Fix bugs in generate_batches#99
Merged
Merged
Conversation
Fix bugs in generate_batches.py.Original output = [] will result in duplication of results.
Member
|
Nice catch - dumb of me not to notice! |
danielhanchen
added a commit
that referenced
this pull request
Mar 26, 2025
* Update dataset_utils.py * Update dataset_utils.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update loss_utils.py * Update loss_utils.py * gpu_memory_utilization * Update temporary_patches.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * train on completions VLMs * Update dataset_utils.py * Update dataset_utils.py * Update dataset_utils.py * Update dataset_utils.py * VLM train only on completions * Update loss_utils.py * Update dataset_utils.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update saving_utils.py * Update llama_cpp.py * Update llama_cpp.py * Update saving_utils.py * Update saving_utils.py * Update __init__.py * Update compiler.py * Update loss_utils.py * Update compiler.py * Update loss_utils.py * Update loss_utils.py * Update llama_cpp.py * Update loss_utils.py * Update compiler.py * Update llama_cpp.py * Update compiler.py * Update vllm_utils.py * Update rl_replacements.py * Update rl_replacements.py * Update rl_replacements.py * Update rl_replacements.py * Update rl_replacements.py * Update rl_replacements.py * Update training_utils.py * Update dataset_utils.py * Update dataset_utils.py * Revert "Update dataset_utils.py" This reverts commit 3b690ad. * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update compiler.py * Update compiler.py * Remove prints * Update compiler.py * Update saving_utils.py * Update temporary_patches.py * Update __init__.py * Update pyproject.toml * Update vllm_utils.py * bug fix #2008 unsloth issue - load_in_4bit = True + fast_inference = True (#79) * bug fix #2008 unsloth * non-quant dtype fix * Update vllm_utils.py --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * Update dataset_utils.py * Update compiler.py * Update temporary_patches.py * Gemma 3 fixes * Update temporary_patches.py * Update compiler.py * Update compiler.py * Gemma 3 fixes * Update patching_utils.py * Update compiler.py * Update compiler.py * Update patching_utils.py * Update temporary_patches.py * Update compiler.py * Update compiler.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * compiler * Update gradient_checkpointing.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * causal mask dtype * Fix checkpoint and save from local file (#74) * Enhance gradient checkpointing and add original model ID retrieval in saving utilities * In case adapter_config.json as well * Update patching_utils.py * Update patching_utils.py * Update temporary_patches.py * Update temporary_patches.py * Update compiler.py * Update loss_utils.py * Update compiler.py * Update vllm_utils.py * Update compiler.py * Update peft_utils.py * Update rl_replacements.py * Update vllm_utils.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update compiler.py * Update vllm_lora_worker_manager.py * Update utils.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update dataset_utils.py * bidirectional attention * Update vllm_utils.py * Update __init__.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_lora_worker_manager.py * Update vllm_lora_worker_manager.py * Update vllm_lora_worker_manager.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update loss_utils.py * Update loss_utils.py * Update loss_utils.py * Update loss_utils.py * Update loss_utils.py * Update __init__.py * fix: AsyncLLMEngine bugs (#82) * fixed a typo in L119, removing unnecessary len() (#84) Co-authored-by: Xiaochen Zhu <xz479@cl.cam.ac.uk> * Fix gradient checkpointing warning filter implementation * Input grads fix for gemma3 (#96) * gemma require gradients fix * Update peft_utils.py --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * Update vision_utils.py * Vision requires grad * Check SDPA for Mistral / Pixtral * Update compiler.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update __init__.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vllm_utils.py (#99) Fix bugs in generate_batches.py.Original output = [] will result in duplication of results. * Update vision_utils.py * Fixes to support IterableDataset (#98) * Support Iterable Datasets * Update dataset_utils.py * Update dataset_utils.py * Update dataset_utils.py * Update dataset_utils.py * Preserve batch size from iterable dataset * Preserve batch size from iterable dataset * Support train_on_response_only with IterableDataset * Support train_on_response_only with IterableDataset * Support train_on_response_only with IterableDataset * Support train_on_response_only with IterableDataset --------- Co-authored-by: Mukkesh Ganesh <mukmckenzie@gmail.com> Co-authored-by: Edd <68678137+Erland366@users.noreply.github.com> Co-authored-by: Brad Hilton <brad.hilton.nw@gmail.com> Co-authored-by: SpaceHunter <30568250+SpaceHunterInf@users.noreply.github.com> Co-authored-by: Xiaochen Zhu <xz479@cl.cam.ac.uk> Co-authored-by: Roland Tannous <rolandtannous@gonovel.co> Co-authored-by: DoubleMathew <mmathew23@gmail.com> Co-authored-by: Michael Han <107991372+shimmyshimmer@users.noreply.github.com> Co-authored-by: Qian Wu <121997440+5k5000@users.noreply.github.com> Co-authored-by: marcandrelarochelle <marcandrelarochelle1820@gmail.com>
Contributor
Author
|
Thanks, I really really love Unsloth. |
danielhanchen
added a commit
that referenced
this pull request
May 11, 2025
* Update vision_utils.py * Update vision_utils.py * train on completions VLMs * Update dataset_utils.py * Update dataset_utils.py * Update dataset_utils.py * Update dataset_utils.py * VLM train only on completions * Update loss_utils.py * Update dataset_utils.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update saving_utils.py * Update llama_cpp.py * Update llama_cpp.py * Update saving_utils.py * Update saving_utils.py * Update __init__.py * Update compiler.py * Update loss_utils.py * Update compiler.py * Update loss_utils.py * Update loss_utils.py * Update llama_cpp.py * Update loss_utils.py * Update compiler.py * Update llama_cpp.py * Update compiler.py * Update vllm_utils.py * Update rl_replacements.py * Update rl_replacements.py * Update rl_replacements.py * Update rl_replacements.py * Update rl_replacements.py * Update rl_replacements.py * Update training_utils.py * Update dataset_utils.py * Update dataset_utils.py * Revert "Update dataset_utils.py" This reverts commit 3b690ad. * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update compiler.py * Update compiler.py * Remove prints * Update compiler.py * Update saving_utils.py * Update temporary_patches.py * Update __init__.py * Update pyproject.toml * Update vllm_utils.py * bug fix #2008 unsloth issue - load_in_4bit = True + fast_inference = True (#79) * bug fix #2008 unsloth * non-quant dtype fix * Update vllm_utils.py --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * Update dataset_utils.py * Update compiler.py * Update temporary_patches.py * Gemma 3 fixes * Update temporary_patches.py * Update compiler.py * Update compiler.py * Gemma 3 fixes * Update patching_utils.py * Update compiler.py * Update compiler.py * Update patching_utils.py * Update temporary_patches.py * Update compiler.py * Update compiler.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * compiler * Update gradient_checkpointing.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * causal mask dtype * Fix checkpoint and save from local file (#74) * Enhance gradient checkpointing and add original model ID retrieval in saving utilities * In case adapter_config.json as well * Update patching_utils.py * Update patching_utils.py * Update temporary_patches.py * Update temporary_patches.py * Update compiler.py * Update loss_utils.py * Update compiler.py * Update vllm_utils.py * Update compiler.py * Update peft_utils.py * Update rl_replacements.py * Update vllm_utils.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update compiler.py * Update vllm_lora_worker_manager.py * Update utils.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update dataset_utils.py * bidirectional attention * Update vllm_utils.py * Update __init__.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_lora_worker_manager.py * Update vllm_lora_worker_manager.py * Update vllm_lora_worker_manager.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update loss_utils.py * Update loss_utils.py * Update loss_utils.py * Update loss_utils.py * Update loss_utils.py * Update __init__.py * fix: AsyncLLMEngine bugs (#82) * fixed a typo in L119, removing unnecessary len() (#84) Co-authored-by: Xiaochen Zhu <xz479@cl.cam.ac.uk> * Fix gradient checkpointing warning filter implementation * Input grads fix for gemma3 (#96) * gemma require gradients fix * Update peft_utils.py --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * Update vision_utils.py * Vision requires grad * Check SDPA for Mistral / Pixtral * Update compiler.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update __init__.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vllm_utils.py (#99) Fix bugs in generate_batches.py.Original output = [] will result in duplication of results. * Update vision_utils.py * Fixes to support IterableDataset (#98) * Support Iterable Datasets * Update dataset_utils.py * Update dataset_utils.py * Update dataset_utils.py * Update dataset_utils.py * Preserve batch size from iterable dataset * Preserve batch size from iterable dataset * Support train_on_response_only with IterableDataset * Support train_on_response_only with IterableDataset * Support train_on_response_only with IterableDataset * Support train_on_response_only with IterableDataset * Update vllm_utils.py * Create vllm_rlhf_utils.py * Update vllm_rlhf_utils.py * Update vllm_rlhf_utils.py * Update vllm_rlhf_utils.py * Update vllm_rlhf_utils.py * Update vllm_rlhf_utils.py * Update vllm_rlhf_utils.py * Update vllm_rlhf_utils.py * Update vllm_rlhf_utils.py * Update vllm_rlhf_utils.py * vLLM for Qwen 3 * Update vllm_utils.py * Update vllm_utils.py --------- Co-authored-by: Mukkesh Ganesh <mukmckenzie@gmail.com> Co-authored-by: Edd <68678137+Erland366@users.noreply.github.com> Co-authored-by: Brad Hilton <brad.hilton.nw@gmail.com> Co-authored-by: SpaceHunter <30568250+SpaceHunterInf@users.noreply.github.com> Co-authored-by: Xiaochen Zhu <xz479@cl.cam.ac.uk> Co-authored-by: Roland Tannous <rolandtannous@gonovel.co> Co-authored-by: DoubleMathew <mmathew23@gmail.com> Co-authored-by: Michael Han <107991372+shimmyshimmer@users.noreply.github.com> Co-authored-by: Qian Wu <121997440+5k5000@users.noreply.github.com> Co-authored-by: marcandrelarochelle <marcandrelarochelle1820@gmail.com>
danielhanchen
added a commit
that referenced
this pull request
May 12, 2025
* Update compiler.py * Update compiler.py * Update compiler.py * Update saving_utils.py * Update llama_cpp.py * Update llama_cpp.py * Update saving_utils.py * Update saving_utils.py * Update __init__.py * Update compiler.py * Update loss_utils.py * Update compiler.py * Update loss_utils.py * Update loss_utils.py * Update llama_cpp.py * Update loss_utils.py * Update compiler.py * Update llama_cpp.py * Update compiler.py * Update vllm_utils.py * Update rl_replacements.py * Update rl_replacements.py * Update rl_replacements.py * Update rl_replacements.py * Update rl_replacements.py * Update rl_replacements.py * Update training_utils.py * Update dataset_utils.py * Update dataset_utils.py * Revert "Update dataset_utils.py" This reverts commit 3b690ad. * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update compiler.py * Update compiler.py * Remove prints * Update compiler.py * Update saving_utils.py * Update temporary_patches.py * Update __init__.py * Update pyproject.toml * Update vllm_utils.py * bug fix #2008 unsloth issue - load_in_4bit = True + fast_inference = True (#79) * bug fix #2008 unsloth * non-quant dtype fix * Update vllm_utils.py --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * Update dataset_utils.py * Update compiler.py * Update temporary_patches.py * Gemma 3 fixes * Update temporary_patches.py * Update compiler.py * Update compiler.py * Gemma 3 fixes * Update patching_utils.py * Update compiler.py * Update compiler.py * Update patching_utils.py * Update temporary_patches.py * Update compiler.py * Update compiler.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * compiler * Update gradient_checkpointing.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * causal mask dtype * Fix checkpoint and save from local file (#74) * Enhance gradient checkpointing and add original model ID retrieval in saving utilities * In case adapter_config.json as well * Update patching_utils.py * Update patching_utils.py * Update temporary_patches.py * Update temporary_patches.py * Update compiler.py * Update loss_utils.py * Update compiler.py * Update vllm_utils.py * Update compiler.py * Update peft_utils.py * Update rl_replacements.py * Update vllm_utils.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update compiler.py * Update vllm_lora_worker_manager.py * Update utils.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update dataset_utils.py * bidirectional attention * Update vllm_utils.py * Update __init__.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_lora_worker_manager.py * Update vllm_lora_worker_manager.py * Update vllm_lora_worker_manager.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update loss_utils.py * Update loss_utils.py * Update loss_utils.py * Update loss_utils.py * Update loss_utils.py * Update __init__.py * fix: AsyncLLMEngine bugs (#82) * fixed a typo in L119, removing unnecessary len() (#84) Co-authored-by: Xiaochen Zhu <xz479@cl.cam.ac.uk> * Fix gradient checkpointing warning filter implementation * Input grads fix for gemma3 (#96) * gemma require gradients fix * Update peft_utils.py --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * Update vision_utils.py * Vision requires grad * Check SDPA for Mistral / Pixtral * Update compiler.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update __init__.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vllm_utils.py (#99) Fix bugs in generate_batches.py.Original output = [] will result in duplication of results. * Update vision_utils.py * Fixes to support IterableDataset (#98) * Support Iterable Datasets * Update dataset_utils.py * Update dataset_utils.py * Update dataset_utils.py * Update dataset_utils.py * Preserve batch size from iterable dataset * Preserve batch size from iterable dataset * Support train_on_response_only with IterableDataset * Support train_on_response_only with IterableDataset * Support train_on_response_only with IterableDataset * Support train_on_response_only with IterableDataset * Update vllm_utils.py * Create vllm_rlhf_utils.py * Update vllm_rlhf_utils.py * Update vllm_rlhf_utils.py * Update vllm_rlhf_utils.py * Update vllm_rlhf_utils.py * Update vllm_rlhf_utils.py * Update vllm_rlhf_utils.py * Update vllm_rlhf_utils.py * Update vllm_rlhf_utils.py * Update vllm_rlhf_utils.py * vLLM for Qwen 3 * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py --------- Co-authored-by: Mukkesh Ganesh <mukmckenzie@gmail.com> Co-authored-by: Edd <68678137+Erland366@users.noreply.github.com> Co-authored-by: Brad Hilton <brad.hilton.nw@gmail.com> Co-authored-by: SpaceHunter <30568250+SpaceHunterInf@users.noreply.github.com> Co-authored-by: Xiaochen Zhu <xz479@cl.cam.ac.uk> Co-authored-by: Roland Tannous <rolandtannous@gonovel.co> Co-authored-by: DoubleMathew <mmathew23@gmail.com> Co-authored-by: Michael Han <107991372+shimmyshimmer@users.noreply.github.com> Co-authored-by: Qian Wu <121997440+5k5000@users.noreply.github.com> Co-authored-by: marcandrelarochelle <marcandrelarochelle1820@gmail.com>
danielhanchen
added a commit
that referenced
this pull request
May 13, 2025
* bug fix #2008 unsloth issue - load_in_4bit = True + fast_inference = True (#79) * bug fix #2008 unsloth * non-quant dtype fix * Update vllm_utils.py --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * Update dataset_utils.py * Update compiler.py * Update temporary_patches.py * Gemma 3 fixes * Update temporary_patches.py * Update compiler.py * Update compiler.py * Gemma 3 fixes * Update patching_utils.py * Update compiler.py * Update compiler.py * Update patching_utils.py * Update temporary_patches.py * Update compiler.py * Update compiler.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * compiler * Update gradient_checkpointing.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * causal mask dtype * Fix checkpoint and save from local file (#74) * Enhance gradient checkpointing and add original model ID retrieval in saving utilities * In case adapter_config.json as well * Update patching_utils.py * Update patching_utils.py * Update temporary_patches.py * Update temporary_patches.py * Update compiler.py * Update loss_utils.py * Update compiler.py * Update vllm_utils.py * Update compiler.py * Update peft_utils.py * Update rl_replacements.py * Update vllm_utils.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update compiler.py * Update vllm_lora_worker_manager.py * Update utils.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update dataset_utils.py * bidirectional attention * Update vllm_utils.py * Update __init__.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_lora_worker_manager.py * Update vllm_lora_worker_manager.py * Update vllm_lora_worker_manager.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update loss_utils.py * Update loss_utils.py * Update loss_utils.py * Update loss_utils.py * Update loss_utils.py * Update __init__.py * fix: AsyncLLMEngine bugs (#82) * fixed a typo in L119, removing unnecessary len() (#84) Co-authored-by: Xiaochen Zhu <xz479@cl.cam.ac.uk> * Fix gradient checkpointing warning filter implementation * Input grads fix for gemma3 (#96) * gemma require gradients fix * Update peft_utils.py --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * Update vision_utils.py * Vision requires grad * Check SDPA for Mistral / Pixtral * Update compiler.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update __init__.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vllm_utils.py (#99) Fix bugs in generate_batches.py.Original output = [] will result in duplication of results. * Update vision_utils.py * Fixes to support IterableDataset (#98) * Support Iterable Datasets * Update dataset_utils.py * Update dataset_utils.py * Update dataset_utils.py * Update dataset_utils.py * Preserve batch size from iterable dataset * Preserve batch size from iterable dataset * Support train_on_response_only with IterableDataset * Support train_on_response_only with IterableDataset * Support train_on_response_only with IterableDataset * Support train_on_response_only with IterableDataset * Update vllm_utils.py * Create vllm_rlhf_utils.py * Update vllm_rlhf_utils.py * Update vllm_rlhf_utils.py * Update vllm_rlhf_utils.py * Update vllm_rlhf_utils.py * Update vllm_rlhf_utils.py * Update vllm_rlhf_utils.py * Update vllm_rlhf_utils.py * Update vllm_rlhf_utils.py * Update vllm_rlhf_utils.py * vLLM for Qwen 3 * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update compiler.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update rl_replacements.py * Update rl_replacements.py * Update rl_replacements.py * Update rl_replacements.py * Swap space reduce * Update vllm_utils.py * Update vllm_utils.py * Update rl_replacements.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update __init__.py --------- Co-authored-by: Mukkesh Ganesh <mukmckenzie@gmail.com> Co-authored-by: Edd <68678137+Erland366@users.noreply.github.com> Co-authored-by: Brad Hilton <brad.hilton.nw@gmail.com> Co-authored-by: SpaceHunter <30568250+SpaceHunterInf@users.noreply.github.com> Co-authored-by: Xiaochen Zhu <xz479@cl.cam.ac.uk> Co-authored-by: Roland Tannous <rolandtannous@gonovel.co> Co-authored-by: DoubleMathew <mmathew23@gmail.com> Co-authored-by: Michael Han <107991372+shimmyshimmer@users.noreply.github.com> Co-authored-by: Qian Wu <121997440+5k5000@users.noreply.github.com> Co-authored-by: marcandrelarochelle <marcandrelarochelle1820@gmail.com>
danielhanchen
added a commit
that referenced
this pull request
May 14, 2025
* Update compiler.py * Update patching_utils.py * Update temporary_patches.py * Update compiler.py * Update compiler.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * compiler * Update gradient_checkpointing.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * causal mask dtype * Fix checkpoint and save from local file (#74) * Enhance gradient checkpointing and add original model ID retrieval in saving utilities * In case adapter_config.json as well * Update patching_utils.py * Update patching_utils.py * Update temporary_patches.py * Update temporary_patches.py * Update compiler.py * Update loss_utils.py * Update compiler.py * Update vllm_utils.py * Update compiler.py * Update peft_utils.py * Update rl_replacements.py * Update vllm_utils.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update compiler.py * Update vllm_lora_worker_manager.py * Update utils.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update dataset_utils.py * bidirectional attention * Update vllm_utils.py * Update __init__.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_lora_worker_manager.py * Update vllm_lora_worker_manager.py * Update vllm_lora_worker_manager.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update loss_utils.py * Update loss_utils.py * Update loss_utils.py * Update loss_utils.py * Update loss_utils.py * Update __init__.py * fix: AsyncLLMEngine bugs (#82) * fixed a typo in L119, removing unnecessary len() (#84) Co-authored-by: Xiaochen Zhu <xz479@cl.cam.ac.uk> * Fix gradient checkpointing warning filter implementation * Input grads fix for gemma3 (#96) * gemma require gradients fix * Update peft_utils.py --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * Update vision_utils.py * Vision requires grad * Check SDPA for Mistral / Pixtral * Update compiler.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update __init__.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vllm_utils.py (#99) Fix bugs in generate_batches.py.Original output = [] will result in duplication of results. * Update vision_utils.py * Fixes to support IterableDataset (#98) * Support Iterable Datasets * Update dataset_utils.py * Update dataset_utils.py * Update dataset_utils.py * Update dataset_utils.py * Preserve batch size from iterable dataset * Preserve batch size from iterable dataset * Support train_on_response_only with IterableDataset * Support train_on_response_only with IterableDataset * Support train_on_response_only with IterableDataset * Support train_on_response_only with IterableDataset * Update vllm_utils.py * Create vllm_rlhf_utils.py * Update vllm_rlhf_utils.py * Update vllm_rlhf_utils.py * Update vllm_rlhf_utils.py * Update vllm_rlhf_utils.py * Update vllm_rlhf_utils.py * Update vllm_rlhf_utils.py * Update vllm_rlhf_utils.py * Update vllm_rlhf_utils.py * Update vllm_rlhf_utils.py * vLLM for Qwen 3 * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update compiler.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update rl_replacements.py * Update rl_replacements.py * Update rl_replacements.py * Update rl_replacements.py * Swap space reduce * Update vllm_utils.py * Update vllm_utils.py * Update rl_replacements.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update __init__.py * Update rl_replacements.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update rl_replacements.py * Update vllm_utils.py * Update rl_replacements.py * Revert "Update rl_replacements.py" This reverts commit c0a4022. * Update __init__.py --------- Co-authored-by: Edd <68678137+Erland366@users.noreply.github.com> Co-authored-by: Brad Hilton <brad.hilton.nw@gmail.com> Co-authored-by: SpaceHunter <30568250+SpaceHunterInf@users.noreply.github.com> Co-authored-by: Xiaochen Zhu <xz479@cl.cam.ac.uk> Co-authored-by: Roland Tannous <rolandtannous@gonovel.co> Co-authored-by: DoubleMathew <mmathew23@gmail.com> Co-authored-by: Michael Han <107991372+shimmyshimmer@users.noreply.github.com> Co-authored-by: Qian Wu <121997440+5k5000@users.noreply.github.com> Co-authored-by: marcandrelarochelle <marcandrelarochelle1820@gmail.com>
danielhanchen
added a commit
that referenced
this pull request
May 15, 2025
* Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * causal mask dtype * Fix checkpoint and save from local file (#74) * Enhance gradient checkpointing and add original model ID retrieval in saving utilities * In case adapter_config.json as well * Update patching_utils.py * Update patching_utils.py * Update temporary_patches.py * Update temporary_patches.py * Update compiler.py * Update loss_utils.py * Update compiler.py * Update vllm_utils.py * Update compiler.py * Update peft_utils.py * Update rl_replacements.py * Update vllm_utils.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update compiler.py * Update vllm_lora_worker_manager.py * Update utils.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update dataset_utils.py * bidirectional attention * Update vllm_utils.py * Update __init__.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_lora_worker_manager.py * Update vllm_lora_worker_manager.py * Update vllm_lora_worker_manager.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update loss_utils.py * Update loss_utils.py * Update loss_utils.py * Update loss_utils.py * Update loss_utils.py * Update __init__.py * fix: AsyncLLMEngine bugs (#82) * fixed a typo in L119, removing unnecessary len() (#84) Co-authored-by: Xiaochen Zhu <xz479@cl.cam.ac.uk> * Fix gradient checkpointing warning filter implementation * Input grads fix for gemma3 (#96) * gemma require gradients fix * Update peft_utils.py --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * Update vision_utils.py * Vision requires grad * Check SDPA for Mistral / Pixtral * Update compiler.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update __init__.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vision_utils.py * Update vllm_utils.py (#99) Fix bugs in generate_batches.py.Original output = [] will result in duplication of results. * Update vision_utils.py * Fixes to support IterableDataset (#98) * Support Iterable Datasets * Update dataset_utils.py * Update dataset_utils.py * Update dataset_utils.py * Update dataset_utils.py * Preserve batch size from iterable dataset * Preserve batch size from iterable dataset * Support train_on_response_only with IterableDataset * Support train_on_response_only with IterableDataset * Support train_on_response_only with IterableDataset * Support train_on_response_only with IterableDataset * Update vllm_utils.py * Create vllm_rlhf_utils.py * Update vllm_rlhf_utils.py * Update vllm_rlhf_utils.py * Update vllm_rlhf_utils.py * Update vllm_rlhf_utils.py * Update vllm_rlhf_utils.py * Update vllm_rlhf_utils.py * Update vllm_rlhf_utils.py * Update vllm_rlhf_utils.py * Update vllm_rlhf_utils.py * vLLM for Qwen 3 * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update compiler.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update rl_replacements.py * Update rl_replacements.py * Update rl_replacements.py * Update rl_replacements.py * Swap space reduce * Update vllm_utils.py * Update vllm_utils.py * Update rl_replacements.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update __init__.py * Update rl_replacements.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update vllm_utils.py * Update rl_replacements.py * Update vllm_utils.py * Update rl_replacements.py * Revert "Update rl_replacements.py" This reverts commit c0a4022. * Update __init__.py * Update patching_utils.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Fixes * Update temporary_patches.py * Update temporary_patches.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update compiler.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update compiler.py * revert * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update temporary_patches.py * Update __init__.py * Update compiler.py * Update temporary_patches.py * Update compiler.py * Update temporary_patches.py --------- Co-authored-by: Edd <68678137+Erland366@users.noreply.github.com> Co-authored-by: Brad Hilton <brad.hilton.nw@gmail.com> Co-authored-by: SpaceHunter <30568250+SpaceHunterInf@users.noreply.github.com> Co-authored-by: Xiaochen Zhu <xz479@cl.cam.ac.uk> Co-authored-by: Roland Tannous <rolandtannous@gonovel.co> Co-authored-by: DoubleMathew <mmathew23@gmail.com> Co-authored-by: Michael Han <107991372+shimmyshimmer@users.noreply.github.com> Co-authored-by: Qian Wu <121997440+5k5000@users.noreply.github.com> Co-authored-by: marcandrelarochelle <marcandrelarochelle1820@gmail.com>
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
2 participants
Add this suggestion to a batch that can be applied as a single commit.This suggestion is invalid because no changes were made to the code.Suggestions cannot be applied while the pull request is closed.Suggestions cannot be applied while viewing a subset of changes.Only one suggestion per line can be applied in a batch.Add this suggestion to a batch that can be applied as a single commit.Applying suggestions on deleted lines is not supported.You must change the existing code in this line in order to create a valid suggestion.Outdated suggestions cannot be applied.This suggestion has been applied or marked resolved.Suggestions cannot be applied from pending reviews.Suggestions cannot be applied on multi-line comments.Suggestions cannot be applied while the pull request is queued to merge.Suggestion cannot be applied right now. Please check back later.
Original
outputs= []will result in duplication of returned outputs.