help
 6057  git push --help | grep set-upstream
 6058  git push
 6059  git push --set-upstream origin inference-image-b14
 6060  cursor agilerl-integration
 6061  git branch
 6062  git switch feat/sft-optimizations
 6063  git status
 6064  git diff
 6065  git restore .
 6066  git switch feat/sft-optimizations
 6067  git switch -
 6068  touch grpo.txt
 6069  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 1 's3://agrl-core-arena-dev/organizations/41/custom-datasets/185/dataset/dataset.parquet' 8
 6070  source .venv/bin/activate
 6071  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 1 's3://agrl-core-arena-dev/organizations/41/custom-datasets/185/dataset/dataset.parquet' 8
 6072  python3 ray_jobs/utils/kill_ray_job.py raysubmit_KVLa9SMNQRqbgFH5
 6073  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/dpo.yaml 1 's3://agrl-core-arena-dev/organizations/41/custom-datasets/182/dataset/dataset.parquet' 8
 6074  python3 ray_jobs/utils/kill_ray_job.py raysubmit_bnsAVtRvVddRBJcL
 6075  bash scripts/docker/docker-publish.sh b14
 6076  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.186.111.83
 6077  gcloud auth login
 6078  bash scripts/docker/docker-publish.sh b14
 6079  aws ecr get-login-password --region us-east-1 | docker login --username AWS --password-stdin 761296822462.dkr.ecr.us-east-1.amazonaws.com
 6080  bash scripts/docker/docker-publish.sh b14
 6081  gcloud auth configure-docker europe-west4-docker.pkg.dev
 6082  bash scripts/docker/docker-publish.sh b14
 6083  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 1 's3://agrl-core-arena-dev/organizations/41/custom-datasets/182/dataset/dataset.parquet' 8
 6084  python3 ray_jobs/utils/kill_ray_job.py raysubmit_FXTMw3nVBeKTzugY
 6085  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/dpo.yaml 1 's3://agrl-core-arena-dev/organizations/41/custom-datasets/182/dataset/dataset.parquet' 8
 6086  python3 ray_jobs/utils/kill_ray_job.py raysubmit_tdzBRj122sCWTevf
 6087  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/dpo.yaml 1 's3://agrl-core-arena-dev/organizations/41/custom-datasets/182/dataset/dataset.parquet' 8
 6088  git status
 6089  git diff
 6090  git stash
 6091  git pull
 6092  git stash pop
 6093  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 1 's3://agrl-core-arena-dev/organizations/41/custom-datasets/182/dataset/dataset.parquet' 2
 6094  python3 ray_jobs/utils/kill_ray_job.py raysubmit_ECjfXcupmjBkrAEL
 6095  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 6096  claude
 6097  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 1 's3://agrl-core-arena-dev/organizations/41/custom-datasets/182/dataset/dataset.parquet' 's3://agrl-core-arena-dev/organizations/41/custom-datasets/185/experiments/1942/reward.py' 2
 6098  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/dpo.yaml 1 's3://agrl-core-arena-dev/organizations/41/custom-datasets/182/dataset/dataset.parquet' 8
 6099  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 1 's3://agrl-core-arena-dev/organizations/41/custom-datasets/182/dataset/dataset.parquet' 's3://agrl-core-arena-dev/organizations/41/custom-datasets/185/experiments/1942/reward.py' 2
 6100  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/dpo.yaml 1 's3://agrl-core-arena-dev/organizations/41/custom-datasets/182/dataset/dataset.parquet' 8
 6101  git status
 6102  git diff
 6103  git status
 6104  git restore agilerl_ray/
 6105  git status
 6106  git diff
 6107  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/dpo.yaml 1 's3://agrl-core-arena-dev/organizations/41/custom-datasets/182/dataset/dataset.parquet' 8
 6108  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 6109  deactivate
 6110  source .venv/bin/activate
 6111  python3 ray_jobs/utils/kill_ray_job.py raysubmit_vzmd21ViKkiYXZbW
 6112  python3 ray_jobs/utils/kill_ray_job.py raysubmit_xBt2sWNCBRCbH1wF
 6113  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 1 's3://agrl-core-arena-dev/organizations/41/custom-datasets/182/dataset/dataset.parquet' 's3://agrl-core-arena-dev/organizations/41/custom-datasets/185/experiments/1942/reward.py' 2
 6114  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 1 's3://agrl-core-arena-dev/organizations/41/custom-datasets/185/dataset/dataset.parquet' 2 's3://agrl-core-arena-dev/organizations/41/custom-datasets/185/experiments/1942/reward.py' 
 6115  python3 ray_jobs/utils/kill_ray_job.py raysubmit_Lxdvdbq9B8M8ZNEq
 6116  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 1 's3://agrl-core-arena-dev/organizations/41/custom-datasets/185/dataset/dataset.parquet' 8 's3://agrl-core-arena-dev/organizations/41/custom-datasets/185/experiments/1942/reward.py' 
 6117  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 10 's3://agrl-core-arena-dev/organizations/41/custom-datasets/185/dataset/dataset.parquet' 8 's3://agrl-core-arena-dev/organizations/41/custom-datasets/185/experiments/1942/reward.py' 
 6118  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/dpo.yaml 1 's3://agrl-core-arena-dev/organizations/41/custom-datasets/182/dataset/dataset.parquet' 8
 6119  python3 ray_jobs/utils/kill_ray_job.py raysubmit_tpiUpNJ6unZCyXd4
 6120  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 10 's3://agrl-core-arena-dev/organizations/41/custom-datasets/185/dataset/dataset.parquet' 8 's3://agrl-core-arena-dev/organizations/41/custom-datasets/185/experiments/1942/reward.py' 
 6121  python3 ray_jobs/utils/kill_ray_job.py raysubmit_ZSBjLDhCESHSpXTw
 6122  uv pip install liger-kernel
 6123  uv pip install liger-kernel==0.7.0
 6124  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 10 's3://agrl-core-arena-dev/organizations/41/custom-datasets/185/dataset/dataset.parquet' 8 's3://agrl-core-arena-dev/organizations/41/custom-datasets/185/experiments/1942/reward.py' 
 6125  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 6126  claude
 6127  claude --continue
 6128  git status
 6129  git diff
 6130  git status
 6131  git add agilerl_ray
 6132  git status
 6133  git add pyproject.toml
 6134  git statu
 6135  git status
 6136  git commit -m "Fix small resoucre allocation bug"
 6137  git status
 6138  got add agilerl_ray
 6139  git add agilerl_ray/
 6140  git status
 6141  git commit -m "Fix small resoucre allocation bug"
 6142  git push
 6143  python3 ray_jobs/utils/kill_ray_job.py raysubmit_ncnuWEvBaTYE32A7
 6144  source .venv/bin/activate
 6145  python3 ray_jobs/utils/kill_ray_job.py raysubmit_ncnuWEvBaTYE32A7
 6146  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 10 's3://agrl-core-arena-dev/organizations/41/custom-datasets/185/dataset/dataset.parquet' 8 's3://agrl-core-arena-dev/organizations/41/custom-datasets/185/experiments/1942/reward.py' 
 6147  python3 ray_jobs/utils/kill_ray_job.py raysubmit_KMADrKu8USTVmn7H
 6148  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 10 's3://agrl-core-arena-dev/organizations/41/custom-datasets/185/dataset/dataset.parquet' 8 's3://agrl-core-arena-dev/organizations/41/custom-datasets/185/experiments/1942/reward.py' 
 6149  python3 ray_jobs/utils/kill_ray_job.py raysubmit_WjFhKFXfTEqZ6Q21
 6150  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 10 's3://agrl-core-arena-dev/organizations/41/custom-datasets/185/dataset/dataset.parquet' 8 's3://agrl-core-arena-dev/organizations/41/custom-datasets/185/experiments/1942/reward.py' 
 6151  python3 ray_jobs/utils/kill_ray_job.py raysubmit_1aCmkhnr4bdZLcfe
 6152  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 10 's3://agrl-core-arena-dev/organizations/41/custom-datasets/185/dataset/dataset.parquet' 8 's3://agrl-core-arena-dev/organizations/41/custom-datasets/185/experiments/1942/reward.py' 
 6153  python3 ray_jobs/utils/kill_ray_job.py raysubmit_eDWX95GSD4pUUM6L
 6154  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 10 's3://agrl-core-arena-dev/organizations/41/custom-datasets/185/dataset/dataset.parquet' 8 's3://agrl-core-arena-dev/organizations/41/custom-datasets/185/experiments/1942/reward.py' 
 6155  python3 ray_jobs/utils/kill_ray_job.py raysubmit_EuvvM3QWWsxuubjs
 6156  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 10 's3://agrl-core-arena-dev/organizations/41/custom-datasets/185/dataset/dataset.parquet' 8 's3://agrl-core-arena-dev/organizations/41/custom-datasets/185/experiments/1942/reward.py' 
 6157  source .venv/bin/activate
 6158  git status
 6159  git diff
 6160  git status
 6161  git add agilerl_ray
 6162  git status
 6163  git commit -m "Using sleep model, move deepspeed weights on and off cpu to maximise memory"
 6164  git commit -m "Using sleep model, move deepspeed weights on and off cpu to maximise GRAM"
 6165  git add agilerl_ray
 6166  git status
 6167  git commit -m "Using sleep model, move deepspeed weights on and off cpu to maximise GRAM"
 6168  git add agilerl_ray
 6169  git commit -m "Using sleep model, move deepspeed weights on and off cpu to maximise GRAM"
 6170  git status
 6171  git diff
 6172  git status
 6173  git diff
 6174  git add agilerl_ray
 6175  git commit -m "Add zero3 guard in parameter movement"
 6176  git add agilerl_ray
 6177  git commit --no-verify -m "Add zero3 guard in parameter movement"
 6178  ource /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 6179  python3 ray_jobs/utils/kill_ray_job.py raysubmit_wzx7TxptpBU5RE8T
 6180  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 10 's3://agrl-core-arena-dev/organizations/41/custom-datasets/185/dataset/dataset.parquet' 8 's3://agrl-core-arena-dev/organizations/41/custom-datasets/185/experiments/1942/reward.py' 
 6181  python3 ray_jobs/utils/kill_ray_job.py raysubmit_eji9ieyiJuDTzztx
 6182  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 10 's3://agrl-core-arena-dev/organizations/41/custom-datasets/185/dataset/dataset.parquet' 8 's3://agrl-core-arena-dev/organizations/41/custom-datasets/185/experiments/1942/reward.py' 
 6183  k9s
 6184  gcloud auth login
 6185  k9s
 6186  kubectl describe pod ray-dev-llm-head-kpkl9 -n ray-dev-llm
 6187  kubectl get context
 6188  kubectl get contexts
 6189  kubectl config get-contexts
 6190  kubectl config set-context gke_arena-gke-02_europe-west4_gke-arena-europe-west4
 6191  kubectl describe pod ray-dev-llm-head-kpkl9 -n ray-dev-llm
 6192  kubectl describe pod ray-dev-llm-head-kpkl9 -n ray-dev-llm+
 6193  kubectl get namespaces
 6194  kubectl config get-contexts
 6195  kubectl config set-context gke_arena-gke-02_europe-west4_gke-arena-europe-west4
 6196  kubectl config get-contexts
 6197  kubectl config use-context gke_arena-gke-02_europe-west4_gke-arena-europe-west4
 6198  kubectl describe pod ray-dev-llm-head-kpkl9 -n ray-dev-llm
 6199  kubectl describe pod ray-dev-llm-head-kpkl9 -n ray-dev-llm | grep oom
 6200  kubectl describe pod ray-dev-llm-head-kpkl9 -n ray-dev-llm | grep memory
 6201  kubectl describe pod ray-dev-llm-head-kpkl9 -n ray-dev-llm 
 6202  kubectl describe pod ray-dev-llm-head-kpkl9 -n ray-dev-llm | state
 6203  kubectl describe pod ray-dev-llm-head-kpkl9 -n ray-dev-llm | grep state
 6204  kubectl describe pod ray-dev-llm-head-kpkl9 -n ray-dev-llm | grep last
 6205  git diff
 6206  git status
 6207  git diff
 6208  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 10 's3://agrl-core-arena-dev/organizations/41/custom-datasets/185/dataset/dataset.parquet' 8 's3://agrl-core-arena-dev/organizations/41/custom-datasets/185/experiments/1942/reward.py' 
 6209  k9s
 6210  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 10 's3://agrl-core-arena-dev/organizations/41/custom-datasets/185/dataset/dataset.parquet' 8 's3://agrl-core-arena-dev/organizations/41/custom-datasets/185/experiments/1942/reward.py' 
 6211  cd ~ 
 6212  cd .aws
 6213  ls
 6214  cat config
 6215  cat credentials
 6216  python3 ray_jobs/utils/kill_ray_job.py raysubmit_3jMXGtXYamX9SHaF
 6217  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 10 's3://agrl-core-arena-dev/organizations/41/custom-datasets/185/dataset/dataset.parquet' 8 's3://agrl-core-arena-dev/organizations/41/custom-datasets/185/experiments/1942/reward.py' 
 6218  ls
 6219  mkdir unsloth_exploration
 6220  cd unsloth_exploration
 6221  git clone https://github.com/unslothai/unsloth.git
 6222  git clone https://github.com/unslothai/unsloth-zoo.git
 6223  claude
 6224  curl http://o2-otel-collector.o2-prod.svc.cluster.local:8888/metrics
 6225  kubectl top pods -n o2-prod | grep o2-otel-collector
 6226  k9s
 6227  l
 6228  ls
 6229  cd agilerl-workloads
 6230  cursor .
 6231  agent
 6232  python3 ray_jobs/utils/kill_ray_job.py raysubmit_zeyiXbEws42rWwrj
 6233  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 10 's3://agrl-core-arena-dev/organizations/41/custom-datasets/185/dataset/dataset.parquet' 8 's3://agrl-core-arena-dev/organizations/41/custom-datasets/185/experiments/1942/reward.py' 
 6234  gcloud auth login
 6235  k9s
 6236  ls
 6237  cd ..
 6238  ls
 6239  bash useful_script.sh
 6240  ssh-add ~/.ssh/id_ed25519
 6241  cursor agilerl-workloads
 6242  git status
 6243  git diff origin/inference-image-b14
 6244  git switch workloads
 6245  git pull
 6246  git switch -c update-all-inference-b14
 6247  git add -u
 6248  git status 
 6249  git commit -m "Update dev and staging image to b14"
 6250  git push
 6251  git push --set-upstream origin update-all-inference-b14
 6252  claude
 6253  git dif
 6254  git diff
 6255  git status
 6256  git diff
 6257  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 10 's3://agrl-core-arena-dev/organizations/41/custom-datasets/185/dataset/dataset.parquet' 8 's3://agrl-core-arena-dev/organizations/41/custom-datasets/185/experiments/1942/reward.py' 
 6258  source .venv/bin/activate
 6259  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 10 's3://agrl-core-arena-dev/organizations/41/custom-datasets/185/dataset/dataset.parquet' 8 's3://agrl-core-arena-dev/organizations/41/custom-datasets/185/experiments/1942/reward.py' 
 6260  git diff
 6261  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@136.107.61.177
 6262  k9s
 6263  python3 ray_jobs/utils/kill_ray_job.py raysubmit_jLC6u36txV6Np18a
 6264  source .venv/bin/activate
 6265  python3 ray_jobs/utils/kill_ray_job.py raysubmit_jLC6u36txV6Np18a
 6266  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 10 's3://agrl-core-arena-dev/organizations/41/custom-datasets/185/dataset/dataset.parquet' 8 's3://agrl-core-arena-dev/organizations/41/custom-datasets/185/experiments/1942/reward.py' 
 6267  git diff
 6268  git status
 6269  git diff configs/accelerate/deepspeed.json
 6270  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 10 's3://agrl-core-arena-dev/organizations/41/custom-datasets/185/dataset/dataset.parquet' 8 's3://agrl-core-arena-dev/organizations/41/custom-datasets/185/experiments/1942/reward.py' 
 6271  claude
 6272  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 10 's3://agrl-core-arena-dev/organizations/41/custom-datasets/185/dataset/dataset.parquet' 8 's3://agrl-core-arena-dev/organizations/41/custom-datasets/185/experiments/1942/reward.py' 
 6273  ls
 6274  cd ..
 6275  bash useful_script.sh
 6276  git staut
 6277  git status
 6278  git diff
 6279  git add -u
 6280  git commit -m "Cloning LLMs by passing adapter state dicts from worker to worker via object store"
 6281  git add -u
 6282  git commit -m "Cloning LLMs by passing adapter state dicts from worker to worker via object store"
 6283  git add -u
 6284  git commit -m "Cloning LLMs by passing adapter state dicts from worker to worker via object store"
 6285  git add -u
 6286  git commit -m "Cloning LLMs by passing adapter state dicts from worker to worker via object store"
 6287  git add -u
 6288  git commit -m "Cloning LLMs by passing adapter state dicts from worker to worker via object store"
 6289  git add -u
 6290  git commit -m "Cloning LLMs by passing adapter state dicts from worker to worker via object store"
 6291  git add -u
 6292  git commit -m "Cloning LLMs by passing adapter state dicts from worker to worker via object store"
 6293  claude
 6294  python3 ray_jobs/utils/kill_ray_job.py Mathematics for Machine Learning
 6295  python3 ray_jobs/utils/kill_ray_job.py raysubmit_8pje6srbfwrTJGeQ
 6296  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/dpo.yaml 1 's3://agrl-core-arena-dev/organizations/41/custom-datasets/182/dataset/dataset.parquet' 8
 6297  python3 ray_jobs/utils/kill_ray_job.py raysubmit_QbgHByzRLGRBA9Y5
 6298  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/dpo.yaml 1 's3://agrl-core-arena-dev/organizations/41/custom-datasets/182/dataset/dataset.parquet' 8
 6299  git status
 6300  git diff
 6301  git add agilerl_ray/
 6302  git add configs/accelerate/
 6303  git status
 6304  git add tests/
 6305  git commit -m "Optimize deepspeed configuration for zero 2 distribution"
 6306  git add tests/
 6307  git add agilerl_ray/
 6308  git status
 6309  git commit -m "Optimize deepspeed configuration for zero 2 distribution"
 6310  git push
 6311  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 10 's3://agrl-core-arena-dev/organizations/41/custom-datasets/185/dataset/dataset.parquet' 8 's3://agrl-core-arena-dev/organizations/41/custom-datasets/185/experiments/1942/reward.py' 
 6312  brew install discord
 6313  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@8.228.100.144
 6314  ls
 6315  cd 2025
 6316  ls
 6317  cursor agilerl-inference-deploy
 6318  git switch dev
 6319  git status
 6320  git diff
 6321  git stash
 6322  git switch -c bug/action_masking
 6323  git stash pop
 6324  git diff
 6325  git add -u
 6326  git commit -m "Adjust build script to detect arch of machine you're building from and make adjustments to the docker build args"
 6327  claude
 6328  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@8.228.100.144
 6329  gcloud auth login
 6330  k9s
 6331  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@8.228.100.144
 6332  git status
 6333  git diff
 6334  git stash
 6335  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 10 's3://agrl-regression-testing/datasets/reasoning/gsm8k.parquet' 8 's3://agrl-regression-testing/datasets/reasoning/gsm8k_reward.py'
 6336  git pull
 6337  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 10 's3://agrl-regression-testing/datasets/reasoning/gsm8k.parquet' 8 's3://agrl-regression-testing/datasets/reasoning/gsm8k_reward.py'
 6338  git status
 6339  python3 ray_jobs/utils/kill_ray_job.py raysubmit_QVjbWiYaJpNHpCwu
 6340  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 10 's3://agrl-regression-testing/datasets/reasoning/gsm8k.parquet' 8 's3://agrl-regression-testing/datasets/reasoning/gsm8k_reward.py'
 6341  cd ..
 6342  cd AgileRL
 6343  cd nightly
 6344  git switch nightly
 6345  git pull
 6346  cursor .
 6347  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 10 's3://agrl-regression-testing/datasets/reasoning/gsm8k.parquet' 8 's3://agrl-regression-testing/datasets/reasoning/gsm8k_reward.py'
 6348  python3 ray_jobs/utils/kill_ray_job.py raysubmit_52i27Rhv8aEf3rA9
 6349  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 10 's3://agrl-regression-testing/datasets/reasoning/gsm8k.parquet' 8 's3://agrl-regression-testing/datasets/reasoning/gsm8k_reward.py'
 6350  git status
 6351  git diff
 6352  git restore .
 6353  git status
 6354  git pull
 6355  git switch -c feature/remove-llm-progress-bars
 6356  git status
 6357  git add -u
 6358  git restore --staged .
 6359  git switch nightly
 6360  git status
 6361  git add agilerl/
 6362  git diff HEAD~1
 6363  git diff
 6364  git restore --staged .
 6365  git diff
 6366  git add -u
 6367  git commit -m "Suppress tqdm progress bars in vllm generation"
 6368  git status
 6369  git diff HEAD~1
 6370  git push
 6371  git status
 6372  uv build
 6373  uv publish
 6374  git diff
 6375  git add -u
 6376  git commit -m "Update main version to 2.5.0"
 6377  git add -u
 6378  git commit -m "Update main version to 2.5.0"
 6379  git push
 6380  claude
 6381  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 6382  claude
 6383  git status
 6384  git diff
 6385  git add agilerl_ray
 6386  git status
 6387  git commit -m "Allow alternative dataset names in epochs_to_steps"
 6388  git diff
 6389  git status
 6390  git diff
 6391  git add -u
 6392  git commit -m "Allow alternative dataset names in epochs_to_steps"
 6393  git add -u
 6394  git commit -m "Allow alternative dataset names in epochs_to_steps"
 6395  uvx ty check
 6396  deactivate
 6397  rm -rf .venv
 6398  uv pip install -e .
 6399  uv venv
 6400  source .venv/bin/activate
 6401  uv pip install -e .
 6402  uvx ty check
 6403  uvx ty check > checks.txt
 6404  k9s
 6405  gcloud auth login
 6406  k9s
 6407  source /Users/michaelpratt/Projects/2025/agilerl-inference-deploy/.venv/bin/activate
 6408  pytest -k test_app_get_action_multi_agent_discrete_action_mask
 6409  uv run pytest -k test_app_get_action_multi_agent_discrete_action_mask
 6410  uv pip install pytest
 6411  uv run pytest -k test_app_get_action_multi_agent_discrete_action_mask
 6412  git status
 6413  git switch dev
 6414  git pull
 6415  uv run pytest -k test_app_get_action_multi_agent_discrete_action_mask
 6416  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.91.17.89
 6417  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@8.228.84.185
 6418  xit
 6419  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@8.228.84.185
 6420  gcloud auth login
 6421  k9s
 6422  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.48.248.130
 6423  ls
 6424  cursor agilerl-inference-deploy
 6425  git statu
 6426  git status
 6427  git diff
 6428  git fetch origin
 6429  git stash
 6430  git switch bug/dependency-issues
 6431  git status
 6432  git pull
 6433  git log --oneline
 6434  git switch bug/action_masking
 6435  git log --oneline
 6436  git diff bug/dependency-issues
 6437  git switch bug/dependency-issues
 6438  git cherry-pick a905167
 6439  git status
 6440  git log --oneline
 6441  git diff HEAD~1
 6442  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.48.248.130
 6443  ls
 6444  cd ..
 6445  ls
 6446  cursor agilerl-integration
 6447  touch data_shortener.py
 6448  python3 data_shortener.py
 6449  source .venv/bin/activate
 6450  python3 data_shortener.py
 6451  git status
 6452  git diff
 6453  git status
 6454  git add -u
 6455  git status
 6456  git diff origin/improve-llm-training
 6457  git status
 6458  git diff
 6459  git diff origin/improve-llm-training
 6460  git diff
 6461  git diff origin/improve-llm-training
 6462  git commit -m "Make liger-kerenl only install for linux platform"
 6463  git switch feature/llm-benchmarks
 6464  git status
 6465  git add -u
 6466  git commit -m "Restore grpo config"
 6467  git add -u
 6468  git commit -m "Restore grpo config"
 6469  git status
 6470  git switch feature/llm-benchmarks
 6471  git pull
 6472  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.48.248.130
 6473  git pull
 6474  git branch
 6475  uv run python scripts/run_all_benchmarks.py --dry-run
 6476  git log --oneline
 6477  uv run python scripts/run_all_benchmarks.py --filter GRPO, DPO
 6478  uv run python scripts/run_all_benchmarks.py --filter GRPO,DPO
 6479  git status
 6480  git diff
 6481  git add -u
 6482  git commit -m "Configure LLM benchmarks"
 6483  git add -u
 6484  git commit -m "Configure LLM benchmarks"
 6485  git status
 6486  git diff agilerl-2.5.0
 6487  git fetch origin
 6488  git diff agilerl-2.5.0
 6489  git diff -- agilerl-2.5.0
 6490  git switch agilerl-2.5.0
 6491  git diff feature/llm-benchmarks
 6492  git switch -
 6493  git diff agilerl-2.5.0
 6494  git diff agilerl-2.5.0 pyproject.toml
 6495  uv run python scripts/run_all_benchmarks.py --filter GRPO,DPO
 6496  git branch
 6497  git log --oneline
 6498  git status
 6499  git diff
 6500  git stash
 6501  git branch
 6502  git switch improve-llm-training
 6503  git switch -
 6504  uv run python scripts/run_all_benchmarks.py --filter GRPO,DPO
 6505  git stash pop
 6506  uv run python scripts/run_all_benchmarks.py --filter GRPO,DPO
 6507  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 6508  uv run streamlit run benchmarking/dashboard/app.py
 6509  agent
 6510  uv run python scripts/run_all_benchmarks.py --filter GRPO,DPO
 6511  uv run streamlit run benchmarking/dashboard/app.py
 6512  python3 data_shortener.py
 6513  uv run python scripts/run_all_benchmarks.py --filter GRPO,DPO
 6514  uv run streamlit run benchmarking/dashboard/app.py
 6515  uv run python scripts/run_all_benchmarks.py --filter GRPO
 6516  kubectl get secret gcr-pull-secret -n gitlab-runner -o jsonpath='{.type}'\n
 6517  kubectl get secret gcr-pull-secret --all-namespaces
 6518  kubectl get secret gcr-pull-secret -n gitlab
 6519  kubectl config get-contexts\n
 6520  kubectl config use-context arn:aws:eks:us-east-1:761296822462:cluster/eks-arena-us-east-1
 6521  kubectl config current-context\n
 6522  kubectl get secret gcr-pull-secret -n gitlab
 6523  kubectl get secret gcr-pull-secret -n gitlab -o jsonpath='{.data.\.dockerconfigjson}' | base64 -d\n
 6524  helm list -n gitlab\n
 6525  helm list -A\n
 6526  kubectl get pods -A | grep gitlab
 6527  kubectl describe deployment gpu-gitlab-runner -n gitlab\n
 6528  kubectl describe pod runner-nzanud3pq-project-110-concurrent-0-rcxyjne6 -n gitlab
 6529  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.48.248.130
 6530  ls
 6531  cd 2025
 6532  ls
 6533  cursor agilerl-inference-deploy
 6534  git status
 6535  git fetch origin
 6536  git switch ci-fixes
 6537  git pull
 6538  git diff ci-fixes bug/dependency-issues
 6539  uv run python scripts/run_all_benchmarks.py --filter GRPO
 6540  glcoud auth login
 6541  gcloud auth login
 6542  gcloud config get-value project\n
 6543  gcloud auth list\n
 6544  gcloud config set project arena-gke-02\n
 6545  gcloud iam workload-identity-pools list --location=global\n
 6546  gcloud iam service-accounts list\n
 6547  gcloud projects get-iam-policy arena-gke-02 \\n  --flatten="bindings[].members" \\n  --filter="bindings.members:artifactregistry-reader@arena-gke-02.iam.gserviceaccount.com" \\n  --format="table(bindings.role)"
 6548  gcloud iam workload-identity-pools list --location=global --format=json
 6549  gcloud iam workload-identity-pools create "gitlab-pool" \\n  --project="arena-gke-02" \\n  --location="global" \\n  --display-name="GitLab CI Pool"
 6550  gcloud iam workload-identity-pools providers create-oidc "gitlab-provider" \\n  --project="arena-gke-02" \\n  --location="global" \\n  --workload-identity-pool="gitlab-pool" \\n  --display-name="GitLab Provider" \\n  --attribute-mapping="google.subject=assertion.sub,attribute.project_path=assertion.project_path,attribute.ref=assertion.ref" \\n  --issuer-uri="https://gitlab.agilerl.rlops.ai"
 6551  gcloud iam service-accounts create "gitlab-ci-sa" \\n  --project="arena-gke-02" \\n  --display-name="GitLab CI Service Account"
 6552  gcloud projects add-iam-policy-binding arena-gke-02 \\n  --member="serviceAccount:gitlab-ci-sa@arena-gke-02.iam.gserviceaccount.com" \\n  --role="roles/artifactregistry.writer"
 6553  gcloud iam service-accounts add-iam-policy-binding \\n  "gitlab-ci-sa@arena-gke-02.iam.gserviceaccount.com" \\n  --project="arena-gke-02" \\n  --role="roles/iam.workloadIdentityUser" \\n  --member="principalSet://iam.googleapis.com/projects/994733068303/locations/global/workloadIdentityPools/gitlab-pool/attribute.project_path/containers/agilerl-inference-deploy"
 6554  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.48.248.130
 6555  uv run python scripts/run_all_benchmarks.py --filter GRPO
 6556  git push
 6557  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.48.248.130
 6558  cd AgileRL
 6559  git pull
 6560  uv build
 6561  rm -rf dist
 6562  git switch main
 6563  git pull
 6564  uv build
 6565  ls dist
 6566  uv publish
 6567  cd ..
 6568  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.48.248.130
 6569  uv run python scripts/run_all_benchmarks.py --filter GRPO
 6570  ls
 6571  cursor agilerl-workloads
 6572  uv run python scripts/run_all_benchmarks.py --filter GRPO
 6573  gcloud auth login
 6574  k9s
 6575  uv run python scripts/run_all_benchmarks.py --filter DPO
 6576  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 6577  python3 ray_jobs/utils/kill_ray_job.py DPO-Human-NoMut_2026030410222300
 6578  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 6579  source .venv/bin/activate
 6580  python3 ray_jobs/utils/kill_ray_job.py DPO-Human-NoMut_2026030410222300
 6581  git status
 6582  git diff
 6583  ls
 6584  git diff pyproject.toml
 6585  git diff
 6586  git status
 6587  git add -u
 6588  git commit -m "Add LLM benchmarks"
 6589  git add -u
 6590  git commit -m "Add LLM benchmarks"
 6591  git push
 6592  git status
 6593  git switch improve-llm-training
 6594  git diff feature/llm-benchmarks
 6595  git merge feature/llm-benchmarks
 6596  git merge --abort
 6597  cd ~/.aws
 6598  cat credentials
 6599  ls
 6600  git status
 6601  ls
 6602  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@35.245.233.201
 6603  git switch feature/llm-benchmarks
 6604  git pull
 6605  ruff check . --fix
 6606  uv pip install ruf
 6607  uv pip install ruff
 6608  ruff check . --fix
 6609  git status
 6610  git diff
 6611  git add -u
 6612  git restore --staged .
 6613  git diff
 6614  git add -u
 6615  ruff check . --fix
 6616  rm -rf data_shortener.py
 6617  ruff check . --fix
 6618  git status
 6619  git commit -m "Ruff check fix"
 6620  git push
 6621  pre-commit run --all-files
 6622  git add -u
 6623  pre-commit inst
 6624  pre-commit install
 6625  git add -u
 6626  git status
 6627  git commit -m "Add coverage-baseline.json"
 6628  git push
 6629  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.48.248.130
 6630  curl https://gitlab.agilerl.rlops.ai/.well-known/openid-configuration\n
 6631  git switch bug/
 6632  git switch bug/dependency-issues
 6633  git pull
 6634  git status
 6635  git pull --rebase
 6636  git log --oneline
 6637  git diff origin/bug/dependency-issues
 6638  touch test.sh
 6639  chmod +x test.sh
 6640  bash test.sh
 6641  gitlab-ci-local debug:token
 6642  git status
 6643  git add -u
 6644  git commit -m "Add temporary gitlab CI debugging"
 6645  git add -u
 6646  git commit -m "Add temporary gitlab CI debugging"
 6647  git push
 6648  git add -u
 6649  git commit -m "More ci debugging"
 6650  git push
 6651  git add -u
 6652  git commit -m "Even more debugging"
 6653  git add -u
 6654  git commit -m "Even more debugging"
 6655  git push
 6656  git status
 6657  git add -i
 6658  git add -u
 6659  git commit -m "manual test of the WIF token exchange flow"
 6660  git add -u
 6661  git commit -m "manual test of the WIF token exchange flow"
 6662  git push
 6663  git add -u
 6664  git commit -m "Fix tempfolder issue"
 6665  git push
 6666  git add -u
 6667  git commit -m "Fix indentation issues"
 6668  git add -u
 6669  git commit --no-verify -m "debug: test WIF token exchange"\n
 6670  git push
 6671  git status
 6672  git add -u
 6673  git commit --no-verify -m "debug: test WIF token exchange"\n
 6674  git reseet --soft HEAD~1
 6675  git reset --soft HEAD~1
 6676  git status
 6677  git commit -m "debug: test WIF token exchange"\n
 6678  git add -u
 6679  git commit -m "debug: test WIF token exchange"\n
 6680  git push
 6681  git add -u
 6682  git commit -m "Add json to file before sending debug request"
 6683  git add -u
 6684  git commit -m "Add json to file before sending debug request"
 6685  git push
 6686  git add -u
 6687  git commit -m "Simplify json statement"
 6688  git add -u
 6689  git commit -m "Simplify json statement"
 6690  git push
 6691  git add -u
 6692  git commit -m "Simplify json statement"
 6693  git add -u
 6694  git commit --no-verify -m "Simplify json statement"
 6695  git push
 6696  git add -u
 6697  git commit -m "Fix json errors in yaml"
 6698  git add -u
 6699  git commit --no-verify -m "Fix json errors in yaml"
 6700  git push
 6701  git add -u
 6702  git commit --no-verify -m "Fix json errors in yaml"
 6703  git push
 6704  gcloud auth login
 6705  gcloud iam workload-identity-pools providers describe gitlab-provider \\n  --workload-identity-pool="gitlab-pool" \\n  --location="global" \\n  --project="arena-gke-02"
 6706  git add -u
 6707  git commit -m "Try alpine image"
 6708  git add -u
 6709  git commit -m "Try alpine image"
 6710  git add -u
 6711  git commit -m "Add multi-line formatting"
 6712  git add -u
 6713  git commit -m "Add multi-line formatting"
 6714  git push
 6715  touch debug_script.py
 6716  git add -u
 6717  git commit -m "Move debug python statement to script"
 6718  git add -u
 6719  git commit -m "Move debug python statement to script"
 6720  git push
 6721  git add -u
 6722  git commit -m "Put wget in quotations"
 6723  git push
 6724  git status
 6725  git add scripts/debug_script.py
 6726  git commit -m "Add debug script"
 6727  git add scripts/debug_script.py
 6728  git commit -m "Add debug script"
 6729  git push
 6730  git add -u
 6731  git commit -m "Use curl instead"
 6732  git add -u
 6733  git commit -m "Use curl instead"
 6734  git push
 6735  gcloud iam workload-identity-pools list --location=global --project=arena-gke-02\n
 6736  gcloud iam workload-identity-pools providers list \\n  --workload-identity-pool="gitlab-pool" \\n  --location=global \\n  --project=arena-gke-02\n\ngcloud iam service-accounts get-iam-policy \\n  gitlab-ci-sa@arena-gke-02.iam.gserviceaccount.com \\n  --project=arena-gke-02
 6737  curl -s https://gitlab.agilerl.rlops.ai/-/jwks | python3 -m json.tool\n
 6738  curl -v https://gitlab.agilerl.rlops.ai/-/jwks
 6739  curl -v https://gitlab.agilerl.rlops.ai/oauth/discovery/keys\n
 6740  curl -s https://gitlab.agilerl.rlops.ai/oauth/discovery/keys | python3 -m json.tool\n
 6741  echo "cDo8AigXGXKYV_SYfvmEH90TVRGwL5LSaKzxwcDPi4" | cut -d'.' -f1 | base64 -d 2>/dev/null\n
 6742  echo "TJU9cq7eQU56cIeS0PZyBd9Zo6QwH0vaJX_5Waipr0U\n\n" | cut -d'.' -f1 | base64 -d 2>/dev/null\n
 6743  echo "cDo8AigXGXKYV_SYfvmEH90TVRGwL5LSaKzxwcDPi4" | cut -d'.' -f1 | base64 -d 2>/dev/null | cat
 6744  python3 -c "\nimport base64, json, sys\ntoken = 'TJU9cq7eQU56cIeS0PZyBd9Zo6QwH0vaJX_5Waipr0U'\nheader = token.split('.')[0]\npadded = header + '=' * (4 - len(header) % 4)\nprint(json.loads(base64.urlsafe_b64decode(padded)))\n"
 6745  curl -s https://gitlab.agilerl.rlops.ai/oauth/discovery/keys > /tmp/gitlab-jwks.json\n\ngcloud iam workload-identity-pools providers update-oidc "gitlab-provider" \\n  --workload-identity-pool="gitlab-pool" \\n  --location="global" \\n  --project="arena-gke-02" \\n  --jwk-json-path="/tmp/gitlab-jwks.json"
 6746  git status
 6747  git add -u
 6748  git commit -m "STS token exchnage now working try running pipeline again"
 6749  git add -u
 6750  git commit -m "STS token exchnage now working try running pipeline again"
 6751  git push
 6752  gcloud auth login
 6753  k9s
 6754  git status
 6755  git add -u
 6756  git commit -m "Change runner rom gpu to large and comment test stage out for now"
 6757  git push
 6758  claude
 6759  git status
 6760  git diff
 6761  git add -u
 6762  git commit -m "Make docker install more memory efficient"
 6763  git add -u
 6764  git commit -m "Make docker install more memory efficient"
 6765  git  push
 6766  ls
 6767  cursor agilerl-integration
 6768  git switch dev
 6769  git pull
 6770  git switch improve-llm-training
 6771  git pull
 6772  git diff origin/improve-llm-training
 6773  git push
 6774  git rebase dev
 6775  git status
 6776  git add -u
 6777  git commit -m "Rebased onto dev"
 6778  git status
 6779  git add -u
 6780  git rebase --continue
 6781  git add -u
 6782  git rebase --continue
 6783  git add -u
 6784  git rebase --continue
 6785  git add -u
 6786  git rebase --continue
 6787  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 6788  pytest -k TestLLMAgentManagerGetMeanScoreHistory
 6789  uv run pytest -k TestLLMAgentManagerGetMeanScoreHistory
 6790  git ad -u
 6791  git add -u
 6792  git rebase --continue
 6793  git add -u
 6794  git rebase --continue
 6795  git status
 6796  git switch -c rebased-improve-llm-training
 6797  git push
 6798  git push --set-upstream origin rebased-improve-llm-training
 6799  git status
 6800  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.48.10.230
 6801  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.48.10.230
 6802  k9s
 6803  uv run python scripts/run_all_benchmarks.py --filter GRPO
 6804  k9s
 6805  uv run python scripts/run_all_benchmarks.py --filter GRPO
 6806  ruff check . --fix
 6807  uv pip install ruff
 6808  ruff check . --fix
 6809  pip install ruff
 6810  source .venv/bin/activate
 6811  ruff check . --fix
 6812  git add -u
 6813  git commit -m "Fix ruff errors"
 6814  git add -u
 6815  git commit -m "Fix ruff errors"
 6816  git push
 6817  git pull --rebase
 6818  git push
 6819  ruff check . --fix
 6820  pre-commit run all-files
 6821  pre-commit run --all-files
 6822  git add -u
 6823  pre-commit run --all-files
 6824  git add -u
 6825  pre-commit run --all-files
 6826  git status
 6827  pre-commit install
 6828  git commit -m "Fix grpo.yaml linting issue"
 6829  git push
 6830  git status
 6831  uv run python scripts/run_all_benchmarks.py --filter DPO,GRPO
 6832  cursor agilerl-workloads
 6833  git switch dev
 6834  git switch workloads
 6835  git pull
 6836  uv run python scripts/run_all_benchmarks.py --filter DPO,GRPO
 6837  \tgit stash
 6838  git switch dev
 6839  git stash
 6840  git switch dev
 6841  git switch -
 6842  git stash pop
 6843  git diff
 6844  uv run python scripts/run_all_benchmarks.py --filter DPO,GRPO
 6845  git switch -c inference-py313-cu128-v1.0.2 
 6846  git add -u
 6847  git commit -m "Update image tag to py313-cu128-v1.0.2 for dev"
 6848  git push
 6849  git push --set-upstream origin inference-py313-cu128-v1.0.2
 6850  git status
 6851  source /Users/michaelpratt/Projects/2025/agilerl-inference-deploy/.venv/bin/activate
 6852  python3 benchmarking/dashboard/app.py
 6853  deactivate
 6854  source .venv/bin/activate
 6855  python3 benchmarking/dashboard/app.py
 6856  streamlit run benchmarking/dashboard/app.py
 6857  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.48.10.230
 6858  streamlit run benchmarking/dashboard/app.py
 6859  git switch workloads
 6860  git stash
 6861  git switch workloads
 6862  git pull
 6863  git status
 6864  git diff
 6865  git add -u
 6866  git restore --staged .
 6867  git status
 6868  git switch -c inference-py313-cu128-v1.0.3
 6869  git statu
 6870  git status
 6871  git add .
 6872  git commit -m "Incremement inference tag"
 6873  git push
 6874  git push --set-upstream origin inference-py313-cu128-v1.0.3
 6875  ls
 6876  cd Projects
 6877  ls
 6878  cd 2025
 6879  ls
 6880  cd agilerl-workloads
 6881  git switch workloads
 6882  git pull
 6883  cursor
 6884  cursor .
 6885  cd ..
 6886  ;s
 6887  ls
 6888  cursor agilerl-integration
 6889  git switch dev
 6890  git status
 6891  git diff
 6892  git diff origin/dev
 6893  git fetch origin
 6894  git diff origin/dev
 6895  git diff
 6896  git stash
 6897  git switch dev
 6898  cd benchmarking
 6899  ls
 6900  cd dashboard
 6901  ls
 6902  streamlit app.py
 6903  source .venv/bin/activate
 6904  cd ../..
 6905  source .venv/bin/activate
 6906  cd -
 6907  streamlit app.py
 6908  ls
 6909  streamlit run app.py
 6910  ls
 6911  cursor reward-fn-validation
 6912  git fetch origin
 6913  git switch dev
 6914  git status
 6915  git diff
 6916  git stash
 6917  git pull
 6918  git switch dev
 6919  git pull
 6920  k9s
 6921  gcloud auth login
 6922  k9s
 6923  ls
 6924  cd agilerl-platform
 6925  git switch dev
 6926  git pull
 6927  ls
 6928  cursor .
 6929  git switch -c bug/relax-pydantic-validation
 6930  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 6931  git pull
 6932  git status
 6933  git add -u
 6934  git commit -m "Install curl before running publish script"
 6935  git add -u
 6936  git commit -m "Install curl before running publish script"
 6937  git add -u
 6938  git commit -m "Install curl before running publish script"
 6939  git push
 6940  aws iam list-roles --query 'Roles[].RoleName' --output table
 6941  aws iam list-roles --query 'Roles[?contains(RoleName, `arena`) || contains(RoleName, `karpenter`)].RoleName' --output table
 6942  aws iam get-role --role-name karpenter-eks-arena-us-east-1\naws iam list-attached-role-policies --role-name karpenter-eks-arena-us-east-1
 6943  aws iam get-role --role-name karpenter-eks-arena-us-east-1\n
 6944  git stash pop
 6945  uv pip install -e .
 6946  git diff
 6947  git status
 6948  git diff pyproject.toml
 6949  uv pip install -e .
 6950  git status
 6951  git add pyproject.toml
 6952  git status
 6953  git commit -m "Use default deepspeed config rather than relying on env var"
 6954  git status
 6955  git commit -m "Use default deepspeed config rather than relying on env var"
 6956  git status
 6957  uv lock
 6958  git status
 6959  git commit -m "Remove DEEPSPEED_CONFIG env var and use default set up instead""
 6960  git commit -m "Remove DEEPSPEED_CONFIG env var and use default set up instead"
 6961  git add -u
 6962  git commit -m "Remove DEEPSPEED_CONFIG env var and use default set up instead"
 6963  git push
 6964  pytest tests/unit/agents/test_llm_agent.py
 6965  uv pip install ray
 6966  claude
 6967  git status
 6968  ./scripts/run-locally.sh
 6969  psql -h localhost -U loco -d agilerl_platform_development -c "SELECT id, name FROM organizations
 6970  psql -h localhost -U loco -d agilerl_platform_development -c "SELECT id, name FROM organizations;\n\n\n\n\n\n
 6971  psql -h localhost -U loco -d agilerl_platform_development -c "SELECT id, name FROM organizations;"
 6972  PGPASSWORD=loco psql -h localhost -U loco -d agilerl_platform_development -c "\n  SELECT u.id, u.email, u.organization_id, om.organization_id AS om_org_id, om.is_current_org\n  FROM users u\n  LEFT JOIN organizations_members om ON om.user_id = u.id\n  ORDER BY u.id;\n"
 6973  PGPASSWORD=loco psql -h localhost -U loco -d agilerl_platform_development -c "SELECT COUNT(*) FROM organizations_members WHERE is_current_org = true;"
 6974  claude
 6975  scripts/local-platform-run.sh
 6976  chmod +x scripts/local-platform-run.sh
 6977  scripts/local-platform-run.sh
 6978  for sql in scripts/db-setup/*.sql; do\n    docker exec -i $(docker ps -qf "name=db") psql -U loco -d                         \n  agilerl_platform_development -f - < "$sql"                                          \n  done  
 6979  \n for sql in scripts/db-setup/*.sql; do                                               \n    docker exec -i agilerl-platform_devcontainer-db-1 psql -U loco agilerl_platform_development <      \n  "$sql"                                                                              \n  done         
 6980  for sql in scripts/db-setup/*.sql; do\n    docker exec -i agilerl-platform_devcontainer-db-1 psql -U loco\n  agilerl_platform_development < "$sql"                                               \n  done
 6981  kubectl describe arena-inf-dev-470-arena-inference-llm-api-5b45d85459-kw58r
 6982  git switch workloads
 6983  git pull
 6984  git add -u
 6985  git commit -m "Increase deployment delay from 120s to 300s"
 6986  git push
 6987  git reset --soft HEAD~1
 6988  git status
 6989  git restore --staged .
 6990  git switch -c increase-delay
 6991  git add -u
 6992  git commit -m "Increase deployment delay from 120s to 300s"
 6993  git push
 6994  git push --set-upstream origin increase-delay
 6995  cursor agilerl-inference-deploy
 6996  git pull
 6997  git switch -c bug/reduce_max_num_seqs
 6998  claude
 6999  source /Users/michaelpratt/Projects/2025/agilerl-inference-deploy/.venv/bin/activate
 7000  ls
 7001  git status
 7002  git log --oneline
 7003  git status
 7004  git add -u
 7005  git status
 7006  git commit -m "Add max_num_seqs to AsyncEngine"
 7007  git push
 7008  git push --set-upstream origin bug/reduce_max_num_seqs
 7009  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.48.155.11
 7010  k9s
 7011  cd ~
 7012  cd .aws
 7013  ls
 7014  cat credentials
 7015  git switch -c bug/float16_default_llms
 7016  git status
 7017  git diff
 7018  claude
 7019  git status
 7020  git add -u
 7021  git commit -m "USe float16 for deploymed LLMs"
 7022  git push
 7023  git push --set-upstream origin bug/float16_default_llms
 7024  gcloud auth login
 7025  k9s
 7026  claude
 7027  agent
 7028  source /Users/michaelpratt/Projects/2025/agilerl-inference-deploy/.venv/bin/activate
 7029  git status
 7030  git diff
 7031  git add -u
 7032  git commit -m "Added try: finally: to app lifespan and added vllm engine cleanup"
 7033  git add -u
 7034  git commit -m "Added try: finally: to app lifespan and added vllm engine cleanup"
 7035  git push
 7036  git status
 7037  git switch dev
 7038  git switch workloads
 7039  git status
 7040  git switch -c inc-deployment-shm
 7041  claude
 7042  git status
 7043  git diff
 7044  git status
 7045  git commit -m "Add conditional shm volume mount if algorithm is GRPO or DPO"
 7046  git add .
 7047  git commit -m "Add conditional shm volume mount if algorithm is GRPO or DPO"
 7048  git push
 7049  ls
 7050  git switch workloads
 7051  git pull
 7052  git switch -c
 7053  git switch -c bump-shm
 7054  git status
 7055  git add -u
 7056  git commit -m "Bump shm to 8GB"
 7057  git push
 7058  git push --set-upstream origin bump-shm
 7059  git switch workloads
 7060  git pull
 7061  git switch -c bump-shm-16GB
 7062  git status
 7063  git add -u
 7064  git commit -m "Bump deployment shm to 32GB"
 7065  git push
 7066  git push --set-upstream origin bump-shm-16GB
 7067  kubectl config get-contexts
 7068  kubectl config use-context gke_arena-gke-02_europe-west4_gke-arena-europe-west4\n
 7069  kubectl logs -n arena-dev-471 gke_arena-gke-02_europe-west4_gke-arena-europe-west4 -c api --previous 2>&1 | grep -B 5 -A 5 "Error\|error\|Exception\|CUDA\|killed\|signal"\n
 7070  kubectl logs -n arena-dev-471 arena-inf-dev-471-arena-inference-llm-api-6d64cd5664-p4qbq -c api --previous 2>&1 | grep -B 5 -A 5 "Error\|error\|Exception\|CUDA\|killed\|signal"\n
 7071  kubectl logs -n arena-dev-471 arena-inf-dev-471-arena-inference-llm-api-6d64cd5664-p4qbq -c api 2>&1 | head -300\n
 7072  kubectl logs -n arena-dev-471 arena-inf-dev-471-arena-inference-llm-api-6d64cd5664-p4qbq -c api 2>&1 | head -300
 7073  watch -n 1 kubectl logs -n arena-dev-471 arena-inf-dev-471-arena-inference-llm-api-6d64cd5664-p4qbq -c api 2>&1 | head -300
 7074  kubectl logs -n arena-dev-471 arena-inf-dev-471-arena-inference-llm-api-6d64cd5664-p4qbq -c api 2>&1 | head -300
 7075  kubectl logs -n arena-dev-471 arena-inf-dev-471-arena-inference-llm-api-6d64cd5664-p4qbq -c api 2>&1 | head -900
 7076  kubectl exec -n arena-dev-471 arena-inf-dev-471-arena-inference-llm-api-6d64cd5664-p4qbq -c api -- python3 -c "import torch; free, total = torch.cuda.mem_get_info(); print(f'Free: {free/1e9:.2f}GB, Total: {total/1e9:.2f}GB')"
 7077  git switch workloads
 7078  git stash
 7079  git switch workloads
 7080  git switch -c vllm-gpu-utilization
 7081  git stash pop
 7082  git diff
 7083  git diff workloads
 7084  git diff
 7085  git log --oneline
 7086  git diff
 7087  git add -u
 7088  git status
 7089  git diff
 7090  git restore --staged .
 7091  git status
 7092  git diff
 7093  git add -u
 7094  git commit -m "Add gpu utilization env var and reduce shm back to 2Gi"
 7095  git push
 7096  git push --set-upstream origin vllm-gpu-utilization
 7097  git switch workloads
 7098  git pull
 7099  git status
 7100  git diff
 7101  git status
 7102  git switch -c inc-llm-resources
 7103  git add -u
 7104  git commit -m "Increase llm resources to 32Gi for LLM deployments"
 7105  git push
 7106  git push --set-upstream origin inc-llm-resources
 7107  gcloud auth login
 7108  k9s
 7109  git switch dev
 7110  git switch workloads
 7111  git pull
 7112  git diff
 7113  git statud
 7114  git status
 7115  git switch -c remove-deprecated-pod-specs
 7116  git add -u
 7117  git commit -m "Remvoe old inference and cache pods"
 7118  git push
 7119  git push --set-upstream origin remove-deprecated-pod-specs
 7120  d ..
 7121  ls
 7122  cd ..
 7123  cursor agilerl-integration
 7124  git pull
 7125  bash ray_jobs/scripts/remote/submit-training
 7126  bash ray_jobs/scripts/remote/submit-training.sh
 7127  source .venv/bin/activate
 7128  bash ray_jobs/scripts/remote/submit-training.sh
 7129  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 7130  git log --oneline
 7131  git diff 2ce64b2
 7132  git diff 2ce64b2 agilerl_ray/agents/agent_factory.py
 7133  python3 ray_jobs/utils/kill_ray_job.py raysubmit_PSKaisswupiPZ5mx
 7134  bash ray_jobs/scripts/remote/submit-training.sh
 7135  python3 ray_jobs/utils/kill_ray_job.py raysubmit_CcC8CiYGAYr99S8g
 7136  bash ray_jobs/scripts/remote/submit-training.sh
 7137  python3 ray_jobs/utils/kill_ray_job.py raysubmit_XMFbzvQJMQsqj3cr
 7138  ls
 7139  git status
 7140  git diff
 7141  git add agilerl_ray/agents/agent_factory.py
 7142  git commit -m "Increase timeout in ray get call for placement groups"
 7143  git status
 7144  git diff
 7145  git status
 7146  git diff
 7147  git log --oneline
 7148  git push
 7149  git switch -c LLM-SFT
 7150  claude
 7151  ls
 7152  cursor AgileRL
 7153  l
 7154  git pull
 7155  cursor AgileRL
 7156  git switch -c workloads
 7157  git switch workloads
 7158  git switch -c staging-agilerl-2.5.0
 7159  git status
 7160  git add -u
 7161  git commit -m "Upgrade agilerl to 2.5.0"
 7162  git push
 7163  git push --set-upstream origin staging-agilerl-2.5.0
 7164  git stash
 7165  git switch dev
 7166  bash ray_jobs/scripts/remote/submit-training.sh
 7167  deactivate
 7168  source .venv/bin/activate
 7169  bash ray_jobs/scripts/remote/submit-training.sh
 7170  echo $DEV_ADDRESS
 7171  export DEV_ADDRESS=https://ray-dev.gke.agilerl.rlops.ai/
 7172  echo $DEV_ADDRESS
 7173  bash ray_jobs/scripts/remote/submit-training.sh
 7174  source ray_jobs/scripts/common.sh
 7175  echo $DEV_ADDRESS
 7176  bash ray_jobs/scripts/remote/submit-training.sh
 7177  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 7178  deactivate
 7179  source .venv/bin/activate
 7180  source ray_jobs/scripts/common.sh
 7181  cd .. 2025
 7182  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 7183  deactivate
 7184  source .venv/bin/activate
 7185  export DEV_ADDRESS="https://ray-dev.gke.agilerl.rlops.ai"\n
 7186  echo $DEV_ADDRESS
 7187  bash ray_jobs/scripts/remote/submit-training.sh
 7188  /opt/bitnami/keycloak/bin/kcadm.sh update
 7189  docker compose -f .devcontainer/docker-compose.yml up keycloak -d\n
 7190  bash ray_jobs/scripts/remote/submit-training.sh
 7191  python3 ray_jobs/utils/kill_ray_job.py raysubmit_2hUNAcW7gCtqLpjY
 7192  bash ray_jobs/scripts/remote/submit-training.sh
 7193  python3 ray_jobs/utils/kill_ray_job.py raysubmit_eydfBwaL3FsD4XBj
 7194  bash ray_jobs/scripts/remote/submit-training.sh
 7195  git branch
 7196  git switch LLM-SFT
 7197  git status
 7198  git stash pop
 7199  git status
 7200  git stash pop
 7201  git add agilerl_ray/specs/algorithms/llm_sft.py
 7202  git add agilerl_ray/utils/llm_sft_utils.py
 7203  git status
 7204  git commit --no-verify -m "Firs draft of llm sft objects"
 7205  git switch dev
 7206  bash ray_jobs/scripts/remote/submit-training.sh
 7207  git switch LLM-SFT
 7208  cursor agilerl-platform
 7209  bash ray_jobs/scripts/remote/submit-training.sh
 7210  python3 ray_jobs/utils/kill_ray_job.py raysubmit_bXwB9r42sHXF7ikv
 7211  bash ray_jobs/scripts/remote/submit-training.sh
 7212  docker pull europe-west4-docker.pkg.dev/arena-gke-02/gke-arena-europe-west4-repo/ray-worker:2.50.1-py313-cu126-b1
 7213  bash ray_jobs/scripts/remote/submit-training.sh
 7214  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 7215  claude
 7216  git switch workloads
 7217  git status
 7218  git diff
 7219  git add .
 7220  git commit -m "Update agilerl to 2.5.0 to prevent liger error"
 7221  git push
 7222  git reset --soft HEAD~1
 7223  git restore --staged .
 7224  git status
 7225  git switch -c update-agilerl-prod
 7226  git status
 7227  git add .
 7228  git commit -m "Update agilerl to 2.5.0 to prevent liger error"
 7229  git push
 7230  python3 ray_jobs/utils/kill_ray_job.py raysubmit_bKUisD4bsTYQAceY
 7231  bash ray_jobs/scripts/remote/submit-training.sh
 7232  cursor AgileRL
 7233  source .venv/bin/activate
 7234  git pull
 7235  python3 benchmarking/benchmarking_off_policy.py
 7236  git pull
 7237  python3 benchmarking/benchmarking_off_policy.py
 7238  export PYTORCH_ENABLE_MPS_FALLBACK=1
 7239  python3 benchmarking/benchmarking_off_policy.py
 7240  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
 7241  export WANDB_API_KEY=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
 7242  python3 benchmarking/benchmarking_off_policy.py
 7243  bash ray_jobs/scripts/remote/submit-training.sh
 7244  python3 ray_jobs/utils/kill_ray_job.py raysubmit_ikCdTRGU993bAStC
 7245  bash ray_jobs/scripts/remote/submit-training.sh 
 7246  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 7247  git diff
 7248  python3 ray_jobs/utils/kill_ray_job.py raysubmit_vDmiNAWyqbPmaYkk
 7249  bash ray_jobs/scripts/remote/submit-training.sh 
 7250  gcloud auth login
 7251  k9s
 7252  git status
 7253  git stash
 7254  git switch dev
 7255  git pull
 7256  git switch bug/envpool-deprectation
 7257  claude
 7258  git diff
 7259  git status
 7260  git branch
 7261  git switch bug/deprecate-envpool
 7262  git switch -c bug/deprecate-envpool
 7263  git status
 7264  git diff
 7265  git add -u
 7266  git commit -m "Deprecate envpool"
 7267  git status 
 7268  git push
 7269  git push --set-upstream origin bug/deprecate-envpool
 7270  git add -u
 7271  git commit -m "Remove redundant if else"
 7272  git log --oneline
 7273  git push
 7274  bash ray_jobs/scripts/remote/submit-training.sh 
 7275  deactivate
 7276  source .venv/bin/activate
 7277  bash ray_jobs/scripts/remote/submit-training.sh 
 7278  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 7279  git add -u
 7280  git commit -m "Increement minor version"
 7281  git push
 7282  git switch dev
 7283  git stash pop
 7284  git diff
 7285  git status
 7286  git add ray_jobs/runtime-envs/train-runtime-env.yaml
 7287  git restore .
 7288  git status
 7289  git restore --staged .
 7290  git switch LLM-SFT
 7291  git status
 7292  kubectl exec -n arena-dev-471 arena-inf-dev-471-arena-inference-llm-api-6d64cd5664-p4qbq -c api -- pip show vllm
 7293  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 7294  deactivate
 7295  source .venv/bin/activate
 7296  ruff check . --fix
 7297  git status
 7298  git stash
 7299  git switch dev
 7300  git branch
 7301  git switch bug/deprecate-envpool
 7302  ruff check . --fix
 7303  pre-commit run --all-files
 7304  git status
 7305  git add -u
 7306  git commit -m 'Add coverage baseline'
 7307  git push
 7308  git branch
 7309  git switch LLM-SFT
 7310  git stash pop
 7311  git switch dev
 7312  uv pip install -e .
 7313  git switch dev
 7314  git stash
 7315  git switch dev
 7316  uv lock
 7317  pre-commit run --all-files
 7318  uv lock
 7319  bash scripts/auth-codeartifact-uv.sh
 7320  uv lock
 7321  aws ecr get-login-password --region us-east-1 | docker login --username AWS --password-stdin 761296822462.dkr.ecr.us-east-1.amazonaws.com
 7322  uv lock
 7323  aws codeartifact login --tool pip --repository arena --domain agilerl-pypi --domain-owner 761296822462 --region us-east-1
 7324  bash scripts/auth-codeartifact-uv.sh
 7325  source scripts/auth-codeartifact-uv.sh
 7326  uv lock
 7327  pre-commit run --all-files
 7328  git status
 7329  pre-commit run --all-files
 7330  source scripts/auth-codeartifact-uv.sh
 7331  pre-commit run --all-files
 7332  source scripts/auth-codeartifact-uv.sh
 7333  pre-commit run --all-files
 7334  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 7335  source scripts/auth-codeartifact-uv.sh
 7336  pre-commit run uv-lock-check --verbose\n
 7337  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 7338  source scripts/auth-codeartifact-uv.sh
 7339  pre-commit run --all-files
 7340  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 7341  source scripts/auth-codeartifact-uv.sh
 7342  pre-commit run --all-files
 7343  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 7344  deactivate
 7345  source .venv/bin/activate
 7346  source scripts/auth-codeartifact-uv.sh
 7347  pre-commit run --all-files
 7348  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 7349  git status
 7350  git diff
 7351  git add -u
 7352  git restore --staged pyproject.toml
 7353  git diff
 7354  git add -u
 7355  git commit -m "Added uv lock pre-commit"
 7356  git add -u
 7357  git commit -m "Added uv lock pre-commit"
 7358  git add -u
 7359  git commit -m "Added uv lock pre-commit"
 7360  git status
 7361  git pull --rebase
 7362  git rebase --continue
 7363  git status
 7364  git checkout --theirs uv.lock   # or --ours, doesn't matter\nuv lock                          # regenerate from pyproject.toml\ngit add uv.lock\ngit rebase --continue
 7365  git status
 7366  git diff
 7367  git log --oneline
 7368  git reset --soft HEAD~1
 7369  git restore --staged .
 7370  git status
 7371  git switch bug/deprecate-envpool
 7372  git stash
 7373  git switch bug/deprecate-envpool
 7374  git stash pop
 7375  git add uv.lock
 7376  git commit -m "Add uv lock check to pre-commit"
 7377  git status
 7378  git push
 7379  cursor rle_coding_interview
 7380  git pull
 7381  claude
 7382  git clone git@gitlab.agilerl.rlops.ai:ray-jobs/envpool.git
 7383  ls
 7384  cursor envpool
 7385  git switch dev
 7386  claude
 7387  agent
 7388  git diff
 7389  git status
 7390  git diff
 7391  git add -u
 7392  git commit -m "Fix multi-head attention solution"
 7393  git push
 7394  python3 solutions/attention/solution.py
 7395  git switch dev
 7396  git status
 7397  git diff
 7398  git restore .
 7399  git status
 7400  git switch -c uv-lock-check
 7401  git cherry-pick 743c0741844332542fa30cb096339385069fdfae
 7402  git status
 7403  uv lock
 7404  source scripts/auth-codeartifact-uv.sh
 7405  uv lock
 7406  git status
 7407  git add uv.lock
 7408  git status
 7409  git diff
 7410  git status
 7411  git push
 7412  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 7413  git status
 7414  git commit -m "Add uv lock check to pre-commit hooks"
 7415  git status
 7416  git push
 7417  git push --set-upstream origin uv-lock-check
 7418  git add -u
 7419  git commit -m "Increment agilerl_ray version"
 7420  git status
 7421  git add -u
 7422  git commit -m "Increment agilerl-ray version"
 7423  git push
 7424  cursor rle_coding_interview
 7425  git switch dev
 7426  git pull
 7427  git switch workloads
 7428  git pull
 7429  git status
 7430  git diff
 7431  git add .
 7432  git commit -m "Upgrade agiler ray to 2.5.4"
 7433  git restore --staged .
 7434  git switch -c upgrade-agilerlray-prod
 7435  git add .
 7436  git commit -m "Upgrade agiler ray to 2.5.4"
 7437  git status
 7438  git log --oneline
 7439  git push
 7440  git push --set-upstream origin upgrade-agilerlray-prod
 7441  git switch workloads
 7442  git switch -c update-worker-image
 7443  git add .
 7444  git commit -m "Update worker images in staging and prod"
 7445  git push
 7446  git push --set-upstream origin update-worker-image
 7447  git status
 7448  pre-commit run --all-files
 7449  git add -u
 7450  git commit -m "Add new coverage baseline"
 7451  git push
 7452  git switch LLM-SFT
 7453  git status
 7454  git stash list
 7455  git stash pop stash@{1}
 7456  agent
 7457  gcloud auth login
 7458  k9s
 7459  deactivate
 7460  source .venv/bin/activate
 7461  git status
 7462  git add -u
 7463  git commit --no-verify -m "Added smoke test"
 7464  git status
 7465  git swtich dev
 7466  git switch dev
 7467  git pull
 7468  git switch -c bug/resource-scheduling
 7469  agent
 7470  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 7471  deactivate
 7472  source .venv/bin/activate
 7473  claude
 7474  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 7475  deactivate
 7476  source .venv/bin/activate
 7477  python3 ray_jobs/utils/kill_ray_job.py exp-1342-1773828332
 7478  bash ray_jobs/scripts/remote/submit-llm.sh
 7479  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 10 's3://agrl-regression-testing/datasets/reasoning/gsm8k.parquet' 8 's3://agrl-regression-testing/datasets/reasoning/gsm8k_reward.py'
 7480  python3 ray_jobs/utils/kill_ray_job.py raysubmit_WH6ASC8qT1qiSYvb
 7481  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 10 's3://agrl-regression-testing/datasets/reasoning/gsm8k.parquet' 8 's3://agrl-regression-testing/datasets/reasoning/gsm8k_reward.py'
 7482  python3 ray_jobs/utils/kill_ray_job.py raysubmit_5sPMZ2Qjkirgz4Zc
 7483  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 10 's3://agrl-regression-testing/datasets/reasoning/gsm8k.parquet' 8 's3://agrl-regression-testing/datasets/reasoning/gsm8k_reward.py'
 7484  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 7485  deactivate
 7486  source .venv/bin/activate
 7487  python3 ray_jobs/utils/kill_ray_job.py raysubmit_5sPMZ2Qjkirgz4Zc
 7488  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 10 's3://agrl-regression-testing/datasets/reasoning/gsm8k.parquet' 8 's3://agrl-regression-testing/datasets/reasoning/gsm8k_reward.py'
 7489  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 10 's3://agrl-regression-testing/datasets/reasoning/gsm8k.parquet' 2 's3://agrl-regression-testing/datasets/reasoning/gsm8k_reward.py'
 7490  python3 ray_jobs/utils/kill_ray_job.py raysubmit_zJHRA7Quc3W9qgZ3
 7491  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 10 's3://agrl-regression-testing/datasets/reasoning/gsm8k.parquet' 2 's3://agrl-regression-testing/datasets/reasoning/gsm8k_reward.py'
 7492  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 7493  deactivate
 7494  source .venv/bin/activate
 7495  git log --oneline
 7496  git diff rebased-improve-llm-training
 7497  git diff rebased-improve-llm-training --compact-summary
 7498  git diff rebased-improve-llm-training agilerl_ray/agents/agent_factory.py
 7499  bash ray_jobs/scripts/remote/submit-llm.sh benchmarking/manifests/grpo.yaml 10 's3://agrl-regression-testing/datasets/reasoning/gsm8k.parquet' 2 's3://agrl-regression-testing/datasets/reasoning/gsm8k_reward.py'
 7500  python3 ray_jobs/utils/kill_ray_job.py raysubmit_BfGWkay594EvyDjb
 7501  git diff rebased-improve-llm-training
 7502  git diff rebased-improve-llm-training --compact-summary
 7503  git diff rebased-improve-llm-training agilerl/
 7504  git diff rebased-improve-llm-training agilerl_ray/
 7505  git status
 7506  git diff
 7507  git stash
 7508  git switch dev
 7509  git log --oneline
 7510  git switch rebased-improve-llm-training
 7511  bash ray_jobs/scripts/remote/submit-llm.sh benchmarking/manifests/grpo.yaml 10 's3://agrl-regression-testing/datasets/reasoning/gsm8k.parquet' 2 's3://agrl-regression-testing/datasets/reasoning/gsm8k_reward.py'
 7512  python3 ray_jobs/utils/kill_ray_job.py raysubmit_vmYzL3A1FTCuJw14
 7513  python3 ray_jobs/utils/kill_ray_job.py raysubmit_BfGWkay594EvyDjb
 7514  python3 ray_jobs/utils/kill_ray_job.py raysubmit_s3MZrAz44YpfZs87
 7515  bash ray_jobs/scripts/remote/submit-llm.sh benchmarking/manifests/grpo.yaml 10 's3://agrl-regression-testing/datasets/reasoning/gsm8k.parquet' 2 's3://agrl-regression-testing/datasets/reasoning/gsm8k_reward.py'
 7516  git diff dev --compact-summary
 7517  agent
 7518  git status
 7519  git restore .
 7520  git status
 7521  git switch dev
 7522  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 10 's3://agrl-regression-testing/datasets/reasoning/gsm8k.parquet' 2 's3://agrl-regression-testing/datasets/reasoning/gsm8k_reward.py'
 7523  python3 ray_jobs/utils/kill_ray_job.py raysubmit_kbqv1uqhj9bDP9Wg
 7524  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 10 's3://agrl-regression-testing/datasets/reasoning/gsm8k.parquet' 2 's3://agrl-regression-testing/datasets/reasoning/gsm8k_reward.py'
 7525  python3 ray_jobs/utils/kill_ray_job.py raysubmit_zm8WTjLRZ3pw21RH
 7526  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 10 's3://agrl-regression-testing/datasets/reasoning/gsm8k.parquet' 6 's3://agrl-regression-testing/datasets/reasoning/gsm8k_reward.py'
 7527  python3 ray_jobs/utils/kill_ray_job.py raysubmit_8UHCWxbwvUPYS8fq
 7528  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 10 's3://agrl-regression-testing/datasets/reasoning/gsm8k.parquet' 6 's3://agrl-regression-testing/datasets/reasoning/gsm8k_reward.py'
 7529  python3 ray_jobs/utils/kill_ray_job.py raysubmit_P2B85qFrxPAXW9ub
 7530  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 10 's3://agrl-regression-testing/datasets/reasoning/gsm8k.parquet' 6 's3://agrl-regression-testing/datasets/reasoning/gsm8k_reward.py'
 7531  python3 ray_jobs/utils/kill_ray_job.py raysubmit_X8L3kt17YJCqxfQA
 7532  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 10 's3://agrl-regression-testing/datasets/reasoning/gsm8k.parquet' 6 's3://agrl-regression-testing/datasets/reasoning/gsm8k_reward.py'
 7533  python3 ray_jobs/utils/kill_ray_job.py raysubmit_SxKVNKiDhGuJk91N
 7534  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 10 's3://agrl-regression-testing/datasets/reasoning/gsm8k.parquet' 6 's3://agrl-regression-testing/datasets/reasoning/gsm8k_reward.py'
 7535  python3 ray_jobs/utils/kill_ray_job.py raysubmit_YY3SuurQ9URTxk5k
 7536  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 10 's3://agrl-regression-testing/datasets/reasoning/gsm8k.parquet' 6 's3://agrl-regression-testing/datasets/reasoning/gsm8k_reward.py'
 7537  python3 ray_jobs/utils/kill_ray_job.py raysubmit_CCP1mGGAvy1ZXHCd
 7538  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 10 's3://agrl-regression-testing/datasets/reasoning/gsm8k.parquet' 6 's3://agrl-regression-testing/datasets/reasoning/gsm8k_reward.py'
 7539  python3 ray_jobs/utils/kill_ray_job.py raysubmit_SNfT9xzxxM7qmiXK
 7540  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 10 's3://agrl-regression-testing/datasets/reasoning/gsm8k.parquet' 6 's3://agrl-regression-testing/datasets/reasoning/gsm8k_reward.py'
 7541  python3 ray_jobs/utils/kill_ray_job.py raysubmit_SNfT9xzxxM7qmiXK
 7542  python3 ray_jobs/utils/kill_ray_job.py raysubmit_pRyu5XxttCeWUqX3
 7543  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 10 's3://agrl-regression-testing/datasets/reasoning/gsm8k.parquet' 6 's3://agrl-regression-testing/datasets/reasoning/gsm8k_reward.py'
 7544  python3 ray_jobs/utils/kill_ray_job.py raysubmit_ZxE2J8pp7nDjCc3Z
 7545  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 10 's3://agrl-regression-testing/datasets/reasoning/gsm8k.parquet' 6 's3://agrl-regression-testing/datasets/reasoning/gsm8k_reward.py'
 7546  python3 ray_jobs/utils/kill_ray_job.py raysubmit_sDmUV2F8mKaij2jJ
 7547  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 10 's3://agrl-regression-testing/datasets/reasoning/gsm8k.parquet' 6 's3://agrl-regression-testing/datasets/reasoning/gsm8k_reward.py'
 7548  python3 ray_jobs/utils/kill_ray_job.py raysubmit_qrVjUbrj6qhxAiAZ
 7549  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 10 's3://agrl-regression-testing/datasets/reasoning/gsm8k.parquet' 6 's3://agrl-regression-testing/datasets/reasoning/gsm8k_reward.py'
 7550  python3 ray_jobs/utils/kill_ray_job.py raysubmit_DpsDLbRnwf45nE4g
 7551  git diff
 7552  cursor agent --resume=36a62d14-00a2-4389-8a66-d0cb735025fc
 7553  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 10 's3://agrl-regression-testing/datasets/reasoning/gsm8k.parquet' 6 's3://agrl-regression-testing/datasets/reasoning/gsm8k_reward.py'
 7554  python3 ray_jobs/utils/kill_ray_job.py raysubmit_t2CRFiVt8esJf9bb
 7555  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 10 's3://agrl-regression-testing/datasets/reasoning/gsm8k.parquet' 6 's3://agrl-regression-testing/datasets/reasoning/gsm8k_reward.py'
 7556  python3 ray_jobs/utils/kill_ray_job.py raysubmit_t2CRFiVt8esJf9bb
 7557  python3 ray_jobs/utils/kill_ray_job.py raysubmit_2WwC2q4eHe95katB
 7558  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 10 's3://agrl-regression-testing/datasets/reasoning/gsm8k.parquet' 6 's3://agrl-regression-testing/datasets/reasoning/gsm8k_reward.py'
 7559  touch format.json
 7560  git status
 7561  git diff
 7562  python3 ray_jobs/utils/kill_ray_job.py raysubmit_tYibCuKn7W6hSxjc
 7563  git stash
 7564  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 10 's3://agrl-regression-testing/datasets/reasoning/gsm8k.parquet' 6 's3://agrl-regression-testing/datasets/reasoning/gsm8k_reward.py'
 7565  git status
 7566  git diff
 7567  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 10 's3://agrl-regression-testing/datasets/reasoning/gsm8k.parquet' 6 's3://agrl-regression-testing/datasets/reasoning/gsm8k_reward.py'
 7568  python3 ray_jobs/utils/kill_ray_job.py raysubmit_inyFG5Ahjm1T9xag
 7569  git status
 7570  git restore .
 7571  git stash pop
 7572  git diff
 7573  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 10 's3://agrl-regression-testing/datasets/reasoning/gsm8k.parquet' 6 's3://agrl-regression-testing/datasets/reasoning/gsm8k_reward.py'
 7574  python3 ray_jobs/utils/kill_ray_job.py raysubmit_xShvKmzDVUEWnPxD
 7575  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 10 's3://agrl-regression-testing/datasets/reasoning/gsm8k.parquet' 6 's3://agrl-regression-testing/datasets/reasoning/gsm8k_reward.py'
 7576  python3 ray_jobs/utils/kill_ray_job.py raysubmit_aeyCSp8svPaTfBG7
 7577  git diff
 7578  git status
 7579  git add agilerl_ray/
 7580  git status
 7581  git diff
 7582  git add configs/
 7583  git status
 7584  git restore ray_jobs/scripts/common.sh
 7585  git diff
 7586  git restore ray_jobs/utils/kill_ray_job.py
 7587  git add -u
 7588  git status
 7589  git restore --staged .
 7590  git status
 7591  git switch -c bug/scheduler-fix
 7592  git add -u
 7593  git commit -m "Adjust LLM resource calcs to address scheduling problems"
 7594  deactivate
 7595  uv venv --python 313
 7596  source .venv/bin/activate
 7597  uv pip install -e .
 7598  source scripts/auth-codeartifact-uv.sh
 7599  uv pip install -e .
 7600  git status
 7601  git diff
 7602  git add -u
 7603  git commit -m "Increase to version 2.5.6"
 7604  git log --oneline
 7605  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 7606  git status
 7607  git log --oneline
 7608  ruff check . --fix
 7609  git push
 7610  git switch dev
 7611  git pull
 7612  git switch -
 7613  git rebase dev
 7614  git status
 7615  git add pyproject.toml
 7616  git rebase --continue
 7617  git status
 7618  git log --oneline
 7619  git push
 7620  git push --set-upstream origin bug/scheduler-fix
 7621  git status
 7622  git add -u
 7623  git commit -m "Fix merge request issues with pyproject"
 7624  git log --oneline
 7625  git push
 7626  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 10 's3://agrl-regression-testing/datasets/reasoning/gsm8k.parquet' 6 's3://agrl-regression-testing/datasets/reasoning/gsm8k_reward.py'
 7627  deactivate
 7628  source .venv/bin/activate
 7629  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 10 's3://agrl-regression-testing/datasets/reasoning/gsm8k.parquet' 6 's3://agrl-regression-testing/datasets/reasoning/gsm8k_reward.py'
 7630  git add -u
 7631  git commit -m "Add precautionary timeout on placement groups in LLMAgentManager"
 7632  git add -u
 7633  git commit -m "Add precautionary timeout on placement groups in LLMAgentManager"
 7634  uv lock
 7635  source scripts/auth-codeartifact-uv.sh
 7636  uv lock
 7637  git status
 7638  git add -u
 7639  git commit -m "Update uv lock"
 7640  git push
 7641  git status
 7642  git add -u
 7643  git commit -m "Remove unneccasry clean up and change info log to debug"
 7644  git push
 7645  cursor workloads
 7646  cursor agilerl-workloads
 7647  git switch dev
 7648  git switch workloads
 7649  git pull
 7650  git switch -c agilerl-ray-2.5.6
 7651  git diff
 7652  git add -u
 7653  git commit -m "Agilerlray version 2.5.6"
 7654  git push
 7655  git push --set-upstream origin agilerl-ray-2.5.6
 7656  gcloud auth login
 7657  k9s
 7658  touch submit-arena-dev-job.sh
 7659  agent
 7660  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 7661  deactivate
 7662  source .venv/bin/ac
 7663  source .venv/bin/activate
 7664  agent
 7665  claude
 7666  bash submit-arena-dev-job.sh
 7667  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 10 's3://agrl-regression-testing/datasets/reasoning/gsm8k.parquet' 8 's3://agrl-regression-testing/datasets/reasoning/gsm8k_reward.py'
 7668  git switch dev
 7669  git stash
 7670  git switch dev
 7671  git pull
 7672  claude
 7673  git switch workloads
 7674  git pull
 7675  git status
 7676  git diff
 7677  git add -u
 7678  git restore --staged .
 7679  git switch -c agilerl_ray-2.5.6
 7680  git add -u
 7681  git commit -m "Upgrade staging and prod to 2.5.6"
 7682  git push
 7683  git push --set-upstream origin agilerl_ray-2.5.6
 7684  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 7685  git status
 7686  git switch - speedy-llms
 7687  git switch -c speedy-llms
 7688  git diff
 7689  python3 ray_jobs/utils/kill_ray_job.py raysubmit_iX1ksbiTrmn67zDV
 7690  deactivate
 7691  source .venv/bin/activate
 7692  python3 ray_jobs/utils/kill_ray_job.py raysubmit_iX1ksbiTrmn67zDV
 7693  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 10 's3://agrl-regression-testing/datasets/reasoning/gsm8k.parquet' 8 's3://agrl-regression-testing/datasets/reasoning/gsm8k_reward.py'
 7694  git add -u
 7695  git commit -m "Make prod agilerl-ray version 2.5.6"
 7696  git push
 7697  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 7698  deactivate
 7699  source .venv/bin/activate
 7700  python3 ray_jobs/utils/kill_ray_job.py raysubmit_UY8uAaw5a5a9rdvj
 7701  git status
 7702  git diff
 7703  git add -u
 7704  git commit -m "Upgrade ray worker image to b3 in prod and staging"
 7705  git push
 7706  python3 ray_jobs/utils/kill_ray_job.py raysubmit_eEH9mViCc3i3GEvk
 7707  git diff
 7708  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 10 's3://agrl-regression-testing/datasets/reasoning/gsm8k.parquet' 8 's3://agrl-regression-testing/datasets/reasoning/gsm8k_reward.py'
 7709  python3 ray_jobs/utils/kill_ray_job.py raysubmit_8xzST2DTc23QYgk8
 7710  git commit --no-verify -m "Use larger grad accum and remove expensive all reduce op"
 7711  git add -u
 7712  git commit --no-verify -m "Use larger grad accum and remove expensive all reduce op"
 7713  git switch dev
 7714  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 10 's3://agrl-regression-testing/datasets/reasoning/gsm8k.parquet' 8 's3://agrl-regression-testing/datasets/reasoning/gsm8k_reward.py'
 7715  git diff dev
 7716  git diff speedy-llms
 7717  git diff speedy-llms --compact-summary
 7718  git status
 7719  git log --oneline
 7720  python3 ray_jobs/utils/kill_ray_job.py raysubmit_P2achCCz2LdZikY2
 7721  python3 ray_jobs/utils/kill_ray_job.py raysubmit_8xzST2DTc23QYgk8
 7722  git switch -
 7723  git status
 7724  git restore .
 7725  git switch -
 7726  python3 ray_jobs/utils/kill_ray_job.py raysubmit_P2achCCz2LdZikY2
 7727  cd
 7728  ls
 7729  la
 7730  ls -a
 7731  cd .kube
 7732  ls
 7733  cat config
 7734  cat config | grep arena-train
 7735  cursor config
 7736  bash ray_jobs/scripts/remote/submit-llm.sh configs/training/grpo.yaml 10 's3://agrl-regression-testing/datasets/reasoning/gsm8k.parquet' 8 's3://agrl-regression-testing/datasets/reasoning/gsm8k_reward.py'
 7737  ssh-add ~/.ssh/id_ed25519
 7738  ls
 7739  cd ..
 7740  ls
 7741  bash useful_script.sh
 7742  ls
 7743  cd 2025
 7744  clear
 7745  ls
 7746  cursor agilerl-integration
 7747  git status
 7748  git diff
 7749  git add -u
 7750  git commit -m "Improve metrics reporting in train_llm"
 7751  git add -u
 7752  git commit -m "Improve metrics reporting in train_llm"
 7753  git switch dev
 7754  git pull
 7755  git switch -c ppo
 7756  agent
 7757  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 7758  git status
 7759  git add -u
 7760  git add agilerl_ray/specs/algorithms/ppo_llm.py
 7761  git comit -m "Added LLMPPO spec"
 7762  git commit -m "Added LLMPPO spec"
 7763  git comit -m "Added LLMPPO spec"
 7764  git add -u
 7765  git comit -m "Added LLMPPO spec"
 7766  git commit -m "Added LLMPPO spec"
 7767  git add -u
 7768  git commit -m "Added LLMPPO spec"
 7769  ls
 7770  cd ~
 7771  ls
 7772  cd .ssh
 7773  ls
 7774  cat id_ed25519.pub
 7775  python3
 7776  clear
 7777  git fetch
 7778  ls
 7779  cd Projects
 7780  ls
 7781  cd 2025
 7782  ls
 7783  cursor AgileRL
 7784  h
 7785  git fetch
 7786  git switch feature/llm-ppo
 7787  git status
 7788  git stash
 7789  git switch feature/llm-ppo
 7790  git pull
 7791  git switch llm-ppo
 7792  git pull
 7793  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh
 7794  deactivate
 7795  source .venv/bin/activate
 7796  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh
 7797  /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/gem_multiturn.yaml \\n  my-run-001 \\n  4 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 7798  /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/gem_multiturn.yaml \\n  1 \\n  2 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 7799  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 7800  deactivate
 7801  source .venv/bin/activate
 7802  claude
 7803  gcloud auth login
 7804  k9s
 7805  aws list code-artifact
 7806  aws list code-artifacts
 7807  aws codeartifact list-domains
 7808  /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/gem_multiturn.yaml \\n  1 \\n  2 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 7809  git restore ray_jobs/runtime-envs/multi-turn-llm-runtime-env.yaml
 7810  /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/gem_multiturn.yaml \\n  1 \\n  2 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 7811  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 7812  git status
 7813  git diff
 7814  git add -u
 7815  git status
 7816  git commit -m "Added default gem env considerations"
 7817  git add -u
 7818  git commit --no-verify -m "Added default gem env considerations"
 7819  git push
 7820  python3 ray_jobs/utils/kill_ray_job.py raysubmit_zfhn2sW3eNjkAe2V
 7821  /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/gem_multiturn.yaml \\n  1 \\n  2 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 7822  git status
 7823  git diff
 7824  git add agilerl_ray/
 7825  git status
 7826  git commit -m "Add adapter_names as a class variable to llm algo specs and use these when cloning"
 7827  git add agilerl_ray/
 7828  git commit --no-verify -m "Add adapter_names as a class variable to llm algo specs and use these when cloning"
 7829  git push
 7830  /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/gem_multiturn.yaml \\n  1 \\n  2 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 7831  ls
 7832  cusror AgileRL
 7833  cursor AgileRL
 7834  git pull
 7835  cd agilerl-integration
 7836  ls
 7837  git pull
 7838  git status
 7839  git diff
 7840  git pull
 7841  git stash
 7842  git pull
 7843  git status
 7844  git log --oneline
 7845  git log
 7846  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/gem_multiturn.yaml \\n  1 \\n  2 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 7847  python3 ray_jobs/utils/kill_ray_job.py raysubmit_MH4LrdHsAVYvqhxk
 7848  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/gem_multiturn.yaml \\n  2 \\n  4 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 7849  python3 ray_jobs/utils/kill_ray_job.py raysubmit_MH4LrdHsAVYvqhxk
 7850  gcloud auth login
 7851  k9s
 7852  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/gem_multiturn.yaml \\n  2 \\n  2 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 7853  python3 ray_jobs/utils/kill_ray_job.py raysubmit_ntETW9dq5uMSrg1q
 7854  deactivate
 7855  source .venv/bin/activate
 7856  python3 ray_jobs/utils/kill_ray_job.py raysubmit_ntETW9dq5uMSrg1q
 7857  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/gem_multiturn.yaml \\n  2 \\n  2 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 7858  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 7859  deactivate
 7860  source .venv/bin/activate
 7861  agent
 7862  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/gem_multiturn.yaml \\n  2 \\n  2 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 7863  git status
 7864  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/gem_multiturn.yaml \\n  2 \\n  2 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 7865  python3 ray_jobs/utils/kill_ray_job.py raysubmit_1qxGHq6JmqKLp3Yi
 7866  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/gem_multiturn.yaml \\n  2 \\n  2 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 7867  git status
 7868  git diff
 7869  git add .
 7870  git commit -m "Vectorization wrapper running but hitting ooms, tournament selection fixed"
 7871  git status
 7872  git restroe --staged .
 7873  git restore --staged .
 7874  git status
 7875  git add -u
 7876  git commit -m "Vectorization wrapper running but hitting ooms, tournament selection fixed"
 7877  git add -u
 7878  git commit --no-verify -m "Vectorization wrapper running but hitting ooms, tournament selection fixed"
 7879  git switch feature/llm-benchmarks
 7880  git branch
 7881  git switch llm-ppo
 7882  git pull
 7883  git branch
 7884  git merge feature/vectorized-multi-turn
 7885  git status
 7886  git push
 7887  cd ..
 7888  cursor agilerl-workloads
 7889  git switch workloads
 7890  git pull
 7891  git stash
 7892  git pull
 7893  git switch -c agilerl_ray-2.5.7.dev0
 7894  git diff
 7895  git add .
 7896  git commit -m "Added agilerl_ray 2.5.7.dev0 for arena-dev"
 7897  git push
 7898  git push --set-upstream origin agilerl_ray-2.5.7.dev0
 7899  source scripts/auth-codeartifact-uv.sh
 7900  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/gem_multiturn.yaml \\n  2 \\n  2 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 7901  python3 ray_jobs/utils/kill_ray_job.py raysubmit_9U4uXY1KvAQ6G1kF
 7902  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/gem_multiturn.yaml \\n  2 \\n  2 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 7903  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 7904  source scripts/auth-codeartifact-uv.sh
 7905  just build
 7906  brew install just
 7907  python3 ray_jobs/utils/kill_ray_job.py raysubmit_7ARCwzdWVnRz1RGV
 7908  python3 ray_jobs/utils/kill_ray_job.py raysubmit_cLUT99tnFGNUBMX2
 7909  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/gem_multiturn.yaml \\n  2 \\n  2 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 7910  agent --continue
 7911  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/gem_multiturn.yaml \\n  2 \\n  2 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 7912  ls
 7913  git clone https://github.com/axon-rl/gem
 7914  git status
 7915  cursor gem
 7916  git switch v0.1.1
 7917  git checkout v0.1.1
 7918  git checkout v0.1.0
 7919  agent
 7920  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/gem_multiturn.yaml \\n  2 \\n  2 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 7921  git push gitlab --all
 7922  git switch -c dev
 7923  git push gitlab --all
 7924  git push 
 7925  git push --set-upstream origin dev
 7926  it push -u gitlab dev
 7927  git push -u gitlab dev
 7928  git add .
 7929  git commit -m "Bump the version to 1.0.0"
 7930  git push
 7931  git status
 7932  git add.
 7933  git add .
 7934  git commit -m "Add python 313 ceiling"
 7935  git push
 7936  source auth-codeartifact-uv.sh
 7937  bash publish-local-repo-to-codeartifact.sh
 7938  bash publish-local-repo-to-codeartifact.sh .
 7939  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/gem_multiturn.yaml \\n  2 \\n  2 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 7940  bash publish-local-repo-to-codeartifact.sh .
 7941  ls
 7942  cursor ray-worker
 7943  git switch main
 7944  git pull
 7945  git restore .
 7946  git pull
 7947  agent
 7948  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/gem_multiturn.yaml \\n  2 \\n  2 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 7949  agent
 7950  git status
 7951  git diff
 7952  python3 ray_jobs/utils/kill_ray_job.py raysubmit_evwF5Tk5whEYNaR2
 7953  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/gem_multiturn.yaml \\n  2 \\n  2 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 7954  git diff
 7955  git add .
 7956  git commit -m "Vectorization working, albeit slowly, also updated Gem wrappers import locations"
 7957  git restore --staged .
 7958  git status
 7959  git add -u
 7960  git add tests/
 7961  git commit --no-verify -m "Vectorization working, albeit slowly, also updated Gem wrappers import locations"
 7962  git push
 7963  source auth-codeartifact-uv.sh
 7964  scripts/publish-local-repo-to-codeartifact.sh .
 7965  chmod +x scripts/publish-local-repo-to-codeartifact.sh
 7966  bash scripts/publish-local-repo-to-codeartifact.sh .
 7967  source auth-codeartifact-uv.sh
 7968  source scripts/auth-codeartifact-uv.sh
 7969  bash scripts/publish-local-repo-to-codeartifact.sh .
 7970  ./scripts/docker-build.sh cuda b4-dev
 7971  git add .
 7972  git commit -m "Update arena-dev image tag"
 7973  git push
 7974  python3 ray_jobs/utils/kill_ray_job.py raysubmit_evwF5Tk5whEYNaR2
 7975  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/gem_multiturn.yaml \\n  2 \\n  2 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 7976  ssh-add ~/.ssh/id_ed25519
 7977  cd ~./ssh
 7978  cd ~/.ssh
 7979  ls
 7980  cd gcp
 7981  cat gcp.pub
 7982  cat id_ed25519
 7983  cat id_ed25519.pub
 7984  cd -
 7985  ps
 7986  cursor ray
 7987  cursor ray-worker
 7988  git status
 7989  git switch -c agilerl-2.5.7.dev0
 7990  git add .
 7991  git commit -m "Update agilerlray version to 2.5.7.dev0"
 7992  git push
 7993  python3 ray_jobs/utils/kill_ray_job.py raysubmit_fp1NUCUDGBv1CQL4
 7994  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@136.107.218.107
 7995  xit
 7996  gcloud auth login
 7997  k9s
 7998  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/gem_multiturn.yaml \\n  2 \\n  2 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 7999  python3 ray_jobs/utils/kill_ray_job.py raysubmit_zDiDr7WwkaJw3xT6
 8000  python3 ray_jobs/utils/kill_ray_job.py raysubmit_HXJvsbkx2S1SfTRZ
 8001  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/gem_multiturn.yaml \\n  2 \\n  2 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 8002  python3 ray_jobs/utils/kill_ray_job.py raysubmit_FEhsasxgnbeftu2h
 8003  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/gem_multiturn.yaml \\n  2 \\n  2 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 8004  python3 ray_jobs/utils/kill_ray_job.py raysubmit_A6mEseXCD7jYmtGu
 8005  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/gem_multiturn.yaml \\n  2 \\n  2 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 8006  python3 ray_jobs/utils/kill_ray_job.py raysubmit_A6mEseXCD7jYmtGu
 8007  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/gem_multiturn.yaml \\n  2 \\n  2 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 8008  python3 ray_jobs/utils/kill_ray_job.py raysubmit_Xkw6TqdcsVRmn1zm
 8009  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/gem_multiturn.yaml \\n  2 \\n  2 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 8010  cursor AgileRL
 8011  git pull
 8012  agent
 8013  source /Users/michaelpratt/Projects/2025/agents-learning/.venv/bin/activate
 8014  git status
 8015  git add .
 8016  git restore --staged .
 8017  git add -u
 8018  git commit --no-verify -m "LLMPPO cleanup"
 8019  git push
 8020  git push --set-upstream origin chore/ppo-llm-cleanup
 8021  source scripts/auth-codeartifact-uv.sh
 8022  uv pip install -e .
 8023  uv pip list | grep agilerl
 8024  deactivate
 8025  source .venv/bin/activate
 8026  uv pip install -e .
 8027  uv pip install -e ".[all]"
 8028  uv pip uninstall agilerl
 8029  uv pip install "agilerl[all] @ git+https://github.com/AgileRL/AgileRL.git@feature/llm-ppo"\n
 8030  uv pip list | grep agilerl
 8031  uv pip install "agilerl[all] @ git+https://github.com/AgileRL/AgileRL.git@feature/llm-ppo"\n
 8032  python3
 8033  git clone https://github.com/AgileRL/AgileRL.git
 8034  cd AgileRL
 8035  git switch feature/llm-ppo
 8036  uv pip install - e ".[all]"
 8037  uv pip install -e ".[all]"
 8038  python3
 8039  cd ..
 8040  uv sync --all-groups --all-extras
 8041  python3
 8042  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.60.184.221
 8043  git status
 8044  git switch -c llm-hpo-dbugging
 8045  git add -u
 8046  git add scripts/local/
 8047  git add scripts/
 8048  git add configs/training/ppo-llm.yaml
 8049  git commit --no-verify -m "debugging ppo hpo"
 8050  git push]
 8051  git push
 8052  git push --set-upstream origin llm-hpo-dbugging
 8053  cd ~
 8054  cd .aws
 8055  ls
 8056  cat credentials
 8057  cat config
 8058  python3 ray_jobs/utils/kill_ray_job.py raysubmit_gKsirqpgXihrz7kQ
 8059  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/gem_multiturn.yaml \\n  2 \\n  2 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 8060  git log --oneline
 8061  git switch -c ray-dev
 8062  git status
 8063  git add ./
 8064  git status
 8065  git commit -m "update dev images for arena-dev and ray-dev
 8066  git commit -m "update dev images for arena-dev and ray-dev"
 8067  git push
 8068  git push --set-upstream origin ray-dev
 8069  git pull
 8070  git push --set-upstream origin ray-dev
 8071  git restore --soft HEAD~1
 8072  git reset --soft HEAD~1
 8073  git restore --staged .
 8074  git switch -c dev-image-update
 8075  git status
 8076  git add ./
 8077  git commit -m "update dev images for arena-dev and ray-dev"
 8078  git puhs
 8079  git push
 8080  git push --set-upstream origin dev-image-update
 8081  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/gem_multiturn.yaml \\n  2 \\n  2 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 8082  python3 ray_jobs/utils/kill_ray_job.py raysubmit_JzrYcBYacqZRtFF4
 8083  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/gem_multiturn.yaml \\n  2 \\n  2 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 8084  cd ~/2025
 8085  cd ~
 8086  cd Projects
 8087  cd 2025
 8088  ls
 8089  cursor ray-worker
 8090  git pull
 8091  agent
 8092  git status
 8093  git stash
 8094  git branch
 8095  git switch llm-ppo
 8096  source scripts/auth-codeartifact-uv.sh
 8097  source .venv/bin/activate\n  scripts/publish-codeartifact.sh --overwrite
 8098  uv sync
 8099  uv lock
 8100  source .venv/bin/activate\n  scripts/publish-codeartifact.sh --overwrite
 8101  scripts/publish-codeartifact.sh 
 8102  uv lock
 8103  scripts/publish-codeartifact.sh --overwrite
 8104  ls
 8105  cursor gem
 8106  agent
 8107  source auth-codeartifact-uv.sh
 8108  source publish-local-repo-to-codeartifact.sh
 8109  source auth-codeartifact-uv.sh
 8110  bash publish-local-repo-to-codeartifact.sh
 8111  bash publish-local-repo-to-codeartifact.sh .
 8112  bash publish-local-repo-to-codeartifact.sh --overwrite
 8113  bash publish-local-repo-to-codeartifact.sh 
 8114  publish-local-repo-to-codeartifact.sh 
 8115  chmod +x publish-local-repo-to-codeartifact.sh
 8116  ./publish-local-repo-to-codeartifact.sh 
 8117  bash publish-local-repo-to-codeartifact.sh --overwrite
 8118  publish-local-repo-to-codeartifact.sh --overwrite
 8119  bash publish-local-repo-to-codeartifact.sh --overwrite
 8120  git switch -
 8121  git status
 8122  git diff
 8123  git add .
 8124  git status
 8125  git restore --staged .
 8126  git add -u
 8127  git status
 8128  git commit -m "Add gem 1.0.0 and uv lock"
 8129  git switch -
 8130  git stash pop
 8131  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/gem_multiturn.yaml \\n  2 \\n  2 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 8132  git stash
 8133  git switch llm-ppo
 8134  git status
 8135  bash scripts/upload-build-to-s3.sh
 8136  git switch -
 8137  git stash pop
 8138  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/gem_multiturn.yaml \\n  2 \\n  2 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 8139  bash scripts/upload-build-to-s3.sh
 8140  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/gem_multiturn.yaml \\n  2 \\n  2 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 8141  python3 ray_jobs/utils/kill_ray_job.py raysubmit_tWDyAnx2MYebR5Lk
 8142  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/gem_multiturn.yaml \\n  2 \\n  2 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 8143  git diff
 8144  python3 ray_jobs/utils/kill_ray_job.py raysubmit_yQSRykFzRXd2c9Pn
 8145  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/gem_multiturn.yaml \\n  2 \\n  2 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 8146  python3 ray_jobs/utils/kill_ray_job.py raysubmit_53jt96hKAuQ1unn9
 8147  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/gem_multiturn.yaml \\n  2 \\n  2 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 8148  python3 ray_jobs/utils/kill_ray_job.py raysubmit_mEpqJQRPVzRJax1b
 8149  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/gem_multiturn.yaml \\n  2 \\n  4 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 8150  git status
 8151  git stash
 8152  git switch dev
 8153  git switch -
 8154  git stash pop
 8155  python3 ray_jobs/utils/kill_ray_job.py raysubmit_2Rn6caERVfZVW4t1
 8156  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/gem_multiturn.yaml \\n  2 \\n  4 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 8157  git stash
 8158  git switch llm-ppo
 8159  bash scripts/upload-build-to-s3.sh
 8160  git status
 8161  git diff
 8162  git add -u
 8163  git commit -m "Add hardcoded gem_multiturn env type"
 8164  git add -u
 8165  git commit --no-verify -m "Add hardcoded gem_multiturn env type"
 8166  git stash pop
 8167  git status
 8168  git switch -
 8169  git diff
 8170  git restore configs/training/llm_ppo/gem_multiturn.yaml
 8171  git status
 8172  git restore --staged .
 8173  git status
 8174  git diff
 8175  git branch
 8176  git switch -
 8177  git stash
 8178  git switch -
 8179  git diff
 8180  git stash pop
 8181  git status
 8182  git restore --staged .
 8183  git status
 8184  git diff
 8185  python3 ray_jobs/utils/kill_ray_job.py raysubmit_LsqV9SFvc9EAyZuv
 8186  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/gem_multiturn.yaml \\n  2 \\n  4 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 8187  git status
 8188  git stash
 8189  git switch llm-ppo
 8190  git stash pop
 8191  git restore --staged .
 8192  git diff
 8193  git status
 8194  git stash pop
 8195  git status
 8196  git diff
 8197  git stash
 8198  git switch -
 8199  git stash pop
 8200  git add -u
 8201  git commit -m "value head state dicts"
 8202  git add -u
 8203  git commit --no-verify -m "value head state dicts"
 8204  git log --oneline
 8205  git switch llm-ppo
 8206  git merge llm-hpo-debugging
 8207  git status
 8208  git branch
 8209  git merge llm-hpo-dbugging
 8210  python3 ray_jobs/utils/kill_ray_job.py raysubmit_ddimCtxLmya9yL4D
 8211  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/gem_multiturn.yaml \\n  2 \\n  4 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 8212  bash scripts/upload-build-to-s3.sh
 8213  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/gem_multiturn.yaml \\n  5 \\n  1 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 8214  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/arena_gem.yaml \\n  5 \\n  1 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 8215  python3 ray_jobs/utils/kill_ray_job.py raysubmit_WeiqJujmZg2qsDM5
 8216  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/arena_gem.yaml \\n  5 \\n  1 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 8217  python3 ray_jobs/utils/kill_ray_job.py raysubmit_WeiqJujmZg2qsDM5
 8218  python3 ray_jobs/utils/kill_ray_job.py raysubmit_CyanQfpzcnJ5uV5w
 8219  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/arena_gem.yaml \\n  5 \\n  1 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 8220  python3 ray_jobs/utils/kill_ray_job.py raysubmit_MFVLapifxhcwr7MZ
 8221  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/arena_gem.yaml \\n  5 \\n  1 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 8222  git status
 8223  git diff
 8224  git status
 8225  git add agilerl_ray/
 8226  git commit -m "Hacky changes for mcafee demo"
 8227  git add agilerl_ray/
 8228  git status
 8229  git commit --no-verify -m "Hacky changes for mcafee demo"
 8230  git push
 8231  bash scripts/upload-build-to-s3.sh
 8232  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 8233  cd AgileRL
 8234  agent
 8235  git status
 8236  git diff
 8237  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/arena_gem.yaml \\n  5 \\n  1 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 8238  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 8239  bash scripts/upload-build-to-s3.sh
 8240  python3 ray_jobs/utils/kill_ray_job.py raysubmit_DesvSKHXji2zMafN
 8241  python3 ray_jobs/utils/kill_ray_job.py raysubmit_sLBQ7VDxAnhAHq2j
 8242  just submit single configs/training/dqn/dqn-lunarlander.yaml 42\n
 8243  bash ray_jobs/scripts/remote/submit-training.sh configs/training/dqn/dqn-lunarlander.yaml 42\n
 8244  python3 ray_jobs/utils/kill_ray_job.py raysubmit_ZLRiraB71Rb9nxDX
 8245  bash ray_jobs/scripts/remote/submit-training.sh configs/training/dqn/dqn-lunarlander.yaml 42\n
 8246  python3 ray_jobs/utils/kill_ray_job.py raysubmit_vYb1apG3aBYmeR9v
 8247  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/arena_gem.yaml \\n  5 \\n  4 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 8248  python3 ray_jobs/utils/kill_ray_job.py raysubmit_XtnT4N7tPSb9CvPg
 8249  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/arena_gem.yaml \\n  5 \\n  4 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 8250  git status
 8251  git diff
 8252  git stash
 8253  git switch feature/llm-ppo
 8254  git pull
 8255  git status
 8256  git add -u
 8257  git commit -m "Change torch.cuda.manual_seed_all() to torch.cuda.manual_seed() in set_global_seed"
 8258  git push
 8259  python3 ray_jobs/utils/kill_ray_job.py raysubmit_1T5ZkdkQYnPTe83v
 8260  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/arena_gem.yaml \\n  5 \\n  4 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 8261  python3 ray_jobs/utils/kill_ray_job.py raysubmit_Q3bPwqdhcQceGQbE
 8262  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/arena_gem.yaml \\n  5 \\n  4 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 8263  python3 ray_jobs/utils/kill_ray_job.py raysubmit_VNCjRnV2iRXGcDu8
 8264  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/arena_gem.yaml \\n  5 \\n  4 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 8265  python3 ray_jobs/utils/kill_ray_job.py raysubmit_WJssvabmVUUWNkXH
 8266  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/arena_gem.yaml \\n  5 \\n  4 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 8267  bash scripts/upload-build-to-s3.sh
 8268  git status
 8269  git diff
 8270  git add agilerl_ray/
 8271  git status
 8272  git add -u
 8273  git commit --no-verify -m "Patch set_seed bug from LLMAgent in framework"
 8274  bash scripts/upload-build-to-s3.sh
 8275  python3 ray_jobs/utils/kill_ray_job.py raysubmit_3aSziYKKLHSAMZqc
 8276  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/arena_gem.yaml \\n  70 \\n  4 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 8277  git status
 8278  bash scripts/upload-build-to-s3.sh
 8279  rm -rf .venv
 8280  ks
 8281  ls
 8282  bash scripts/upload-build-to-s3.sh
 8283  aws ecr get-login-password --region us-east-1 | docker login --username AWS --password-stdin 761296822462.dkr.ecr.us-east-1.amazonaws.com
 8284  aws s3 ls agrl-core-arena-dev
 8285  aws s3 ls agrl-core-arena-dev/
 8286  bash scripts/upload-build-to-s3.sh
 8287  source scripts/auth-codeartifact-uv.sh
 8288  bash scripts/upload-build-to-s3.sh
 8289  python3 ray_jobs/utils/kill_ray_job.py raysubmit_1L8ZVWFdhYQdjwiT
 8290  bash scripts/upload-build-to-s3.sh
 8291  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/arena_gem.yaml \\n  70 \\n  4 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 8292  git status
 8293  git stash
 8294  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/arena_gem.yaml \\n  70 \\n  4 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 8295  bash scripts/upload-build-to-s3.sh
 8296  git stash pop
 8297  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/arena_gem.yaml \\n  70 \\n  4 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 8298  python3 ray_jobs/utils/kill_ray_job.py raysubmit_DJfTDW5fJEQ4uYZd
 8299  uv pip install ray
 8300  uv venv
 8301  source .venv/bin/activate
 8302  uv pip install -e .
 8303  \tsource scripts/auth-codeartifact-uv.sh
 8304  uv pip install -e .
 8305  python3 ray_jobs/utils/kill_ray_job.py raysubmit_DJfTDW5fJEQ4uYZd
 8306  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/arena_gem.yaml \\n  70 \\n  4 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 8307  python3 ray_jobs/utils/kill_ray_job.py raysubmit_ZDc5cMcEsTQQc279
 8308  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/arena_gem.yaml \\n  70 \\n  4 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 8309  python3 ray_jobs/utils/kill_ray_job.py raysubmit_17rJfW9J3pXfYpMY
 8310  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/arena_gem.yaml \\n  70 \\n  4 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 8311  git diff
 8312  git add agilerl_ray
 8313  git status
 8314  git commit -m "Update critic lr and actor lr after mutation"
 8315  git add agilerl_ray
 8316  git status
 8317  git commit --no-verify -m "Update critic lr and actor lr after mutation"
 8318  bash scripts/upload-build-to-s3.sh
 8319  \tsource scripts/auth-codeartifact-uv.sh
 8320  bash scripts/upload-build-to-s3.sh
 8321  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/arena_gem.yaml \\n  70 \\n  4 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 8322  glcoud auth login
 8323  gcloud auth login
 8324  k9s
 8325  python3 ray_jobs/utils/kill_ray_job.py raysubmit_jPSvFKSsB7rZFXMj
 8326  git status
 8327  git diff
 8328  bash scripts/upload-build-to-s3.sh
 8329  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/arena_gem.yaml \\n  70 \\n  4 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 8330  python3 ray_jobs/utils/kill_ray_job.py raysubmit_jtgr1ncf8fhy62T8
 8331  bash scripts/upload-build-to-s3.sh
 8332  \tsource scripts/auth-codeartifact-uv.sh
 8333  bash scripts/upload-build-to-s3.sh
 8334  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/arena_gem.yaml \\n  70 \\n  4 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 8335  python3 ray_jobs/utils/kill_ray_job.py raysubmit_hGD2icrHHsjzSEED
 8336  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/arena_gem.yaml \\n  70 \\n  4 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 8337  k9s
 8338  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/arena_gem.yaml \\n  70 \\n  4 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 8339  git status
 8340  git diff
 8341  python3 ray_jobs/utils/kill_ray_job.py raysubmit_VryqneW1CH6eX9uJ
 8342  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/arena_gem.yaml \\n  70 \\n  4 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 8343  python3 ray_jobs/utils/kill_ray_job.py raysubmit_yWZbBGZYM3FMjaZp
 8344  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/arena_gem.yaml \\n  70 \\n  4 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 8345  python3 ray_jobs/utils/kill_ray_job.py raysubmit_fRBnXe2Ec3YHmmyA
 8346  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/arena_gem.yaml \\n  70 \\n  4 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 8347  python3 ray_jobs/utils/kill_ray_job.py raysubmit_UVxcShYxTSrQap63
 8348  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/arena_gem.yaml \\n  70 \\n  4 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 8349  python3 ray_jobs/utils/kill_ray_job.py raysubmit_ZSRh22C4hSHxqqRa
 8350  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/arena_gem.yaml \\n  70 \\n  4 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 8351  python3 ray_jobs/utils/kill_ray_job.py raysubmit_uSeuJuGDpkW7AsZB
 8352  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/arena_gem.yaml \\n  70 \\n  4 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 8353  python3 ray_jobs/utils/kill_ray_job.py raysubmit_YBWCfs6XkQkWCDTp
 8354  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/arena_gem.yaml \\n  70 \\n  4 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 8355  python3 ray_jobs/utils/kill_ray_job.py raysubmit_ASqcMyPTtudSE7uW
 8356  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/arena_gem.yaml \\n  70 \\n  4 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 8357  python3 ray_jobs/utils/kill_ray_job.py raysubmit_THn3ZMKXTrKAwNhH
 8358  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/arena_gem.yaml \\n  70 \\n  4 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 8359  python3 ray_jobs/utils/kill_ray_job.py raysubmit_PuJTAvj8cSDWXLuW
 8360  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/arena_gem.yaml \\n  70 \\n  4 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 8361  python3 ray_jobs/utils/kill_ray_job.py raysubmit_JKRhJc5qD4nMGHkf
 8362  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/arena_gem.yaml \\n  70 \\n  4 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 8363  python3 ray_jobs/utils/kill_ray_job.py raysubmit_G2GrTqwbLzWkJBAi
 8364  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/arena_gem.yaml \\n  70 \\n  4 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 8365  git status
 8366  git diff
 8367  python3 ray_jobs/utils/kill_ray_job.py raysubmit_PkUJQPA7dR4uDD5U
 8368  bash /Users/michaelpratt/Projects/2025/agilerl-integration/ray_jobs/scripts/remote/submit-multi-turn-llm.sh \\n  configs/training/llm_ppo/arena_gem.yaml \\n  70 \\n  4 \\n  "https://ray-dev.gke.agilerl.rlops.ai"
 8369  git status
 8370  git diff
 8371  git status
 8372  git add agilerl_ray/
 8373  git commit --no-verify -m "Sorted dodgy resource allocation"
 8374  git push
 8375  rm -rf .venv
 8376  \tsource scripts/auth-codeartifact-uv.sh
 8377  bash scripts/upload-build-to-s3.sh
 8378  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@104.154.141.127
 8379  ls
 8380  agent
 8381  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 8382  agent
 8383  git status
 8384  git stash
 8385  git switch -c async-rl
 8386  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 8387  agent --continue
 8388  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 8389  deactivate
 8390  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 8391  deactivate
 8392  ls -a
 8393  uv venv
 8394  \tsource .venv/bin/activate
 8395  uv sync
 8396  bash scripts/auth-codeartifact-uv.sh
 8397  \tsource scripts/auth-codeartifact-uv.sh
 8398  uv sync
 8399  deactivate
 8400  \tsource .venv/bin/activate
 8401  ls
 8402  cd ..
 8403  ls
 8404  bash useful_script.sh
 8405  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 8406  deactivate
 8407  \tsource .venv/bin/activate
 8408  claude
 8409  bash useful_script.sh
 8410  ls
 8411  cd 2025
 8412  ls
 8413  cd A
 8414  cd AgileRL
 8415  git pull
 8416  cursor .
 8417  git log --oneline
 8418  git checkout 8ce1f1d5 
 8419  git checkout -
 8420  git status
 8421  git log --onlein
 8422  git log --oneline
 8423  python3 benchmarking/benchmarking_llm_reasoning.py
 8424  source .venv/bin/activate
 8425  python3 benchmarking/benchmarking_llm_reasoning.py
 8426  uv pip install -e ".[all]"
 8427  cd ..
 8428  ls
 8429  cd agilerl-integration
 8430  source .venv/bin/activate
 8431  uv pip list | grep agilerl
 8432  deactivate
 8433  cd ..
 8434  cd agilerl-integration
 8435  source .venv/bin/activate
 8436  cd ..
 8437  cd A
 8438  cd Ag
 8439  cd AgileRL
 8440  python3 benchmarking/benchmarking_llm_reasoning.py
 8441  deactivate
 8442  source .venv/bin/activate
 8443  uv pip install -e ".[all]"
 8444  \tgit status
 8445  git diff
 8446  git log --oneline
 8447  git diff 0702143a
 8448  git status
 8449  git diff
 8450  git status
 8451  git diff
 8452  git add -u
 8453  git commit -m "Tidy up OptimizerWrapper changes, which include use of multiple LRs for a single LLM"
 8454  git add -u
 8455  git commit -m "Tidy up OptimizerWrapper changes, which include use of multiple LRs for a single LLM"
 8456  ruff check . --fix
 8457  git status
 8458  git add -u
 8459  git commit -m "Tidy up OptimizerWrapper changes, which include use of multiple LRs for a single LLM"
 8460  ruff check . --fix
 8461  git add -u
 8462  git commit -m "Tidy up OptimizerWrapper changes, which include use of multiple LRs for a single LLM"
 8463  ruff check . --fix
 8464  git add -u
 8465  git status
 8466  git commit -m "Tidy up OptimizerWrapper changes, which include use of multiple LRs for a single LLM"
 8467  git push
 8468  python3 benchmarking/benchmarking_llm_reasoning.py
 8469  uv pip install -e ".[all]"
 8470  git fetch
 8471  git branch
 8472  cd ..
 8473  cd AgileRL
 8474  ls
 8475  cursor .
 8476  gcloud auth login
 8477  k9s
 8478  ls
 8479  cd ..
 8480  cd ~
 8481  ls
 8482  ls -a
 8483  cd .ssh
 8484  ls
 8485  cat id_ed25519.pub
 8486  ssh-add ~/.ssh/id_ed25519
 8487  claude
 8488  /buddy
 8489  claude
 8490  cd ..
 8491  bash useful_script.sh
 8492  source /Users/michaelpratt/Projects/2025/agilerl-integration/.venv/bin/activate
 8493  clear
 8494  ls
 8495  cd
 8496  cd -
 8497  agent
 8498  claude
 8499  bash useful_script.sh
 8500  gcloud auth login
 8501  k9s
 8502  ls
 8503  la -a
 8504  cd .kube
 8505  ls
 8506  cat config
 8507  cd ~
 8508  la -a
 8509  ls -a
 8510  cd .kube
 8511  cat config
 8512  cd .kube
 8513  cat config
 8514  gcloud container clusters get-credentials
 8515  k9s
 8516  gcloud container clusters get-credentials gke_arena-gke-02_europe-west4_gke-arena-europe-west4
 8517  gcloud container clusters get-credentials --locationgke_arena-gke-02_europe-west4_gke-arena-europe-west4
 8518  gcloud container clusters get-credentials gke_arena-gke-02_europe-west4_gke-arena-europe-west4
 8519  gcloud container clusters get-credentials gke_arena-gke-02_europe-west4_gke-arena-europe-west4 --location us-east-4
 8520  gcloud container clusters get-credentials gke_arena-gke-02_europe-west4_gke-arena-europe-west4 --location europe-west-4
 8521  gcloud container clusters get-credentials gke_arena-gke-02_europe-west4_gke-arena-europe-west4 --location europe-west4
 8522  k9s
 8523  kubectl config view
 8524  cat config
 8525  ls
 8526  gcloud auth login
 8527  k9s
 8528  cd ~
 8529  ls
 8530  cd Projects
 8531  ls
 8532  cd 2025
 8533  ls
 8534  cursor agilerl-integration
 8535  git status
 8536  git diff
 8537  git add -u
 8538  git status
 8539  git add agilerl_ray/sandbox_environments/
 8540  git add configs/
 8541  git add ray_jobs/
 8542  git add tests/
 8543  git status
 8544  git commit --no-verify -m "Commiting wip sandbox stuff"
 8545  git status
 8546  git branch
 8547  git branch | grep ppo
 8548  git switch llm-ppo
 8549  git status
 8550  cursor agilerl-integration
 8551  git fetch origin
 8552  source .venv/bin/activate
 8553  claude
 8554  aws login
 8555  aws s3 ls agrl-core-arena-dev/
 8556  cd ~
 8557  ls .aws
 8558  cat credentials
 8559  cd -
 8560  ls
 8561  cd agilerl-integration
 8562  ;s
 8563  just start-streamlit
 8564  source .venv/bin/activate
 8565  just start-streamlit
 8566  \tsource scripts/auth-codeartifact-uv.sh
 8567  just start-streamlit
 8568  cd ~
 8569  ls
 8570  cd .aws
 8571  cat credentials
 8572  gcloud auth login
 8573  k9s
 8574  brew install lens
 8575  ls
 8576  cd ~
 8577  ls
 8578  cd .kube
 8579  ls
 8580  rm config_old
 8581  ls
 8582  gcloud components install gke-gcloud-auth-plugin\n
 8583  find / -name "gke-gcloud-auth-plugin" 2>/dev/null\n
 8584  gcloud info | grep "bin"\n
 8585  echo 'export PATH="$PATH:/Users/michaelpratt/Downloads/google-cloud-sdk/bin"' >> ~/.zshrc\nsource ~/.zshrc
 8586  echo $PATH | tr ':' '\n' | grep google
 8587  ls /Users/michaelpratt/Downloads/google-cloud-sdk/bin/gke-gcloud-auth-plugin\n
 8588  sudo ln -s /Users/michaelpratt/Downloads/google-cloud-sdk/bin/gke-gcloud-auth-plugin /usr/local/bin/gke-gcloud-auth-plugin\n
 8589  gke-gcloud-auth-plugin --version\nkubectl get nodes
 8590  cp /usr/local/bin/gke-gcloud-auth-plugin "/Users/michaelpratt/Library/Application Support/Lens/binaries/"
 8591  find "/Users/michaelpratt/Library/Application Support/Lens" -name "kubectl" 2>/dev/null
 8592  find "/Users/michaelpratt/Library" -name "kubectl" 2>/dev/null\nfind ~/Applications -name "kubectl" 2>/dev/null\nfind "/Applications" -name "kubectl" 2>/dev/null
 8593  cd ~
 8594  ls
 8595  cd Projects
 8596  ls
 8597  cd 2025
 8598  ls
 8599  zed agilerl-integration
 8600  echo 'export PATH="/Applications/Zed.app/Contents/MacOS:$PATH"' >> ~/.zshrc\nsource ~/.zshrc
 8601  which zed
 8602  zed agilerl-integration
 8603  source /Users/michaelpratt/Projects/2025/agilerl-integration/.venv/bin/activate
 8604  clear
 8605  claude --resume
 8606  claude
 8607  /Users/michaelpratt/Downloads/MicrosoftDefenderATPOnboardingMacOs.sh; exit
 8608  cd ~
 8609  ls
 8610  cd Downloads
 8611  ls | grep microsoft
 8612  ls | grep Microsoft
 8613  chmod +x MicrosoftDefenderATPOnboardingMacOs.sh
 8614  bash MicrosoftDefenderATPOnboardingMacOs.sh
 8615  mdap health
 8616  mdatp health
 8617  source /Users/michaelpratt/Projects/2025/agilerl-integration/.venv/bin/activate
 8618  clear
 8619  agent
 8620  /Users/michaelpratt/Downloads/configure-defender.sh; exit
 8621  cd ~
 8622  ls
 8623  cd Downloads
 8624  ls
 8625  chmod +x configure-defender.sh
 8626  bash configure-defender.sh
 8627  sudo bash configure-defender.sh
 8628  source /Applications/Cursor.app/Contents/Resources/app/out/vs/workbench/contrib/terminal/common/scripts/shellIntegration-rc.zsh
 8629  ssh-add ~/.ssh/id_ed25519
 8630  gcloud auth login
 8631  ls
 8632  cd Projects
 8633  cd 2025
 8634  ls
 8635  cursor agilerl-integration
 8636  agent
 8637  claude
 8638  cd ..
 8639  ls
 8640  cd ..
 8641  ls
 8642  cd Downloads
 8643  claude
 8644  cd ..
 8645  cd ../Downloads
 8646  bash ~/Downloads/compress_gif.sh
 8647  ls
 8648  cd ..
 8649  cd Projects
 8650  ls
 8651  cd 2025
 8652  ls
 8653  cd agilerl-integration
 8654  ls
 8655  git pull
 8656  which git-remote-https\n
 8657  git pull
 8658  cd ..
 8659  cd AgileRL
 8660  git pull
 8661  git --help
 8662  echo $PATH\nls $(dirname $(which git))/git-remote-https
 8663  which git
 8664  brew install git\necho 'export PATH="/opt/homebrew/bin:$PATH"' >> ~/.zshrc\nsource ~/.zshrc\nwhich git  # should now be /opt/homebrew/bin/git\ngit pull
 8665  git pull
 8666  git stash 
 8667  git pull
 8668  cursor .
 8669  source .venv/bin/activate
 8670  git pull
 8671  git rebase origin/nightly
 8672  git rebase --avort
 8673  git rebase --abort
 8674  git fetch origin
 8675  git rebase origin/nightly
 8676  git rebase --abort
 8677  git pull
 8678  git rebase origin/nightly
 8679  git rebase --abort
 8680  git log --oneline
 8681  git log --oneline | grep "Rough"
 8682  git log --oneline
 8683  git rebase origin/nightly
 8684  git rebase --abort
 8685  git merge origin/nightly
 8686  uv sync
 8687  git add -u
 8688  git commit -m "Resolve merge conflicts with nightly"
 8689  git add -u
 8690  git status
 8691  git commit -m "Resolve merge conflicts with nightly"
 8692  git status
 8693  git add -u
 8694  git commit -m "Resolve merge conflicts with nightly"
 8695  git push
 8696  git pull
 8697  pre-commit run --all-files
 8698  ruff check . --fix
 8699  uv pip install ruff
 8700  ruff check . --fix
 8701  git add -u
 8702  git commit -m "Fix ruff errors"
 8703  git add -u
 8704  git commit -m "Fix ruff errors"
 8705  git push
 8706  git pull --rebase
 8707  git push
 8708  git status
 8709  git add -u
 8710  git commit -m "Remove gem env dependency"
 8711  git push
 8712  git add -u
 8713  git commit -m "Fix deepspeed import issue"
 8714  git add -u
 8715  git commit -m "Fix deepspeed import issue"
 8716  git push
 8717  git pull --rebase
 8718  git diff
 8719  git add -u
 8720  git commit -m "Remove gem dependency from SearchTool"
 8721  git add -u
 8722  git commit -m "Remove gem dependency from SearchTool"
 8723  git push
 8724  accelerate launch debugging/debugging_llm_training_matrix.py
 8725  uv pip install -e ".[all]"
 8726  accelerate launch debugging/debugging_llm_training_matrix.py
 8727  git status
 8728  git diff
 8729  git add -u
 8730  git commit -m "Small bug fixes"
 8731  git add -u
 8732  git commit -m "Small bug fixes"
 8733  git push
 8734  git status
 8735  git add -u
 8736  git commit -m "Fix vllm dependency issue with windows tests"
 8737  git push
 8738  git pull --rebase
 8739  git push
 8740  git add -u
 8741  git commit -m "Fix dataset import issue"
 8742  git push
 8743  git status
 8744  git diff
 8745  git add -u
 8746  git commit -m "Deprecate reduce_memory_peak arg"
 8747  git add -u
 8748  git commit -m "Deprecate reduce_memory_peak arg"
 8749  git push
 8750  git pull --rebase
 8751  git push
 8752  screen -r
 8753  cursor .
 8754  git fetch
 8755  git fetch origin
 8756  cd ..
 8757  ls
 8758  cursor agilerl-integration
 8759  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 8760  agent
 8761  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 8762  git status
 8763  git diff
 8764  git stash
 8765  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 8766  claude --model claude-mythos-0417
 8767  claude --model blum
 8768  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 8769  git status
 8770  git add -u
 8771  git status
 8772  git restore --staged .
 8773  git status
 8774  git switch -c async_rollout
 8775  git add -u
 8776  git commit -m "Made a start on async rollout"
 8777  cd ..
 8778  ls
 8779  bash useful_script.sh
 8780  [A
 8781  ls
 8782  cd Projects
 8783  ls
 8784  bash useful_script.sh
 8785  git status
 8786  git add -u
 8787  git commit -m "Commiting changes"
 8788  git add -u
 8789  git status
 8790  git add agilerl_ray/
 8791  git status
 8792  git commit -m "Commiting changes"
 8793  git add -u
 8794  git commit -m "Commiting changes"
 8795  git add -u
 8796  git commit --no-verify -m "Commiting changes"
 8797  git fetch origin
 8798  git switch md_sft
 8799  git pull
 8800  git switch llm-ppo
 8801  git diff dev
 8802  git diff dev --compact-summary
 8803  git diff dev agilerl_ray/agents/llm_agent.py
 8804  git status
 8805  git add -u
 8806  git commit -m "Remove hacky gem env fixes"
 8807  git add -u
 8808  git commit -m "Remove hacky gem env fixes"
 8809  git add -u
 8810  git commit -m "Remove hacky gem env fixes"
 8811  git add -u
 8812  git commit -m "Remove hacky gem env fixes"
 8813  git push
 8814  ls
 8815  cd Projects/2025
 8816  ls
 8817  cursor AgileRL
 8818  git switch nightly
 8819  git pull
 8820  uv build
 8821  ls dist
 8822  rm -rf agilerl-2.5.0*
 8823  rm dist/agilerl-2.5.0-py3-none-any.whl dist/agilerl-2.5.0.tar.gz
 8824  ls dist
 8825  uv publish
 8826  git pull
 8827  git switch
 8828  git switch md_sft 
 8829  git pull
 8830  git switch -
 8831  git rebase md_sft
 8832  uv lock
 8833  source scripts/auth-codeartifact-uv.sh
 8834  uv lock
 8835  git status
 8836  git add -u
 8837  git rebase --continue
 8838  git add -u
 8839  git rebase --continue
 8840  git status
 8841  git add -u
 8842  git status
 8843  git rebase --continue
 8844  git add -u
 8845  git rebase --continue
 8846  git add -u
 8847  git rebase --continue
 8848  git add -u
 8849  git rebase --continue
 8850  git add -u
 8851  git rebase --continue
 8852  git add -u
 8853  git rebase --continue
 8854  uv lock
 8855  git status
 8856  git add -u
 8857  git rebase --continue
 8858  git add -u
 8859  git rebase --continue
 8860  rm uv.lock
 8861  uv lock
 8862  git add -u
 8863  git rebase --continue
 8864  git add -u
 8865  git rebase --continue
 8866  git add -u
 8867  git rebase --continue
 8868  git add -u
 8869  git rebase --continue
 8870  git push
 8871  git pull --rebase
 8872  git add -u
 8873  git rebase --continue
 8874  git rebase --abort
 8875  git diff origin/llm-ppo
 8876  git diff origin/llm-ppo --compact-summary
 8877  git switch -c llm-ppo-rebased
 8878  git push
 8879  git push --set-upstream origin llm-ppo-rebased
 8880  git add -u
 8881  git commit -m "Change 'GEM' nomenclature to 'Multiturn' where appropriate"
 8882  git add -u
 8883  git commit -m "Change 'GEM' nomenclature to 'Multiturn' where appropriate"
 8884  git add -u
 8885  git commit -m "Change 'GEM' nomenclature to 'Multiturn' where appropriate"
 8886  git add -u
 8887  git commit -m "Change 'GEM' nomenclature to 'Multiturn' where appropriate"
 8888  git add -u
 8889  git commit -m "Change 'GEM' nomenclature to 'Multiturn' where appropriate"
 8890  git push
 8891  uv pip list | grep agilerl
 8892  git status
 8893  git add -u
 8894  git commit -m "Add reasoning or multiturn funcs to LLM algo specs"
 8895  git add -u
 8896  git commit -m "Add reasoning or multiturn funcs to LLM algo specs"
 8897  git add -u
 8898  git commit -m "Add reasoning or multiturn funcs to LLM algo specs"
 8899  git push
 8900  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.123.118.149
 8901  gcloud auth login
 8902  k9s
 8903  ls
 8904  cursor agilerl-integration
 8905  git pull
 8906  (agilerl-integration) mike@a100-ppo-testing:~/agilerl-integration$ bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh 2 2 configs/training/llm_ppo/gem_multiturn.yaml
 8907  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh 2 2 configs/training/llm_ppo/gem_multiturn.yaml
 8908  python3 ray_jobs/utils/kill_ray_job.py raysubmit_vzU7xHweMRPEcCK2
 8909  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh 2 2 configs/training/llm_ppo/gem_multiturn.yaml
 8910  ls
 8911  git clone git@gitlab.agilerl.rlops.ai:ray-jobs/env-validation.git
 8912  cursor env-validation
 8913  git pull
 8914  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/llm_ppo/gem_multiturn.yaml 2 2
 8915  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 8916  python3 ray_jobs/utils/kill_ray_job.py raysubmit_54utVnedrtSjNhSu
 8917  git switch feature/generalise-gem-to-multiturn
 8918  git switch -c feature/generalise-gem-to-multiturn
 8919  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/llm_ppo/gem_multiturn.yaml 2 2
 8920  cursor ray-worker
 8921  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/llm_ppo/gem_multiturn.yaml 2 2
 8922  python3 ray_jobs/utils/kill_ray_job.py raysubmit_LU3ibLugbRFb2dFi
 8923  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/llm_ppo/gem_multiturn.yaml 2 2
 8924  git switch -c agilerl-2.7.0.dev1
 8925  git switch -
 8926  git branch -d agilerl-2.7.0.dev1
 8927  git switch dev
 8928  git switch main
 8929  git pull
 8930  git switch -c agilerl-2.7.0.dev1
 8931  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/llm_ppo/gem_multiturn.yaml 2 2
 8932  source .venv/bin/activate
 8933  uv sync
 8934  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/llm_ppo/gem_multiturn.yaml 2 2
 8935  uv sync
 8936  uv run python env_validation_package/scripts/smoke_multiturn_qa_env.py\n
 8937  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/llm_ppo/gem_multiturn.yaml 2 2
 8938  uv run pytest env_validation_package/tests/test_multiturn_env_checks.py env_validation_package/tests/test_smoke_multiturn_qa_env.py -v --tb=short\n
 8939  git status
 8940  rm env_validation_package/tests/test_smoke_multiturn_qa_env.py
 8941  git add .
 8942  git commit -m "Convet gem nomenclature to multiturn and remove explicity GemEnv parent class test"
 8943  git push
 8944  git add .
 8945  git commit -m "Updare version to 1.3.2"
 8946  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/llm_ppo/gem_multiturn.yaml 2 2
 8947  git status
 8948  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/llm_ppo/gem_multiturn.yaml 2 2
 8949  gcloud auth login
 8950  k9s
 8951  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/llm_ppo/gem_multiturn.yaml 2 2
 8952  uv pip list | grep agilerl
 8953  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/llm_ppo/gem_multiturn.yaml 2 2
 8954  python3 ray_jobs/utils/kill_ray_job.py raysubmit_w8wTNRARuBbM1egc
 8955  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/llm_ppo/gem_multiturn.yaml 2 2
 8956  python3 ray_jobs/utils/kill_ray_job.py raysubmit_w8wTNRARuBbM1egc
 8957  python3 ray_jobs/utils/kill_ray_job.py raysubmit_cQBksYAJmeDiZfYQ
 8958  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/grpo_multiturn.yaml 2 2
 8959  python3 ray_jobs/utils/kill_ray_job.py raysubmit_t6rRAptLDS6t7nWz
 8960  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/grpo_multiturn.yaml 2 2
 8961  python3 ray_jobs/utils/kill_ray_job.py raysubmit_LenvWUEiUJ5XcDZ6
 8962  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/grpo_multiturn.yaml 2 2
 8963  python3 ray_jobs/utils/kill_ray_job.py raysubmit_yLx1vecyntG1hjvM
 8964  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/grpo_multiturn.yaml 2 2
 8965  python3 ray_jobs/utils/kill_ray_job.py raysubmit_Av6d1rMxizTSf3TZ
 8966  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 8967  python3 ray_jobs/utils/kill_ray_job.py raysubmit_yfdMqs1DpxjE4PZG
 8968  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 8969  git status
 8970  git add -u
 8971  git add configs/
 8972  git stauts
 8973  git status
 8974  git commit -m "LLM algos working for multi-turn case"
 8975  git add -u
 8976  git commit --no-verify -m "LLM algos working for multi-turn case"
 8977  git status
 8978  uv lock
 8979  uv sync
 8980  python3 ray_jobs/utils/kill_ray_job.py raysubmit_j8wLF1myzSp4Zq84
 8981  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 8982  python3 ray_jobs/utils/kill_ray_job.py raysubmit_pHPCxeKuGUkCwrFC
 8983  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 8984  python3 ray_jobs/utils/kill_ray_job.py raysubmit_rLC6C987XGwUZ1ja
 8985  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 8986  python3 ray_jobs/utils/kill_ray_job.py raysubmit_rLC6C987XGwUZ1ja
 8987  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 8988  python3 ray_jobs/utils/kill_ray_job.py raysubmit_XnQie7Xb28sCHTcW
 8989  python3 ray_jobs/utils/kill_ray_job.py raysubmit_wi9775vhA7cGqaaR
 8990  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 8991  python3 ray_jobs/utils/kill_ray_job.py raysubmit_a1q7wCuYdtYQTTuP
 8992  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 8993  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 8994  git status
 8995  git add -u
 8996  git commit --no-verify -m "Added rough vectorized ray env implementation"
 8997  git status
 8998  git restore --staged .
 8999  git status
 9000  git log
 9001  git log --oneline
 9002  git status
 9003  git add -u
 9004  git commit --amend --no-edit\n
 9005  git commit --amend --no-edit --no-verify\n
 9006  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9007  python3 ray_jobs/utils/kill_ray_job.py raysubmit_j2YpXEZ2CEYVnEnZ
 9008  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9009  git status
 9010  git add -u
 9011  git commit --amend --no-edit\n
 9012  git commit --amend --no-edit --no-verify\n
 9013  python3 ray_jobs/utils/kill_ray_job.py raysubmit_Bkr6LSSj3CquAKYi
 9014  gcloud auth login
 9015  k9s
 9016  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9017  clear
 9018  git status
 9019  git diff
 9020  git add -u
 9021  git commit --amend --no-edit --no-verify\n
 9022  python3 ray_jobs/utils/kill_ray_job.py raysubmit_8YGQ2RKLnVpv8Qg7
 9023  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9024  git status
 9025  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9026  git status
 9027  rm tests/unit/utils/test_multiturn_scheduler.py tests/unit/utils/test_async_multiturn_rollout.py
 9028  git log --oneline
 9029  git status
 9030  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9031  python3 ray_jobs/utils/kill_ray_job.py raysubmit_92SZpdXPC1ATrdrF
 9032  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9033  python3 ray_jobs/utils/kill_ray_job.py raysubmit_rFLG45SiGzfvH8ra
 9034  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9035  python3 ray_jobs/utils/kill_ray_job.py raysubmit_wrGC5t6hrgrrhTSZ
 9036  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9037  python3 ray_jobs/utils/kill_ray_job.py raysubmit_fYjpUQgnZpKJw5q2
 9038  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9039  python3 ray_jobs/utils/kill_ray_job.py raysubmit_6kZy5hjFeH6VQnPb
 9040  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9041  clear
 9042  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9043  git branch
 9044  git status
 9045  git add tests/
 9046  git status
 9047  git commit --no-verify -m "Refactored async multi-turn vec envs"
 9048  git branch
 9049  git branch | grep async
 9050  git switch async_rollout
 9051  git status
 9052  git diff
 9053  git status
 9054  git add -u
 9055  git commit --amend --no-edit --no-verify\n
 9056  git log --oneline
 9057  git switch async_rollout
 9058  git switch -
 9059  git push
 9060  git switch -
 9061  git status
 9062  git switch -
 9063  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9064  git status
 9065  git diff
 9066  git stash
 9067  git diff origin/llm-ppo-rebased
 9068  git switch -c feature/async_rl
 9069  git branch
 9070  git merge async_rollout
 9071  git merge --abort
 9072  git switch async_rollout
 9073  git status
 9074  git dsiff
 9075  git diff
 9076  git stash
 9077  git switch async_rollout
 9078  git switch -
 9079  git stash
 9080  git switch llm-ppo-rebased
 9081  git add agilerl_ray/components/llm_buffer.py
 9082  git commit --amend --no-edit --no-verify\n
 9083  git push
 9084  git pull --rebase
 9085  git push
 9086  git switch -
 9087  git status
 9088  git stash pop
 9089  git switch -
 9090  git merge llm-ppo-rebased
 9091  git status
 9092  git stash
 9093  git switch md_sft
 9094  git pull
 9095  git switch -
 9096  git stash pop
 9097  git status
 9098  git add agilerl_ray/specs/training.py
 9099  git stash 
 9100  git switch async_rollout
 9101  git status
 9102  git switch async_rollout
 9103  git add -u
 9104  git status
 9105  git add agilerl_ray/inference/llm_rollout_engine.py
 9106  git status
 9107  git commit -m "Rollout engine skeleton"
 9108  git commit --no-verify -m "Rollout engine skeleton"
 9109  git stash pop
 9110  git add  agilerl_ray/specs/training.py
 9111  git commit --no-verify -m "LLM buffer specs"
 9112  git stash
 9113  git switch async_rollout
 9114  git diff feature/async_rl
 9115  git diff feature/async_rl agilerl_ray/agents/population.py
 9116  git switch -
 9117  git diff async_rollout agilerl_ray/agents/population.py
 9118  git diff async_rollout agilerl_ray/training/trainer.py
 9119  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9120  python3 ray_jobs/utils/kill_ray_job.py raysubmit_6kZy5hjFeH6VQnPb
 9121  ls
 9122  gcloud auth login
 9123  git add -u
 9124  git status
 9125  git add agilerl_ray/
 9126  git add tests/
 9127  git status
 9128  git commit --no-verify -m "First draft of the async multiturn pipeline"
 9129  git push
 9130  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9131  git status
 9132  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9133  gcloud auth login
 9134  k9s
 9135  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9136  python3
 9137  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9138  python3
 9139  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9140  git status
 9141  git diff
 9142  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9143  python3 ray_jobs/utils/kill_ray_job.py raysubmit_T6nJJRZ34S9H9L5S
 9144  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9145  python3 ray_jobs/utils/kill_ray_job.py raysubmit_dxZneh8JwWYEKsWB
 9146  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9147  python3 ray_jobs/utils/kill_ray_job.py raysubmit_Ei3BHUjqrCHP5tNw
 9148  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9149  python3 ray_jobs/utils/kill_ray_job.py raysubmit_MmVvxQeUHGhLbJJD
 9150  ls
 9151  git clone https://github.com/google-deepmind/mujoco_playground.git
 9152  ls
 9153  cd mujoco_playground
 9154  claude
 9155  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9156  python3 ray_jobs/utils/kill_ray_job.py raysubmit_fKqDGzX5Wk2n9eV3
 9157  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9158  python3 ray_jobs/utils/kill_ray_job.py raysubmit_F2sGm6JUh9W5HdpY
 9159  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9160  python3 ray_jobs/utils/kill_ray_job.py raysubmit_bWPKcXQE9B2LPnFP
 9161  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9162  ls
 9163  cursor agilerl-workloads
 9164  python3 ray_jobs/utils/kill_ray_job.py raysubmit_pMxTV6vKwtcEZdWe
 9165  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9166  git switch workloads
 9167  git pull
 9168  git switch -c ray-dev-nfs
 9169  python3 ray_jobs/utils/kill_ray_job.py raysubmit_wTvbA4sC6y5e85S2
 9170  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9171  git diff
 9172  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9173  git status
 9174  git diff
 9175  git add -u
 9176  git commit -m "Enable nfs for ray-dev"
 9177  git push
 9178  python3 ray_jobs/utils/kill_ray_job.py raysubmit_ApN2YMGWFNrA4ETc
 9179  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9180  python3 ray_jobs/utils/kill_ray_job.py raysubmit_Z3hsivXhQjgD7PaK
 9181  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9182  python3 ray_jobs/utils/kill_ray_job.py raysubmit_Z3hsivXhQjgD7PaK
 9183  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9184  python3 ray_jobs/utils/kill_ray_job.py raysubmit_ZgAq6jrh5ggijrCH
 9185  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9186  python3 ray_jobs/utils/kill_ray_job.py raysubmit_yPmXDMtNX5NB75bq
 9187  python3 ray_jobs/utils/kill_ray_job.py raysubmit_Mm3HwJL864dV1WK3
 9188  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9189  python3 ray_jobs/utils/kill_ray_job.py raysubmit_gcsJ8tDAV46Q44WH
 9190  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9191  python3 ray_jobs/utils/kill_ray_job.py raysubmit_5sWKq6STXJfnMsy9
 9192  ls
 9193  cursor AgileRL
 9194  git pull
 9195  git add RL_BASE64_IMPLEMENTATION_PLAN**
 9196  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9197  python3 ray_jobs/utils/kill_ray_job.py raysubmit_m9h5P2sMiRshnHD3
 9198  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9199  python3 ray_jobs/utils/kill_ray_job.py raysubmit_jHjNRK2nqAJAZaTd
 9200  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9201  python3 ray_jobs/utils/kill_ray_job.py raysubmit_gFikGxHVRiqTVTiJ
 9202  gcloud auth login
 9203  k9s
 9204  git switch workloads
 9205  git pull
 9206  git switch -c unsuspend-ray-dev-llm
 9207  git status
 9208  git add -u
 9209  git commit -m "Unsuspend ray-dev-llm"
 9210  git push
 9211  git push --set-upstream origin unsuspend-ray-dev-llm
 9212  git status
 9213  git switch workloads
 9214  git swtich -
 9215  git switch -
 9216  git add -u
 9217  git status
 9218  git commit -m "Render suspend status"
 9219  git push
 9220  git status
 9221  kubectl get raycluster ray-dev-llm -n ray-dev-llm -o jsonpath='{.spec.suspend}{"\n"}'\n
 9222  kubectl get pods -n ray-dev-llm\n
 9223  kubectl get raycluster -n ray-dev-llm\n
 9224  kubectl get raycluster ray-dev-llm -n ray-dev-llm \\n  -o jsonpath='spec.suspend={.spec.suspend} state={.status.state}{"\n"}'
 9225  kubectl describe raycluster ray-dev-llm -n ray-dev-llm\n
 9226  kubectl get pvc ray-data -n ray-dev-llm\nkubectl get raycluster ray-dev-llm -n ray-dev-llm -o jsonpath='{.spec.headGroupSpec.template.spec.volumes[?(@.name=="data")]}'
 9227  git add -u
 9228  git commit -m "Add nfs to head"
 9229  git push
 9230  git status
 9231  git push
 9232  kubectl describe pod -n ray-dev-llm -l ray.io/node-type=worker\n
 9233  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9234  python3 ray_jobs/utils/kill_ray_job.py raysubmit_UKm9C6XjcgEHwBGc
 9235  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9236  python3 ray_jobs/utils/kill_ray_job.py raysubmit_UKm9C6XjcgEHwBGc
 9237  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9238  python3 ray_jobs/utils/kill_ray_job.py raysubmit_TGjnqg8B9WDsqfNf
 9239  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9240  python3 ray_jobs/utils/kill_ray_job.py raysubmit_xLjxsL5a9jtRJUCi
 9241  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9242  git status
 9243  git pull
 9244  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9245  python3 ray_jobs/utils/kill_ray_job.py raysubmit_JDAwpYYPMfWVPQWp
 9246  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9247  python3 ray_jobs/utils/kill_ray_job.py raysubmit_53ZqmXxz4bAHf8NQ
 9248  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9249  python3 ray_jobs/utils/kill_ray_job.py raysubmit_53ZqmXxz4bAHf8NQ
 9250  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9251  python3 ray_jobs/utils/kill_ray_job.py raysubmit_Kch4QZHJ5Nek4MAY
 9252  python3 ray_jobs/utils/kill_ray_job.py raysubmit_xLjxsL5a9jtRJUCi
 9253  python3 ray_jobs/utils/kill_ray_job.py raysubmit_Ls6k9Q5MVLiHpe1H
 9254  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9255  python3 ray_jobs/utils/kill_ray_job.py raysubmit_ukXH4YseuckSanBB
 9256  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9257  python3 ray_jobs/utils/kill_ray_job.py raysubmit_WLRC91HKGRb2VB65
 9258  git status
 9259  git add -u
 9260  git status
 9261  git commit --no-verify -m "Rollout engine working"
 9262  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9263  python3 ray_jobs/utils/kill_ray_job.py raysubmit_U1MijpfCnnPmzwxw
 9264  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9265  python3 ray_jobs/utils/kill_ray_job.py raysubmit_ZDn54wBfdqRPvVfz
 9266  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9267  python3 ray_jobs/utils/kill_ray_job.py raysubmit_jGSwZNnnkYfMWZjb
 9268  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9269  python3 ray_jobs/utils/kill_ray_job.py raysubmit_EMgnnCGvUhP4WEES
 9270  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9271  python3 ray_jobs/utils/kill_ray_job.py raysubmit_AHwYdWY2UpVuZ5d5
 9272  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9273  python3 ray_jobs/utils/kill_ray_job.py raysubmit_jpGK8Uv8AzYzi7hm
 9274  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9275  python3 ray_jobs/utils/kill_ray_job.py raysubmit_nAyz9FrccWjLpKY1
 9276  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9277  python3 ray_jobs/utils/kill_ray_job.py raysubmit_aytFKXKMQkP9WTcX
 9278  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9279  python3 ray_jobs/utils/kill_ray_job.py raysubmit_m2XLCSDiLC26yhT4
 9280  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9281  python3 ray_jobs/utils/kill_ray_job.py raysubmit_m2XLCSDiLC26yhT4
 9282  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9283  python3 ray_jobs/utils/kill_ray_job.py raysubmit_B73M5rFpPDTubwN7
 9284  python3 ray_jobs/utils/kill_ray_job.py raysubmit_cdbgCGscjvV7jxac
 9285  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9286  python3 ray_jobs/utils/kill_ray_job.py raysubmit_cmcC2JPAgkFNU8NX
 9287  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9288  python3 ray_jobs/utils/kill_ray_job.py raysubmit_cmcC2JPAgkFNU8NX
 9289  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9290  python3 ray_jobs/utils/kill_ray_job.py raysubmit_dEJx4NfaE97CETe3
 9291  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9292  python3 ray_jobs/utils/kill_ray_job.py raysubmit_raReq4VyNEDbV6yD
 9293  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9294  python3 ray_jobs/utils/kill_ray_job.py raysubmit_K8zr5t7JihakQVUm
 9295  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9296  python3 ray_jobs/utils/kill_ray_job.py raysubmit_RHuyTUpyWKaZmSkF
 9297  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9298  python3 ray_jobs/utils/kill_ray_job.py raysubmit_WhhwvjJ4uR9LgDWK
 9299  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9300  python3 ray_jobs/utils/kill_ray_job.py raysubmit_PpCS63fyjKGfjs2f
 9301  python3 ray_jobs/utils/kill_ray_job.py raysubmit_5Uz4kPMAHBcXdz8u
 9302  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9303  cursor agilerl-integration
 9304  git status
 9305  git add -u
 9306  git add agilerl_ray/inference/rollout_factory.py
 9307  git status
 9308  git commit --no-verify -m "Async rollout working and training with CISPO"
 9309  git status
 9310  git push
 9311  git status
 9312  git switch llm-ppo-rebased
 9313  git pull
 9314  git status
 9315  git add -u
 9316  git commit -m "Fix test import error:
 9317  git commit -m "Fix test import error"
 9318  uv run pytest tests
 9319  source scripts/auth-codeartifact-uv.sh
 9320  uv run pytest tests
 9321  uv pip list | grep agilerl
 9322  uv pip install "agilerl[llm]==2.7.0.dev1"
 9323  python3
 9324  source .venv/bin/activate
 9325  uv run pytest tests
 9326  pytest tests
 9327  uv pip list | grep agilerl
 9328  python3
 9329  git status
 9330  git push
 9331  git switch -
 9332  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9333  python3 ray_jobs/utils/kill_ray_job.py raysubmit_wMtvZ3xt5xcdY3ti
 9334  source .venv/bin/activate
 9335  python3 ray_jobs/utils/kill_ray_job.py raysubmit_wMtvZ3xt5xcdY3ti
 9336  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9337  kubectl get pod ray-dev-llm -o yaml | grep -A 20 affinity
 9338  kubectl get pod ray-dev -o yaml | grep -A 20 affinity
 9339  kubectl get pod ray-dev-llm-medium-worker-5tfss -o yaml | grep -A 20 affinity
 9340  kubectl delete pod ray-dev-llm-medium-worker-5tfss -n ray-dev-llm\n
 9341  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9342  kubectl get raycluster ray-dev-llm -n ray-dev-llm -o jsonpath='{.spec.workerGroupSpecs[?(@.groupName=="medium")].template.spec.nodeSelector}'
 9343  gcloud container node-pools list \\n  --cluster=gke-arena-europe-west4 \\n  --region=europe-west4 \\n  --format="table(name,config.labels)"
 9344  gcloud container node-pools describe nap-g2-standard-16-gpu1-1sdqqty6 \\n  --cluster=gke-arena-europe-west4 \\n  --region=europe-west4 \\n  --format="table(name,locations)"
 9345  python3 ray_jobs/utils/kill_ray_job.py raysubmit_ZqJEwXdafBgVbMjf
 9346  git status
 9347  git diff
 9348  gcloud auth login
 9349  k9s
 9350  ls
 9351  cursor AgileRL
 9352  source .venv/bin/activate
 9353  git switch feature/llm_optimization_more
 9354  git pull
 9355  ssh-add ~/.ssh/id_ed25519
 9356  cd ~/.ssh
 9357  ls
 9358  cat id_ed25519.pub
 9359  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.171.250.203
 9360  k9s
 9361  git commit -m "streamline async multiturn env config by removing unused knobs and enforcing vectorized+parent-PG defaults"
 9362  git log --oneline 
 9363  git add -u
 9364  git commit -m "streamline async multiturn env config by removing unused knobs and enforcing vectorized+parent-PG defaults"
 9365  git add -u
 9366  git commit -m "streamline async multiturn env config by removing unused knobs and enforcing vectorized+parent-PG defaults"
 9367  git add -u
 9368  git commit -m "streamline async multiturn env config by removing unused knobs and enforcing vectorized+parent-PG defaults"
 9369  git commit -m "refine async multiturn rollout validation and telemetry metadata"
 9370  git add -u
 9371  git commit -m "refine async multiturn rollout validation and telemetry metadata"
 9372  ruff check . --fix
 9373  uv pip install ruff
 9374  ruff check . --fix
 9375  pip install rug
 9376  pip install ruff
 9377  ruff check . --fix
 9378  brew install ruff
 9379  ruff check . --fix
 9380  pre-commit run --all-files
 9381  git add -u
 9382  git commit --no-verify -m "refine async multiturn rollout validation and telemetry metadata"
 9383  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.171.250.203
 9384  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9385  source /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
 9386  uv pip install agilerl[all]==2.7.0.dev2
 9387  uv pip install agilerl[all]==2.7.0.dev1
 9388  uv pip install agilerl[llm]==2.7.0.dev1
 9389  deactivate
 9390  source .venv/bin/activate
 9391  uv pip install agilerl[llm]==2.7.0.dev1
 9392  uv pip install agilerl
 9393  uv pip install agilerl==2.7.0.dev1
 9394  uv pip install agilerl[all]==2.7.0.dev1
 9395  uv pip install "agilerl[all]==2.7.0.dev1"
 9396  bash -lc '\nset -euo pipefail\n\necho "== Ruff (syntax/pyflakes on touched files) =="\nruff check \\n  agilerl_ray/utils/llm_utils.py \\n  agilerl_ray/inference/llm_rollout_engine.py \\n  agilerl_ray/components/llm_buffer.py \\n  agilerl_ray/components/llm_replay_buffer.py \\n  agilerl_ray/agents/llm_agent.py \\n  tests/unit/components/test_llm_buffer.py \\n  tests/unit/utils/test_llm_utils.py \\n  tests/unit/agents/test_llm_agent.py \\n  --select F,E9 --output-format concise\n\necho "== Ruff (type-only imports + local-import rules) =="\nruff check agilerl_ray --select TC001,TC002,TC003,PLC0415 --output-format concise\n\necho "== Targeted tests =="\nif ./.venv/bin/python - <<'"'"'PY'"'"'\nimport agilerl.algorithms as a, sys\nsys.exit(0 if hasattr(a, "CISPO") else 1)\nPY\nthen\n  ./.venv/bin/python -m pytest \\n    tests/unit/components/test_llm_buffer.py \\n    tests/unit/utils/test_llm_utils.py \\n    tests/unit/agents/test_llm_agent.py \\n    -q\nelse\n  echo "SKIP pytest: local env missing agilerl.algorithms.CISPO"\nfi\n'
 9397  uv pip install "agilerl[all]==2.7.0.dev2"
 9398  uv pip install "agilerl[all]==2.7.0.dev1"
 9399  ./.venv/bin/python -c "from agilerl.algorithms import CISPO; print('CISPO import OK:', CISPO)"\n
 9400  uv pip uninstall agilerl
 9401  uv pip install "agilerl[all]==2.7.0.dev1"
 9402  source scripts/auth-codeartifact-uv.sh
 9403  uv pip install "agilerl[all]==2.7.0.dev1"
 9404  ./.venv/bin/python -c "from agilerl.algorithms import CISPO; print('CISPO import OK:', CISPO)"\n
 9405  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9406  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@34.123.118.149
 9407  kubectl get raycluster ray-dev-llm -n ray-dev-llm -o jsonpath='{.spec.workerGroupSpecs[?(@.groupName=="medium")].template.spec.nodeSelector}'
 9408  kubectl describe pod -n ray-dev-llm -l ray.io/node-type=worker\n
 9409  kubectl get raycluster ray-dev-llm -n ray-dev-llm -o jsonpath='{.spec.workerGroupSpecs[?(@.groupName=="medium")].template.spec.nodeSelector}'
 9410  kubectl get pvc ray-data -n ray-dev-llm\nkubectl get raycluster ray-dev-llm -n ray-dev-llm -o jsonpath='{.spec.headGroupSpec.template.spec.volumes[?(@.name=="data")]}'
 9411  kubectl get raycluster ray-dev-llm -n ray-dev-llm -o jsonpath='{.spec.workerGroupSpecs[?(@.groupName=="medium")].template.spec.nodeSelector}'
 9412  cursor agilerl-workloads
 9413  # Labels on nodes (do you have arena-medium-gke-dev at all?)\nkubectl get nodes -L cloud.google.com/compute-class\n\n# Capacity on nodes with that class (GPUs especially)\nkubectl describe nodes | rg -A2 'arena-medium-gke-dev|nvidia.com/gpu|Allocatable'
 9414  kubectl get pod ray-dev-llm-medium-worker-8hm9r -n ray-dev-llm -o yaml | rg -n 'nodeSelector|affinity|tolerations'\n
 9415  kubectl get pods -n ray-dev-llm\n
 9416  gcloud container node-pools describe nap-g2-standard-16-gpu1-1sdqqty6 \\n  --cluster=gke-arena-europe-west4 \\n  --region=europe-west4 \\n  --format="table(name,locations)"
 9417  python3 ray_jobs/utils/kill_ray_job.py raysubmit_tvwQvbvSJcqgbNaV
 9418  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9419  git status
 9420  git add -u
 9421  git status
 9422  git commit --no-verify -m "Added post mutation/cloning handling"
 9423  git status
 9424  cursor agilerl-integration
 9425  git pull
 9426  git switch llm-ppo-rebased
 9427  git pull
 9428  git switch dev
 9429  git pull
 9430  git switch -
 9431  git rebase dev
 9432  git status
 9433  git add -u
 9434  git rebase --continue
 9435  git add -u
 9436  git rebase --continue
 9437  uv lock
 9438  source scripts/auth-codeartifact-uv.sh
 9439  uv lock
 9440  gcloud auth login
 9441  k9s
 9442  cd ~
 9443  ls
 9444  cd .ssh
 9445  ls
 9446  cat id_ed25519.pub
 9447  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@104.155.169.124
 9448  git status
 9449  cd Ag
 9450  cd AgileRL
 9451  git switch nightly
 9452  git pull
 9453  cat pyproject.toml
 9454  cat pyproject.toml | grep agilerl
 9455  cat pyproject.toml | grep version
 9456  cursor
 9457  git switch nightly
 9458  git pull
 9459  git status
 9460  uv lock
 9461  git status
 9462  git add -u
 9463  git commit -m "Update version to 2.7.0"
 9464  git push
 9465  git status
 9466  git rebase --abort
 9467  git status
 9468  git pull
 9469  git switch -c llm-ppo-rebased-backup
 9470  git log --online | grep 152c8c2
 9471  git log --oneline | grep 152c8c2
 9472  git log --oneline 
 9473  $ git config --global rerere.enabled true\n
 9474  git config --global rerere.enabled true\n
 9475  git switch -
 9476  git checkout 2233976
 9477  git switch -
 9478  git branch
 9479  git branch | grep llm-ppo
 9480  git switch dev
 9481  git pull
 9482  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@104.155.169.124
 9483  git switch feature/async_rl
 9484  git pull
 9485  git add -u
 9486  git commit -m "Fix rollout engine resource allocation"
 9487  kubectl describe pod ray-dev-llm-a100-worker-n8rl2 -n ray-dev-llm
 9488  kubectl describe pod ray-dev-llm-medium-worker-cddw4 -n ray-dev-llm
 9489  git pull
 9490  git fetch
 9491  gi diff llm-optimizations
 9492  git diff llm-optimizations
 9493  git switch llm-optimizations
 9494  git status
 9495  git diff
 9496  git diff  .pre-commit-config.yaml
 9497  git diff  agilerl_ray/specs/resource.py
 9498  git add 0y
 9499  git add -u
 9500  git commit -m "Fix resource calc for rollouts"
 9501  git add -u
 9502  git commit -m "Fix resource calc for rollouts"
 9503  git add -u
 9504  git commit -m "Fix resource calc for rollouts"
 9505  git diff origin/llm-optimizations 
 9506  git diff origin/llm-optimizations --compact-summary
 9507  git switch -c feature/async_rl-backup
 9508  git switch -
 9509  git merge origin/llm-optimizations
 9510  git statu
 9511  git status
 9512  git merge --abort
 9513  git status
 9514  git push
 9515  git merge dev
 9516  git merge --abort
 9517  git merge origin/llm-optimizations
 9518  git merge --abort
 9519  git merge origin/llm-optimizations 
 9520  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9521  git merge --continue
 9522  git status
 9523  git add -u
 9524  git merge --continue
 9525  git merge --continue --no-verify
 9526  git merge --continue 
 9527  git add -u
 9528  git merge --continue
 9529  git add -u
 9530  git commit --no-verify\n
 9531  git status
 9532  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9533  git add -u
 9534  git commit --amend --no-edit
 9535  git switch feature/async_rl-backup
 9536  git stashj
 9537  git stash
 9538  git switch feature/async_rl-backup
 9539  git push
 9540  git switch -
 9541  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9542  git diff feature/async_rl-backup agilerl_ray/agents/llm_agent.py
 9543  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9544  python3 ray_jobs/utils/kill_ray_job.py raysubmit_Hb8mWEhi1qs16YZ4
 9545  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9546  git status
 9547  git log --oneline
 9548  git stash
 9549  git switch feature/async_rl
 9550  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9551  gcloud auth login
 9552  k9s
 9553  git fetch origin
 9554  git switch merge/async-rl
 9555  git pull
 9556  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9557  python3 ray_jobs/utils/kill_ray_job.py raysubmit_9e9deL2eY85JUZaR
 9558  ls
 9559  cd ray-worker
 9560  git switch main
 9561  git pull
 9562  git switch -c upgrade-vllm-transformers-agilerl
 9563  cursor .
 9564  source .venv/bin/activate
 9565  just lock
 9566  ls
 9567  k9s
 9568  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9569  python3 ray_jobs/utils/kill_ray_job.py raysubmit_nB6brHsFgpLBxR1d
 9570  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9571  just lock
 9572  git status
 9573  git diff
 9574  git add -u
 9575  git commit --no-verify -m "Getting async + liger to run"
 9576  git switch feature/async_rl
 9577  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9578  git log --oneline
 9579  git switch feature/async_rl-backup
 9580  git stash
 9581  git switch feature/async_rl-backup
 9582  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9583  python3 ray_jobs/utils/kill_ray_job.py raysubmit_6TuqJ2tQAP5iarCb
 9584  git switch -
 9585  git switch merge/async-rl
 9586  git status
 9587  git stash
 9588  git switch merge/async-rl
 9589  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9590  python3 ray_jobs/utils/kill_ray_job.py raysubmit_fidkm2GL7rTBMCa4
 9591  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9592  python3 ray_jobs/utils/kill_ray_job.py raysubmit_SE2zJNCxsW1e326A
 9593  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9594  python3 ray_jobs/utils/kill_ray_job.py raysubmit_QTpErQSyTpAASggD
 9595  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9596  python3 ray_jobs/utils/kill_ray_job.py raysubmit_A42YjKVxNgTgnHRF
 9597  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9598  python3 ray_jobs/utils/kill_ray_job.py raysubmit_b28GpAWUkwWpunqU
 9599  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9600  python3 ray_jobs/utils/kill_ray_job.py raysubmit_brftMUBSBue6DyTX
 9601  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9602  python3 ray_jobs/utils/kill_ray_job.py raysubmit_6fQTcjdi2X1rh7Jz
 9603  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9604  python3 ray_jobs/utils/kill_ray_job.py raysubmit_NuEAjvdx99pv7y8q
 9605  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9606  gcloud auth login
 9607  k9s
 9608  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9609  ls
 9610  cd ..
 9611  ls
 9612  cursor agilerl-workloads
 9613  git switch workloads
 9614  git oull
 9615  git pull
 9616  git switch -c "add-large-l4s"
 9617  git add -u
 9618  git commit -m "Add large l4 nodes to ray-dev-llm raycluster.yaml"
 9619  git push
 9620  python3 ray_jobs/utils/kill_ray_job.py raysubmit_NuEAjvdx99pv7y8q
 9621  python3 ray_jobs/utils/kill_ray_job.py raysubmit_gBLNUtQxEcHc6vKM
 9622  ssh -A -R 2222:gitlab.agilerl.rlops.ai:22 mike@104.197.72.90
 9623  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9624  python3 ray_jobs/utils/kill_ray_job.py raysubmit_u18M6N4j1rUgGc8M
 9625  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9626  python3 ray_jobs/utils/kill_ray_job.py raysubmit_pssHEJNubfh6FUV5
 9627  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9628  python3 ray_jobs/utils/kill_ray_job.py raysubmit_6pC5FNgtR8DJDhX8
 9629  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9630  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 4
 9631  cd AgileRL
 9632  cursor .
 9633  python3 ray_jobs/utils/kill_ray_job.py raysubmit_r7mt3hUxZ8gu36re
 9634  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 4
 9635  python3 ray_jobs/utils/kill_ray_job.py raysubmit_zimSrhdWFKAPjbpQ
 9636  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 4
 9637  python3 ray_jobs/utils/kill_ray_job.py raysubmit_LwM9SPDt7YYVtYh5
 9638  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 4
 9639  python3 ray_jobs/utils/kill_ray_job.py raysubmit_M54F23E4GRt8CnyN
 9640  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 4
 9641  python3 ray_jobs/utils/kill_ray_job.py raysubmit_TRKwJKM25vsLgpiP
 9642  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 4
 9643  python3 ray_jobs/utils/kill_ray_job.py raysubmit_a6xBhksvKHRjjrBU
 9644  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 4
 9645  python3 ray_jobs/utils/kill_ray_job.py raysubmit_udfn2KAWWXGixThE
 9646  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 4
 9647  python3 ray_jobs/utils/kill_ray_job.py raysubmit_WXszaaJuLLh3xUPm
 9648  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 4
 9649  python3 ray_jobs/utils/kill_ray_job.py raysubmit_ZRQrDAvDuLsXXFfr
 9650  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 4
 9651  python3 ray_jobs/utils/kill_ray_job.py raysubmit_Xh8LUqcamAvsfTff
 9652  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 4
 9653  python3 ray_jobs/utils/kill_ray_job.py raysubmit_zwtdrGhzyyzwa4zd
 9654  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 4
 9655  python3 ray_jobs/utils/kill_ray_job.py raysubmit_fhjBTMfAHShSjGQv
 9656  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 4
 9657  python3 ray_jobs/utils/kill_ray_job.py raysubmit_5PWPxHABe8kMKLYP
 9658  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 4
 9659  python3 ray_jobs/utils/kill_ray_job.py raysubmit_5PWPxHABe8kMKLYP
 9660  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 4
 9661  python3 ray_jobs/utils/kill_ray_job.py raysubmit_U6yxNNupNKvEj5bc
 9662  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 4
 9663  python3 ray_jobs/utils/kill_ray_job.py raysubmit_zTuBaMCjMumdZQYk
 9664  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 4
 9665  python3 ray_jobs/utils/kill_ray_job.py raysubmit_tJnJ7MVZ3kBJxVNq
 9666  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 4
 9667  python3 ray_jobs/utils/kill_ray_job.py raysubmit_kWw2UmBwEcrEFhwK
 9668  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 4
 9669  python3 ray_jobs/utils/kill_ray_job.py raysubmit_yE4jw2ejAEvxgkSq
 9670  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 4
 9671  python3 ray_jobs/utils/kill_ray_job.py raysubmit_uamnHNd8SyNH4zUy
 9672  python3 ray_jobs/utils/kill_ray_job.py raysubmit_MBcqgctHMr6FbzbJ
 9673  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 4
 9674  python3 ray_jobs/utils/kill_ray_job.py raysubmit_2BAwANFHrgUVEDxZ
 9675  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 4
 9676  python3 ray_jobs/utils/kill_ray_job.py raysubmit_A231pgSHjxhGqk1p
 9677  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 4
 9678  python3 ray_jobs/utils/kill_ray_job.py raysubmit_jk9ihYQQRfkzdyC9
 9679  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 4
 9680  python3 ray_jobs/utils/kill_ray_job.py raysubmit_DVrajyTe3EmWxKXj
 9681  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 4
 9682  python3 ray_jobs/utils/kill_ray_job.py raysubmit_ZBggJjszyU2g7S8T
 9683  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 4
 9684  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9685  python3 ray_jobs/utils/kill_ray_job.py raysubmit_b6LC1FEKaqHWA1vg
 9686  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9687  python3 ray_jobs/utils/kill_ray_job.py raysubmit_VXbaeHTMEPSvDU6B
 9688  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9689  python3 ray_jobs/utils/kill_ray_job.py raysubmit_fUZdA8jRR6L3wtNy
 9690  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9691  python3 ray_jobs/utils/kill_ray_job.py raysubmit_XG7sKW5cex1EcjZb
 9692  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9693  python3 ray_jobs/utils/kill_ray_job.py raysubmit_SmmuCpC5VADeRxf6
 9694  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9695  python3 ray_jobs/utils/kill_ray_job.py raysubmit_PPaN55tWLnCta4Z7
 9696  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9697  python3 ray_jobs/utils/kill_ray_job.py raysubmit_QV8r4v5Dr8FjpNdR
 9698  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9699  git status
 9700  python3 ray_jobs/utils/kill_ray_job.py raysubmit_QhC21G9N144aEEFP
 9701  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9702  python3 ray_jobs/utils/kill_ray_job.py raysubmit_3vzQCHRBWkP83fG3
 9703  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9704  python3 ray_jobs/utils/kill_ray_job.py raysubmit_1P75X7YaZ7igv2xC
 9705  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9706  cd ~
 9707  ls
 9708  cd Projects/2025
 9709  ls
 9710  cursor AgileRL
 9711  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9712  python3 ray_jobs/utils/kill_ray_job.py raysubmit_FPeXdDGtR586VKVF
 9713  python3 ray_jobs/utils/kill_ray_job.py raysubmit_GsfdVkjh2NaShiDr
 9714  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9715  python3 ray_jobs/utils/kill_ray_job.py raysubmit_pva3HeXT7RWBQn7e
 9716  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9717  python3 ray_jobs/utils/kill_ray_job.py raysubmit_8VMXNUbwfHyiNZyB
 9718  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9719  python3 ray_jobs/utils/kill_ray_job.py raysubmit_YYfVJDbXcCZmyzCk
 9720  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9721  python3 ray_jobs/utils/kill_ray_job.py raysubmit_cjhURys2r5P8RJ5X
 9722  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9723  python3 ray_jobs/utils/kill_ray_job.py raysubmit_RwjJ8NV1Fzf4eizA
 9724  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9725  python3 ray_jobs/utils/kill_ray_job.py raysubmit_RwjJ8NV1Fzf4eizA
 9726  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9727  python3 ray_jobs/utils/kill_ray_job.py raysubmit_U5ncWHj2i8UBjqfn
 9728  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9729  git add -u
 9730  git commit -m "Pop training working with 4B model"
 9731  git commit --no-verify -m "Pop training working with 4B model"
 9732  python3 ray_jobs/utils/kill_ray_job.py raysubmit_uWx2d9Qf3R4n5cCM
 9733  git status
 9734  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9735  python3 ray_jobs/utils/kill_ray_job.py raysubmit_gbJMvMUfsUZEZZYu
 9736  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9737  python3 ray_jobs/utils/kill_ray_job.py raysubmit_8vZaDAA19P4npJA4
 9738  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9739  python3 ray_jobs/utils/kill_ray_job.py raysubmit_ZW7UB1x2g4sq1xff
 9740  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9741  python3 ray_jobs/utils/kill_ray_job.py raysubmit_KL486f6LYvdb33xs
 9742  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9743  python3 ray_jobs/utils/kill_ray_job.py raysubmit_g2yYbQ6PVA9EaLpt
 9744  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9745  python3 ray_jobs/utils/kill_ray_job.py raysubmit_4ficBiMLUfJfHvzg
 9746  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9747  python3 ray_jobs/utils/kill_ray_job.py raysubmit_8d1UA2jWTDF6wvCz
 9748  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9749  git pull
 9750  git status
 9751  git pull --overwrite
 9752  git pull --force
 9753  git reset --hard origin/nightly
 9754  git pull 
 9755  git switch -c bugfix/grpo-liger-loss-opt
 9756  git status
 9757  git add -u
 9758  git commit -m "Patched GRPO to avoid materializing entire logits tensor in liger loss route"
 9759  git push
 9760  git push --set-upstream origin bugfix/grpo-liger-loss-opt
 9761  gcloud auth login
 9762  k9s
 9763  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9764  python3 ray_jobs/utils/kill_ray_job.py raysubmit_HmSgSYZSBrRt3Wv3
 9765  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9766  python3 ray_jobs/utils/kill_ray_job.py raysubmit_fzKRw2kQM5FTXZ7C
 9767  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9768  git statua
 9769  git status
 9770  git add -u
 9771  git commit --no-verify -m "Commiting before running sync rollout"
 9772  python3 ray_jobs/utils/Bkill_ray_job.py raysubmit_A9LNrBYyBZjSqFXd
 9773  python3 ray_jobs/utils/kill_ray_job.py raysubmit_A9LNrBYyBZjSqFXd
 9774  git switch dev
 9775  git pull
 9776  git switch -
 9777  git pull
 9778  git status
 9779  git stash
 9780  git pull
 9781  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9782  git switch -
 9783  git status
 9784  git restore .
 9785  git switch -
 9786  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9787  gcloud auth login
 9788  k9s
 9789  python3 ray_jobs/utils/kill_ray_job.py raysubmit_XypmkYVAT4H8ncjk
 9790  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9791  python3 ray_jobs/utils/kill_ray_job.py raysubmit_Y3P64PcRWAWqmNTQ
 9792  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9793  python3 ray_jobs/utils/kill_ray_job.py raysubmit_6Ezu4HAm5m6xqaxV
 9794  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9795  python3 ray_jobs/utils/kill_ray_job.py raysubmit_NrsHiNJj39Rti8b8
 9796  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9797  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 1
 9798  python3 ray_jobs/utils/kill_ray_job.py raysubmit_CiSZ3Nn6pwJLFAVu
 9799  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 1
 9800  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9801  python3 ray_jobs/utils/kill_ray_job.py raysubmit_Uvefe9FexRSXRQQE
 9802  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9803  python3 ray_jobs/utils/kill_ray_job.py raysubmit_HppkipNZh7AzQQBA
 9804  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9805  python3 ray_jobs/utils/kill_ray_job.py raysubmit_TeFCm2JKi9hQbz8S
 9806  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9807  python3 ray_jobs/utils/kill_ray_job.py raysubmit_Lpzt9LnciWTnPyK7
 9808  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9809  python3 ray_jobs/utils/kill_ray_job.py raysubmit_Lpzt9LnciWTnPyK7
 9810  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9811  python3 ray_jobs/utils/kill_ray_job.py raysubmit_SBv3Bkui1dgumt9u
 9812  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9813  python3 ray_jobs/utils/kill_ray_job.py raysubmit_3XpRezZ4jy4Tjfwd
 9814  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9815  python3 ray_jobs/utils/kill_ray_job.py 
 9816  python3 ray_jobs/utils/kill_ray_job.py raysubmit_821Wi6jZk5sUCVxw
 9817  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9818  python3 ray_jobs/utils/kill_ray_job.py raysubmit_PZtDBW9PDnj6Qxaq
 9819  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9820  git status
 9821  git diff
 9822  python3 ray_jobs/utils/kill_ray_job.py raysubmit_ETbtakQZSNrVzSbi
 9823  git diff
 9824  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9825  git add -u
 9826  git commit --no-verify -m "Remvoe memory_efficient_param handling as now done in framework"
 9827  git status
 9828  python3 ray_jobs/utils/kill_ray_job.py raysubmit_azj5JjEdcrKHz8V2
 9829  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9830  python3 ray_jobs/utils/kill_ray_job.py raysubmit_MfDfu2DMdipkcrCP
 9831  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9832  git status
 9833  git diff
 9834  git switch -c merge/async-rl-arch-change
 9835  git add -u
 9836  git commit --no-verify -m "Moved LLMRolloutEngine to LLMAgentManager still using nfs + lora saving"
 9837  git status
 9838  k9s
 9839  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9840  git status
 9841  git add -u
 9842  git add tests/
 9843  git status
 9844  git add agilerl_ray/inference/weight_merge.py
 9845  git status
 9846  git commit --no-verify -m "Commiting WIP NCCL weight transfer wor"
 9847  git switch dev
 9848  git switch -
 9849  git switch dev
 9850  git switch -c vllm-torch-transformers-upgrade
 9851  uv lock
 9852  source scripts/auth-codeartifact-uv.sh
 9853  uv lock
 9854  cat scripts/publish-codeartifact.sh
 9855  bash scripts/publish-codeartifact.sh
 9856  rm -rf dist
 9857  bash scripts/publish-codeartifact.sh
 9858  git switch -
 9859  git pull
 9860  git switch -
 9861  git merge main
 9862  git switch -
 9863  git branch -d upgrade-vllm-transformers-agilerl
 9864  git switch -c upgrade-vllm-transformers-agilerl 
 9865  git status
 9866  git restore .
 9867  just lock
 9868  source scripts/auth-codeartifact-uv.sh
 9869  source scripts/get-codeartifact-token.sh
 9870  just lock
 9871  source ../agilerl-integration/scripts/auth-codeartifact-uv.sh
 9872  just lock
 9873  rm -rf dist
 9874  uv lock
 9875  bash scripts/publish-codeartifact.sh
 9876  bash scripts/publish-codeartifact.sh --overwrite
 9877  just lock
 9878  uv lock
 9879  bash scripts/publish-codeartifact.sh --overwrite
 9880  rm -rf dist
 9881  bash scripts/publish-codeartifact.sh --overwrite
 9882  uv lock
 9883  just lock
 9884  \t\n./scripts/docker-build.sh cuda dev-llm-upgrades --platform linux/amd64
 9885  just lock
 9886  bash scripts/publish-codeartifact.sh --overwrite
 9887  \t\n./scripts/docker-build.sh cuda dev-llm-upgrades --platform linux/amd64
 9888  uv lock
 9889  gcloud builds submit . --config=cloudbuild.yaml --substitutions=_BUILD=dev-llm-upgrades --project=arena-gke-02
 9890  uv lock
 9891  just lock
 9892  \t\n./scripts/docker-build.sh cuda dev-llm-upgrades --platform linux/amd64
 9893  ./scripts/docker-publish.sh cuda dev-llm-upgrades\n
 9894  git switch nightly
 9895  git pull
 9896  git switch main
 9897  git fetch origin
 9898  git switch sergio/research/hpo-improvements
 9899  git switch -
 9900  git pull
 9901  git switch -
 9902  git branch
 9903  git switch merge/async-rl-arch-change
 9904  git status
 9905  git stash
 9906  git switch merge/async-rl-arch-change
 9907  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9908  k9s
 9909  git pull
 9910  git status
 9911  git reset --hard origin/sergio/research/hpo-improvements
 9912  git switch -c sergio/research/hpo-improvements
 9913  git switch -c sergio/research/hpo-improvements-backup
 9914  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9915  gcloud auth login
 9916  k9s
 9917  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9918  python3 ray_jobs/utils/kill_ray_job.py raysubmit_JrgbbfYQyhaK3vAg
 9919  bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9920  k9s
 9921* \t\n./scripts/docker-build.sh cuda dev-llm-upgrades --platform linux/amd64
 9922* uv lock
 9923* source ../agilerl-integration/scripts/auth-codeartifact-uv.sh
 9924* uv lock
 9925* \t\n./scripts/docker-build.sh cuda dev-llm-upgrades --platform linux/amd64
 9926* ./scripts/docker-publish.sh cuda dev-llm-upgrades\n
 9927* \t\n./scripts/docker-build.sh cuda dev-llm-upgrades --platform linux/amd64 && ./scripts/docker-publish.sh cuda dev-llm-upgrades
 9928* git status
 9929* git diff pyproject.toml
 9930* git diff Dockerfile
 9931* \t\n./scripts/docker-build.sh cuda dev-llm-upgrades --platform linux/amd64 && ./scripts/docker-publish.sh cuda dev-llm-upgrades
 9932* uv lock
 9933* just lock
 9934* uv lock
 9935* rm uv.lock
 9936* uv lock
 9937* \t\n./scripts/docker-build.sh cuda dev-llm-upgrades --platform linux/amd64 && ./scripts/docker-publish.sh cuda dev-llm-upgrades
 9938* uv lock
 9939* source ../agilerl-integration/scripts/auth-codeartifact-uv.sh
 9940* uv lock
 9941* \t\n./scripts/docker-build.sh cuda dev-llm-upgrades --platform linux/amd64 && ./scripts/docker-publish.sh cuda dev-llm-upgrades
 9942* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9943* git status
 9944* git branch
 9945* git status
 9946* git log --oneline
 9947* python3 ray_jobs/utils/kill_ray_job.py raysubmit_1Ue11uKpiMuhmBkE
 9948* git status
 9949* git reset --soft HEAD~1
 9950* git status
 9951* git restore --staged .
 9952* git status
 9953* git stash
 9954* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9955* python3 ray_jobs/utils/kill_ray_job.py raysubmit_miza93Ct3JMaLgVN
 9956* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 4
 9957* python3 ray_jobs/utils/kill_ray_job.py raysubmit_apj67VwSUbj3LS85
 9958* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 4
 9959* git stash pop
 9960* git stash list
 9961* git log --oneline
 9962* git branch
 9963* git status
 9964* git stash show -p stash@{0} | less\n
 9965* python3 ray_jobs/utils/kill_ray_job.py raysubmit_9zwacCdLivseTgHJ
 9966* git status
 9967* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 4
 9968* python3 ray_jobs/utils/kill_ray_job.py raysubmit_dLmN6quhKXvTcuWe
 9969* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 4
 9970* python3 ray_jobs/utils/kill_ray_job.py raysubmit_gaJqnGsgMXsNYNzE
 9971* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 4
 9972* python3 ray_jobs/utils/kill_ray_job.py raysubmit_RLyT9BC8UZKM9ggy
 9973* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 4
 9974* python3 ray_jobs/utils/kill_ray_job.py raysubmit_73J1wp3gbzCvz6k3
 9975* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 1
 9976* python3 ray_jobs/utils/kill_ray_job.py raysubmit_67AWaja5TYGiff1c
 9977* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 1
 9978* git status
 9979* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 1
 9980* python3 ray_jobs/utils/kill_ray_job.py raysubmit_JJDTjWvZPf6u7dCz
 9981* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 1
 9982* gcloud auth login
 9983* k9s
 9984* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 1
 9985* python3 ray_jobs/utils/kill_ray_job.py raysubmit_cwrNs9tXrFYmNmDt
 9986* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 1
 9987* python3 ray_jobs/utils/kill_ray_job.py raysubmit_cwrNs9tXrFYmNmDt
 9988* python3 ray_jobs/utils/kill_ray_job.py raysubmit_H6pLnH1yaaDyk4A3
 9989* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 1
 9990* python3 ray_jobs/utils/kill_ray_job.py raysubmit_1SEiR5Jei7D3rFNE
 9991* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9992* python3 ray_jobs/utils/kill_ray_job.py raysubmit_1SEiR5Jei7D3rFNE
 9993* python3 ray_jobs/utils/kill_ray_job.py raysubmit_NYsCcFxC4j1eJ9d6
 9994* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
 9995* git add -u
 9996* git commit --no-verify -m "More nccl changes"
 9997* git push
 9998* gcloud auth login
 9999* k9s
10000* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
10001* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 1
10002* python3 ray_jobs/utils/kill_ray_job.py raysubmit_shTCPs7DcbLREtNT
10003* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 1
10004* python3 ray_jobs/utils/kill_ray_job.py raysubmit_shTCPs7DcbLREtNT
10005* python3 ray_jobs/utils/kill_ray_job.py raysubmit_H4q5qXB9UE1xQZHP
10006* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 1
10007* python3 ray_jobs/utils/kill_ray_job.py raysubmit_EUUCgXsYsZLgkx1C
10008* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 1
10009* python3 ray_jobs/utils/kill_ray_job.py raysubmit_CNh2GehqiGy8yHp5
10010* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 1
10011* python3 ray_jobs/utils/kill_ray_job.py raysubmit_AP58CNBTVwSGBCD7
10012* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 1
10013* python3 ray_jobs/utils/kill_ray_job.py raysubmit_BkUwn7hkbF6ZSWFV
10014* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 1
10015* python3 ray_jobs/utils/kill_ray_job.py raysubmit_Mj7bPv89Lw8QPnvK
10016* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 1
10017* python3 ray_jobs/utils/kill_ray_job.py raysubmit_Mj7bPv89Lw8QPnvK
10018* python3 ray_jobs/utils/kill_ray_job.py raysubmit_1f6gFanAQm2t1AXh
10019* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 1
10020* python3 ray_jobs/utils/kill_ray_job.py raysubmit_RvgctL3Qx8zAQgWZ
10021* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 1
10022* gcloud auth login
10023* k9s
10024* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 1
10025* python3 ray_jobs/utils/kill_ray_job.py raysubmit_Jzw7b2CzTgWBSXRG
10026* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 1
10027* python3 ray_jobs/utils/kill_ray_job.py raysubmit_Jzw7b2CzTgWBSXRG
10028* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 1
10029* python3 ray_jobs/utils/kill_ray_job.py √
10030* python3 ray_jobs/utils/kill_ray_job.py raysubmit_5Es7snUC22v9tv6C
10031* python3 ray_jobs/utils/kill_ray_job.py raysubmit_yhcRbJ1kZtH4PR2M
10032* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 1
10033* python3 ray_jobs/utils/kill_ray_job.py raysubmit_9ehsKzyWViP3KnqB
10034* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 1
10035* python3 ray_jobs/utils/kill_ray_job.py raysubmit_TW4pRG2Sh6vieBiQ
10036* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 1
10037* python3 ray_jobs/utils/kill_ray_job.py raysubmit_s6pdGzAzMq9eH6ea
10038* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 1
10039* python3 ray_jobs/utils/kill_ray_job.py raysubmit_5MJgLrJ2juyzcBGi
10040* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 1
10041* python3 ray_jobs/utils/kill_ray_job.py raysubmit_pqATVtuxbNXg3cnH
10042* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 1
10043* python3 ray_jobs/utils/kill_ray_job.py raysubmit_5xiWqYkX9gxqkk5B
10044* git status
10045* git add -u
10046* git add tests
10047* git status
10048* git add agilerl_ray/inference/weight_merge.py
10049* git commit --no-verift -m "Nccl weight transfer working but some scheduling issues with the env"
10050* git commit --no-verify -m "Nccl weight transfer working but some scheduling issues with the env"
10051* git push
10052* gcloud auth login
10053* k9s
10054* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 1
10055* python3 ray_jobs/utils/kill_ray_job.py raysubmit_Pryb6SeCXpFX3qzp
10056* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 1
10057* python3 ray_jobs/utils/kill_ray_job.py raysubmit_sitirpzTduTsXndr
10058* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 1
10059* ource /Users/michaelpratt/Projects/2025/AgileRL/.venv/bin/activate
10060* python3 ray_jobs/utils/kill_ray_job.py raysubmit_MwWYuT8qMsDAzZ5S
10061* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 1
10062* python3 ray_jobs/utils/kill_ray_job.py raysubmit_4zrCVZkXb6YcTdbQ
10063* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 1
10064* python3 ray_jobs/utils/kill_ray_job.py raysubmit_RBp3ecNgpQurifnb
10065* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 1
10066* python3 ray_jobs/utils/kill_ray_job.py 
10067* python3 ray_jobs/utils/kill_ray_job.py raysubmit_XyHavnc86qvHnJ1D
10068* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 1
10069* python3 ray_jobs/utils/kill_ray_job.py raysubmit_TXraxbSMHrs3rufs
10070* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 1
10071* python3 ray_jobs/utils/kill_ray_job.py raysubmit_ECtaRe2PstwAdSwp
10072* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 1
10073* python3 ray_jobs/utils/kill_ray_job.py raysubmit_QEd4LSUKXnCVZBQC
10074* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 1
10075* python3 ray_jobs/utils/kill_ray_job.py raysubmit_QEd4LSUKXnCVZBQC
10076* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 1
10077* python3 ray_jobs/utils/kill_ray_job.py raysubmit_mTRYdPqsv26JVzYs
10078* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 1
10079* python3 ray_jobs/utils/kill_ray_job.py raysubmit_uLpXQ5EX8EEXDpfn
10080* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 1
10081* python3 ray_jobs/utils/kill_ray_job.py raysubmit_4dmStrW9aqrvvfrk
10082* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 1
10083* python3 ray_jobs/utils/kill_ray_job.py raysubmit_p4sQM7ZPZbZ5yqfq
10084* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 1
10085* python3 ray_jobs/utils/kill_ray_job.py raysubmit_pqLqRzLZcEjSyQP4
10086* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 1
10087* python3 ray_jobs/utils/kill_ray_job.py raysubmit_NQMwe71Zkbh97Gmg
10088* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 1
10089* git status
10090* git add -u
10091* git commit --no-verify -m "NCCL weight transfer is now woring"
10092* python3 ray_jobs/utils/kill_ray_job.py raysubmit_7mqCMaSummbxLayu
10093* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 1
10094* python3 ray_jobs/utils/kill_ray_job.py num_rollout_engines 
10095* python3 ray_jobs/utils/kill_ray_job.py raysubmit_N6mV1ka51szaUdUs
10096* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 1
10097* python3 ray_jobs/utils/kill_ray_job.py raysubmit_KGByJwYKSz4yJxDn
10098* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 1
10099* python3 ray_jobs/utils/kill_ray_job.py raysubmit_rfZSyHRzUxNGXFbt
10100* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 1
10101* python3 ray_jobs/utils/kill_ray_job.py raysubmit_Y2LzeMQZ6a2YbjWg
10102* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 1
10103* python3 ray_jobs/utils/kill_ray_job.py raysubmit_45HAhwG2q9bG8dYn
10104* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 1
10105* python3 ray_jobs/utils/kill_ray_job.py raysubmit_KSjfiv9mCrVNyRmg
10106* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 1
10107* python3 ray_jobs/utils/kill_ray_job.py raysubmit_WG72T8yWbJL5bUTE
10108* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 1
10109* python3 ray_jobs/utils/kill_ray_job.py raysubmit_WG72T8yWbJL5bUTE
10110* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 1
10111* python3 ray_jobs/utils/kill_ray_job.py raysubmit_tRbitjA1W1kgfFCP
10112* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 1
10113* python3 ray_jobs/utils/kill_ray_job.py raysubmit_aE1h9aMR8rebgCbP
10114* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 1
10115* python3 ray_jobs/utils/kill_ray_job.py raysubmit_uRSbcYLUM4892fbu
10116* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 1
10117* python3 ray_jobs/utils/kill_ray_job.py raysubmit_Z4FMyTmurfEeT5B6
10118* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 1
10119* python3 ray_jobs/utils/kill_ray_job.py raysubmit_9DP3vpsKQqKzTaF9
10120* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 1
10121* python3 ray_jobs/utils/kill_ray_job.py raysubmit_2Pyi4UVPTM7XHXha
10122* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 1
10123* python3 ray_jobs/utils/kill_ray_job.py raysubmit_QFpufUELsPrwTkN9
10124* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 1
10125* python3 ray_jobs/utils/kill_ray_job.py raysubmit_7H3MKRgSuqxhSFgV
10126* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 1
10127* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
10128* python3 ray_jobs/utils/kill_ray_job.py raysubmit_uUnNShtYLxdEm2rr
10129* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
10130* python3 ray_jobs/utils/kill_ray_job.py raysubmit_Kj5fBz7ixy9iQpue
10131* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
10132* git status
10133* git add -u
10134* git commit --no-verify -m "WIP nccl almost working with pop training"
10135* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
10136* python3 ray_jobs/utils/kill_ray_job.py raysubmit_fVw8vqkhnWENCPUC
10137* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
10138* source .venv/bin/activate
10139* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
10140* python3 ray_jobs/utils/kill_ray_job.py raysubmit_nxKvAxZ5sjbQcYjY
10141* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
10142* python3 ray_jobs/utils/kill_ray_job.py raysubmit_RHGACHyEuXpvfQPH
10143* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
10144* python3 ray_jobs/utils/kill_ray_job.py raysubmit_sGSdkR9qwaDa8JAM
10145* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
10146* git status
10147* git add -u
10148* git status
10149* git commit --no-verify -m "NCCL weight syncing now working with pop-based training (num_trainiing_workers = 1)"
10150* python3 ray_jobs/utils/kill_ray_job.py raysubmit_Fi3QS16ve5FJQ6pG
10151* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
10152* python3 ray_jobs/utils/kill_ray_job.py raysubmit_ykvxvqNZvpwNbRJV
10153* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
10154* glcoud auth login
10155* gcloud auth login
10156* k9s
10157* python3 ray_jobs/utils/kill_ray_job.py raysubmit_4N282NDKapSSDfgF
10158* bash ray_jobs/scripts/remote/submit-multi-turn-llm.sh configs/training/grpo/cispo_multiturn.yaml 2 2
10159  history | docker
