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EasyDeL documentation
Contents:
BaseTrainer Documentation
Trainer Protocol Documentation
EasyDeL Installation and Usage Guide
Contributing to EasyDeL
EasyDeL APIs 🔮
Inference
easydel.inference.__init__
easydel.inference.logits_process
easydel.inference.openai_api_modules
easydel.inference.utilities
Vinference
easydel.inference.vinference.__init__
easydel.inference.vinference._fn
easydel.inference.vinference.api_server
easydel.inference.vinference.metrics
easydel.inference.vinference.utilities
easydel.inference.vinference.vinference
Vsurge
easydel.inference.vsurge.__init__
easydel.inference.vsurge.api_server
easydel.inference.vsurge.driver
easydel.inference.vsurge.utils
Vengine
easydel.inference.vsurge.vsurge
Vwhisper
easydel.inference.vwhisper.__init__
easydel.inference.vwhisper.cli
easydel.inference.vwhisper.config
easydel.inference.vwhisper.core
easydel.inference.vwhisper.generation
easydel.inference.vwhisper.server
easydel.inference.vwhisper.utils
Infra
easydel.infra.__init__
easydel.infra.base_config
easydel.infra.base_module
easydel.infra.base_state
easydel.infra.errors
easydel.infra.etils
easydel.infra.factory
easydel.infra.loss_utils
easydel.infra.loss_utils_test
Mixins
easydel.infra.mixins.__init__
easydel.infra.mixins.bridge
easydel.infra.mixins.generation
easydel.infra.mixins.protocol
easydel.infra.modeling_outputs
easydel.infra.utils
Kernels
easydel.kernels.__init__
easydel.kernels.collective_matmul
Cpu Ops
easydel.kernels.cpu_ops.__init__
Flash Attention Jax
Ring Attention Jax
easydel.kernels.flash_attention
Gpu Ops
Deprecated
easydel.kernels.gpu_ops.__init__
easydel.kernels.gpu_ops._utils
Flash Attention Triton
Matmul Triton
easydel.kernels.matmul
easydel.kernels.ring_attention
easydel.kernels.rms_norm
Tpu Ops
easydel.kernels.tpu_ops.__init__
Matmul Pallas
Paged Attention Pallas
Ragged Attention Pallas
Ring Attention Pallas
easydel.kernels.utils
Layers
easydel.layers.__init__
easydel.layers.attention
Attention Operator
easydel.layers.attention_operator.__init__
easydel.layers.attention_operator._attention_impl
Modules
Caching
easydel.layers.caching.__init__
easydel.layers.caching._abstracts
Lightning
Mamba
Mamba2
Paged Attention
Transformer
easydel.layers.linear
easydel.layers.norms
Ops
easydel.layers.ops.__init__
easydel.layers.ops._base_operation
easydel.layers.ops._gla
easydel.layers.ops._lightning_attention
Quantization
easydel.layers.quantization._8bit_quantizer
easydel.layers.quantization.__init__
easydel.layers.quantization._nf4_quantizer
easydel.layers.quantization.base_quant
easydel.layers.quantization.linear_8bit
easydel.layers.quantization.linear_nf4
easydel.layers.quantization.quantizers
easydel.layers.rotary_embedding
easydel.layers.rotary_embedding_test
Modules
easydel.modules.__init__
Arctic
easydel.modules.arctic.__init__
easydel.modules.arctic.arctic_configuration
easydel.modules.arctic.modeling_arctic_flax
Auto
easydel.modules.auto.__init__
easydel.modules.auto.auto_configuration
easydel.modules.auto.auto_modeling
Aya Vision
easydel.modules.aya_vision.__init__
easydel.modules.aya_vision.aya_vision_configuration
easydel.modules.aya_vision.modeling_aya_vision_flax
Clip
easydel.modules.clip.__init__
easydel.modules.clip.clip_configuration
easydel.modules.clip.modeling_clip_flax
Cohere
easydel.modules.cohere.__init__
easydel.modules.cohere.cohere_configuration
easydel.modules.cohere.modeling_cohere_flax
Cohere2
easydel.modules.cohere2.__init__
easydel.modules.cohere2.cohere2_configuration
easydel.modules.cohere2.modeling_cohere2_flax
Dbrx
easydel.modules.dbrx.__init__
easydel.modules.dbrx.dbrx_configuration
easydel.modules.dbrx.modeling_dbrx_flax
Deepseek V2
easydel.modules.deepseek_v2.__init__
easydel.modules.deepseek_v2.deepseek_configuration
easydel.modules.deepseek_v2.modeling_deepseek_flax
Deepseek V3
easydel.modules.deepseek_v3.__init__
easydel.modules.deepseek_v3.deepseek_configuration
easydel.modules.deepseek_v3.modeling_deepseek_flax
Exaone
easydel.modules.exaone.__init__
easydel.modules.exaone.exaone_configuration
easydel.modules.exaone.modeling_exaone_flax
Falcon
easydel.modules.falcon.__init__
easydel.modules.falcon.falcon_configuration
easydel.modules.falcon.modeling_falcon_flax
Gemma
easydel.modules.gemma.__init__
easydel.modules.gemma.gemma_configuration
easydel.modules.gemma.modeling_gemma_flax
Gemma2
easydel.modules.gemma2.__init__
easydel.modules.gemma2.gemma2_configuration
easydel.modules.gemma2.modeling_gemma2_flax
Gemma3
easydel.modules.gemma3.__init__
easydel.modules.gemma3.gemma3_configuration
easydel.modules.gemma3.modeling_gemma3_flax
Gpt2
easydel.modules.gpt2.__init__
easydel.modules.gpt2.gpt2_configuration
easydel.modules.gpt2.modeling_gpt2_flax
Gpt J
easydel.modules.gpt_j.__init__
easydel.modules.gpt_j.gpt_j_configuration
easydel.modules.gpt_j.modeling_gpt_j_flax
Gpt Neox
easydel.modules.gpt_neox.__init__
easydel.modules.gpt_neox.gpt_neox_configuration
easydel.modules.gpt_neox.modeling_gpt_neox_flax
Grok 1
easydel.modules.grok_1.__init__
easydel.modules.grok_1.grok_1_configuration
easydel.modules.grok_1.modeling_grok_1_flax
Internlm2
easydel.modules.internlm2.__init__
easydel.modules.internlm2.internlm2_configuration
easydel.modules.internlm2.modeling_internlm2_flax
Llama
easydel.modules.llama.__init__
easydel.modules.llama.llama_configuration
easydel.modules.llama.modeling_llama_flax
Llama4
easydel.modules.llama4.__init__
easydel.modules.llama4.llama4_configuration
easydel.modules.llama4.modeling_llama4_flax
Llava
easydel.modules.llava.__init__
easydel.modules.llava.llava_configuration
easydel.modules.llava.modeling_llava_flax
Mamba
easydel.modules.mamba.__init__
easydel.modules.mamba.mamba_configuration
easydel.modules.mamba.modeling_mamba_flax
Mamba2
easydel.modules.mamba2.__init__
easydel.modules.mamba2.mamba2_configuration
easydel.modules.mamba2.modeling_mamba2_flax
Minimax Text V1
easydel.modules.minimax_text_v1.__init__
easydel.modules.minimax_text_v1.minimax_text_01_configuration
easydel.modules.minimax_text_v1.modeling_minimax_text_01_flax
Mistral
easydel.modules.mistral.__init__
easydel.modules.mistral.mistral_configuration
easydel.modules.mistral.modeling_mistral_flax
Mixtral
easydel.modules.mixtral.__init__
easydel.modules.mixtral.mixtral_configuration
easydel.modules.mixtral.modeling_mixtral_flax
Mosaic Mpt
easydel.modules.mosaic_mpt.__init__
easydel.modules.mosaic_mpt.modeling_mosaic_flax
easydel.modules.mosaic_mpt.mosaic_configuration
Olmo
easydel.modules.olmo.__init__
easydel.modules.olmo.modeling_olmo_flax
easydel.modules.olmo.olmo_configuration
Olmo2
easydel.modules.olmo2.__init__
easydel.modules.olmo2.modeling_olmo2_flax
easydel.modules.olmo2.olmo2_configuration
Openelm
easydel.modules.openelm.__init__
easydel.modules.openelm.modeling_openelm_flax
easydel.modules.openelm.openelm_configuration
Opt
easydel.modules.opt.__init__
easydel.modules.opt.modeling_opt_flax
easydel.modules.opt.opt_configuration
Phi
easydel.modules.phi.__init__
easydel.modules.phi.modeling_phi_flax
easydel.modules.phi.phi_configuration
Phi3
easydel.modules.phi3.__init__
easydel.modules.phi3.modeling_phi3_flax
easydel.modules.phi3.phi3_configuration
Phimoe
easydel.modules.phimoe.__init__
easydel.modules.phimoe.modeling_phimoe_flax
easydel.modules.phimoe.phimoe_configuration
Pixtral
easydel.modules.pixtral.__init__
easydel.modules.pixtral.modeling_pixtral_flax
easydel.modules.pixtral.pixtral_configuration
Qwen2
easydel.modules.qwen2.__init__
easydel.modules.qwen2.modeling_qwen_flax
easydel.modules.qwen2.qwen_configuration
Qwen2 Moe
easydel.modules.qwen2_moe.__init__
easydel.modules.qwen2_moe.configuration_qwen2_moe
easydel.modules.qwen2_moe.modeling_qwen2_moe_flax
Qwen2 Vl
easydel.modules.qwen2_vl.__init__
easydel.modules.qwen2_vl.modeling_qwen2_vl_flax
easydel.modules.qwen2_vl.qwen2_vl_configuration
Qwen3
easydel.modules.qwen3.__init__
easydel.modules.qwen3.modeling_qwen3_flax
easydel.modules.qwen3.qwen3_configuration
Qwen3 Moe
easydel.modules.qwen3_moe.__init__
easydel.modules.qwen3_moe.modeling_qwen3_moe_flax
easydel.modules.qwen3_moe.qwen3_moe_configuration
Roberta
easydel.modules.roberta.__init__
easydel.modules.roberta.modeling_roberta_flax
easydel.modules.roberta.roberta_configuration
Rwkv
easydel.modules.rwkv.__init__
easydel.modules.rwkv.modeling_rwkv_flax
easydel.modules.rwkv.rwkv_configuration
Siglip
easydel.modules.siglip.__init__
easydel.modules.siglip.configuration_siglip
easydel.modules.siglip.modeling_siglip_flax
Stablelm
easydel.modules.stablelm.__init__
easydel.modules.stablelm.modeling_stablelm_flax
easydel.modules.stablelm.stablelm_configuration
Whisper
easydel.modules.whisper.__init__
easydel.modules.whisper.modeling_whisper_flax
easydel.modules.whisper.whisper_configuration
Xerxes
easydel.modules.xerxes.__init__
easydel.modules.xerxes.modeling_xerxes_flax
easydel.modules.xerxes.xerxes_configuration
Xerxes2
easydel.modules.xerxes2.__init__
easydel.modules.xerxes2.modeling_xerxes2_flax
easydel.modules.xerxes2.xerxes2_configuration
Scripts
easydel.scripts.__init__
Finetune
easydel.scripts.finetune.__init__
easydel.scripts.finetune.dpo
easydel.scripts.finetune.gsm8k_grpo
easydel.scripts.finetune.numinamath_grpo
easydel.scripts.finetune.orpo
easydel.scripts.finetune.reward
easydel.scripts.finetune.sft
easydel.scripts.install_on_hosts
Trainers
easydel.trainers.__init__
easydel.trainers.base_trainer
Direct Preference Optimization Trainer
easydel.trainers.direct_preference_optimization_trainer.__init__
easydel.trainers.direct_preference_optimization_trainer._fn
easydel.trainers.direct_preference_optimization_trainer.dpo_config
easydel.trainers.direct_preference_optimization_trainer.dpo_trainer
Group Relative Policy Optimization
easydel.trainers.group_relative_policy_optimization.__init__
easydel.trainers.group_relative_policy_optimization._fn
easydel.trainers.group_relative_policy_optimization.grpo_config
easydel.trainers.group_relative_policy_optimization.grpo_trainer
Odds Ratio Preference Optimization Trainer
easydel.trainers.odds_ratio_preference_optimization_trainer.__init__
easydel.trainers.odds_ratio_preference_optimization_trainer._fn
easydel.trainers.odds_ratio_preference_optimization_trainer.orpo_config
easydel.trainers.odds_ratio_preference_optimization_trainer.orpo_trainer
easydel.trainers.packer
easydel.trainers.prompt_utils
Reward Trainer
easydel.trainers.reward_trainer.__init__
easydel.trainers.reward_trainer._fn
easydel.trainers.reward_trainer.reward_config
easydel.trainers.reward_trainer.reward_trainer
Supervised Fine Tuning Trainer
easydel.trainers.supervised_fine_tuning_trainer.__init__
easydel.trainers.supervised_fine_tuning_trainer.sft_config
easydel.trainers.supervised_fine_tuning_trainer.sft_trainer
Trainer
easydel.trainers.trainer.__init__
easydel.trainers.trainer._fn
easydel.trainers.trainer.modeling_output
easydel.trainers.trainer.trainer
easydel.trainers.trainer_protocol
easydel.trainers.training_configurations
easydel.trainers.training_utils
easydel.trainers.utils
Utils
easydel.utils.__init__
easydel.utils.analyze_memory
Checkpoint Managers
easydel.utils.checkpoint_managers.__init__
easydel.utils.checkpoint_managers.streamer
easydel.utils.cli_helpers
easydel.utils.compiling_utils
easydel.utils.graph_utils
easydel.utils.helpers
easydel.utils.lazy_import
easydel.utils.parameters_transformation
easydel.utils.readme_generator
easydel.utils.rngs_utils
easydel.utils.traversals
EasyDeL Whisper API Server
EasyDeL vInference API Server
oDrive/oEngine Example
vSurge API Server Example
Direct Preference Optimization (DPO) Trainer
Group Relative Policy Optimization (GRPO) Trainer
Odds Ratio Preference Optimization (ORPO) Trainer
Supervised Fine-Tuning (SFT) Trainer
Reward Model Training
Vision-Language Models
Audio-Language Models
Multimodal Inference Serving
Getting Started with EasyDeL on TPU Research Cloud (TRC)
.rst
.pdf
easydel.scripts.finetune.numinamath_grpo
easydel.scripts.finetune.numinamath_grpo
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