Granite support by Datta0 · Pull Request #1218 · unslothai/unsloth

Datta0 · 2024-10-29T17:20:13Z

No description provided.

danielhanchen

Great work again! Just some comments :)

danielhanchen · 2024-11-26T08:37:33Z

unsloth/models/granite.py

+        Q = Q.transpose(1, 2)
+        K = K.transpose(1, 2)
+        V = V.transpose(1, 2)
+        sw = getattr(self.config, "sliding_window", None)


@Datta0 Is sliding window attention necessary for Granite?

Um, not necessary. Removing it.

danielhanchen · 2024-11-26T08:38:18Z

unsloth/models/granite.py

+    if past_key_value is not None:
+        kv_seq_len += past_key_value[0].shape[-2]
+
+    assert position_embeddings is not None


I remember you said we must pass in the position embeddings - did we calculate the cos and sine matrices in RoPE incorrectly?

Oh this is just a validation. We are calculating the sin, cos and passing from here.

danielhanchen · 2024-11-26T08:39:43Z

unsloth/models/granite.py

+pass
+
+
+def GraniteDecoderLayer_fast_forward(


Can we inherit from LlamaDecoderLayer_fast_forward? [Actually scratch that - I forgot Granite has a residual multiplier]

I'm assuming it's because of position_embeddings

danielhanchen · 2024-11-26T08:40:50Z

unsloth/models/granite.py

+            use_cache=use_cache,
+            padding_mask=padding_mask,
+            position_embeddings = position_embeddings,
+            _flag_for_generation=True,


I don't think flagging it for generation is a good idea - we dynamically have to set this

Oh this is inspired from gemma2. Should we set it to what we see in the config?

danielhanchen · 2024-11-26T08:41:16Z

unsloth/models/granite.py

+    Vn = self.paged_attention_V[:kv_seq_len].permute(1, 2, 0, 3)
+
+    # Handle sliding windows
+    sliding_window = self.config.sliding_window if hasattr(self.config, "sliding_window") else self.config.max_position_embeddings


Is SWA necessary in Granite?

danielhanchen · 2024-11-26T08:42:48Z

unsloth/models/granite.py

+            do_prefill = not hasattr(decoder_layer.self_attn, "paged_attention"),
+            position_embeddings = position_embeddings,
+        )
+        hidden_states = residual + hidden_states * self.config.residual_multiplier


Technically we could use addmm to fuse this entirely into 1 op

I resorted to using torch.add cuz we don't have any matmul here. Thanks for the suggestion :)

danielhanchen · 2024-11-26T08:43:39Z

unsloth/models/granite.py

+
+
+    @staticmethod
+    def post_patch(model):


We can ignore this I think (if it's a copy from Llama) - it should auto inherit it (I think)

Correct me if I'm wrong but Wouldn't tie word embeddings mandate handling this separately?

danielhanchen · 2024-11-26T08:44:09Z

unsloth/models/llama.py

    IS_GEMMA  = self.config.model_type.startswith("gemma")
    IS_GEMMA2 = self.config.model_type.startswith("gemma2")
    IS_COHERE = self.config.model_type.startswith("cohere")
+    IS_GRANITE = self.config.model_type.startswith("granite")


Fix up spacing to make all the equal signs spaced evenly :)

danielhanchen · 2024-11-26T08:44:21Z

unsloth/models/llama.py

    pass

+
+    if IS_GRANITE:


So this is a must must?

Yeah iirc, Granit's forward calculates it here and passes on and without this it throws error (I don't exactly remember the error unfortunately)

danielhanchen · 2024-11-26T08:45:12Z

unsloth/models/llama.py

        logit_scaling     = getattr(self.config, "logit_scale", 0)
+        if self.config.model_type == "granite":
+            # granite uses logit_scaling as key and they divide by the scale unlike cohere
+            logit_scaling = 1 / getattr(self.config, "logits_scaling", 1)


Oh interesting - can you confirm it's not Cohere type logit scaling thanks :)

granite uses logit_scaling as key and they divide by the scale unlike cohere
notice that for granite, logits_scale is 16 and for cohere it is 0.125 (aka 1/8) in their respective configs

granite

cohere

danielhanchen · 2024-12-05T08:01:51Z

Thanks again! I'll do some testing on my side and might change some parts! Will add this into nightly!

* Update cross_entropy_loss.py * Update cross_entropy_loss.py * Update cross_entropy_loss.py * Update cross_entropy_loss.py * Update cross_entropy_loss.py * int64 * Update _utils.py * Update cross_entropy_loss.py * constexpr * constexpr * Update cross_entropy_loss.py * Update cross_entropy_loss.py * Update _utils.py * Update _utils.py * Update _utils.py * CE * Update cross_entropy_loss.py * Update _utils.py * Update llama.py * Update _utils.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update utils.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * typing * Update rope_embedding.py * types * Disable compiling * Update _utils.py * Update _utils.py * Forward hook * Update _utils.py * Update llama.py * Update _utils.py * Update llama.py * Update llama.py * Update _utils.py * Update pyproject.toml * Update _utils.py * Update llama.py * CE Loss * Update cross_entropy_loss.py * Update _utils.py * Update cross_entropy_loss.py * Update cross_entropy_loss.py * Update cross_entropy_loss.py * Update llama.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Fix: cast logits to float32 in cross_entropy_forward to prevent errors (#1254) * Fix: cast logits to float32 in cross_entropy_forward to prevent errors * Update cross_entropy_loss.py --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * Throw error when inferencing longer than max_popsition_embeddings (#1236) * Throw error when inferencing longer than max_popsition_embeddings without rope scaling * Update llama.py --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * CLI now handles user input strings for dtype correctly (#1235) Co-authored-by: root <root@ieeres.chu.cam.ac.uk> * Update flex_attention.py * Update _utils.py * Update _utils.py * Update flex_attention.py * Update flex_attention.py * Update loader.py * Update loader.py * Update flex_attention.py * Update flex_attention.py * Update flex_attention.py * Update flex_attention.py * Update _utils.py * Update cross_entropy_loss.py * Update _utils.py * Update tokenizer_utils.py * Update tokenizer_utils.py * Update tokenizer_utils.py * Update tokenizer_utils.py * Update tokenizer_utils.py * triton_cast * Update utils.py * Qwen 2.5 Coder * Fix/export mistral (#1281) * Enhance install_python_non_blocking to handle protobuf installation and process management * Revert "Enhance install_python_non_blocking to handle protobuf installation and process management" This reverts commit f09974b. * Set PROTOCOL_BUFFERS_PYTHON_IMPLEMENTATION to 'python' to address issue #1266 * Revert "Set PROTOCOL_BUFFERS_PYTHON_IMPLEMENTATION to 'python' to address issue #1266" This reverts commit 9fc1307. * Set PROTOCOL_BUFFERS_PYTHON_IMPLEMENTATION to 'python' to address issue #1266 * Update __init__.py --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * DOC Update - Update README.md with os.environ in example (#1269) * Update README.md with os.environ in example Added OS Environ in example to avoid device conflicts , for a user at least in jupyter notebook this allows to select GPU in a multi GPU setup. As currently the unsloth init checks all GPU's and takes the first in the order which can be a issue when some GPU's are in use and the list still shows them. So to manually avoid this, this os config is required. Small change but a bit time saver for those who straight away copies the tutorials * Update README.md --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * fix/get_chat_template (#1246) * Refactor `get_chat_template` to now support system message instead. It supposed to fix ollama tokenizer chattemplate to * Remove type hinting * Update chat_templates.py --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * fix/sft-trainer (#1276) * Add patch for SFTTrainer to maintain backward compatibility with TRL changes * Update trainer.py * Update trainer.py * Refactor trainer patch to maintain backward compatibility with TRL changes * Update trainer.py * Refactor trainer.py to exclude non-convertible trainers from backward compatibility patch --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * Update __init__.py * Update trainer.py * Update trainer.py * Update trainer.py * Update tokenizer_utils.py * Update llama.py * Fix #853 * fix/sfttrainer-compatibility (#1293) * Refactor trainer.py to import SFTConfig directly and update UnslothTrainingArguments class inheritance * Update trainer.py * Update trainer.py --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * Update rms_layernorm.py * Update rms_layernorm.py * Gemma * Update rms_layernorm.py * Update gemma2.py * Cut Cross Entropy * Update llama.py * Cut Cross Entropy * Update llama.py * Update llama.py * Update llama.py * Update __init__.py * Update __init__.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update mapper.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * patch_fast_lora * vision * Update fast_lora.py * Update _utils.py * Update _utils.py * Vision * Update trainer.py * Update save.py * FastBaseVisionModel * Update loader_utils.py * Update vision.py * Update loader.py * Update vision.py * Update loader.py * Update vision.py * Update _utils.py * tokenizer_name * Update loader.py * Update vision.py * Update save.py * Update save.py * Update vision.py * Update vision.py * Update vision.py * Update vision.py * Update vision.py * Update vision.py * Update _utils.py * Update loader.py * kwargs * logits * Update llama.py * Update llama.py * Update llama.py * Update _utils.py * Update _utils.py * Update _utils.py * error * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update loader.py * Update llama.py * Update vision.py * Update loader.py * Old torch versions * Update loader.py * Update loader.py * prints * recheck * Update loader.py * Update loader.py * Update _utils.py * Update _utils.py * Update mapper.py * Feat/kto (#1316) * Add PatchKTOTrainer and update model imports * Update dpo.py * Update __init__.py * Delete unsloth/models/kto.py --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * Fix orpo/dpo trainer (#1286) * change the colab notebook for dpo zephyr and orpo * use original tokenizer * Update README.md * Update README.md --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * skip modules * Update vision.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Fix llama.cpp * Update save.py * Update save.py * Update vision.py * Update save.py * Update save.py * Update save.py * Update save.py * Update save.py * Update save.py * Update save.py * Update _utils.py * Update save.py * Update save.py * Update mapper.py * modules * Fix vision model tokenizer padding side. (#1384) * Dynamic quants (#1379) * typing * Update cross_entropy_loss.py * Update cross_entropy_loss.py * Update cross_entropy_loss.py * Update cross_entropy_loss.py * Update cross_entropy_loss.py * Update cross_entropy_loss.py * Update cross_entropy_loss.py * Update cross_entropy_loss.py * Update cross_entropy_loss.py * int64 * Update _utils.py * Update cross_entropy_loss.py * constexpr * constexpr * Update cross_entropy_loss.py * Update cross_entropy_loss.py * Update _utils.py * Update _utils.py * Update _utils.py * CE * Update cross_entropy_loss.py * Update _utils.py * Update llama.py * Update _utils.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update utils.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * typing * Update rope_embedding.py * types * Disable compiling * Update _utils.py * Update _utils.py * Forward hook * Update _utils.py * Update llama.py * Update _utils.py * Update llama.py * Update llama.py * Update _utils.py * Update pyproject.toml * Update _utils.py * Update llama.py * CE Loss * Update cross_entropy_loss.py * Update _utils.py * Update cross_entropy_loss.py * Update cross_entropy_loss.py * Update cross_entropy_loss.py * Update llama.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Fix: cast logits to float32 in cross_entropy_forward to prevent errors (#1254) * Fix: cast logits to float32 in cross_entropy_forward to prevent errors * Update cross_entropy_loss.py --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * Throw error when inferencing longer than max_popsition_embeddings (#1236) * Throw error when inferencing longer than max_popsition_embeddings without rope scaling * Update llama.py --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * CLI now handles user input strings for dtype correctly (#1235) Co-authored-by: root <root@ieeres.chu.cam.ac.uk> * Update flex_attention.py * Update _utils.py * Update _utils.py * Update flex_attention.py * Update flex_attention.py * Update loader.py * Update loader.py * Update flex_attention.py * Update flex_attention.py * Update flex_attention.py * Update flex_attention.py * Update _utils.py * Update cross_entropy_loss.py * Update _utils.py * Update tokenizer_utils.py * Update tokenizer_utils.py * Update tokenizer_utils.py * Update tokenizer_utils.py * Update tokenizer_utils.py * triton_cast * Update utils.py * Qwen 2.5 Coder * Fix/export mistral (#1281) * Enhance install_python_non_blocking to handle protobuf installation and process management * Revert "Enhance install_python_non_blocking to handle protobuf installation and process management" This reverts commit f09974b. * Set PROTOCOL_BUFFERS_PYTHON_IMPLEMENTATION to 'python' to address issue #1266 * Revert "Set PROTOCOL_BUFFERS_PYTHON_IMPLEMENTATION to 'python' to address issue #1266" This reverts commit 9fc1307. * Set PROTOCOL_BUFFERS_PYTHON_IMPLEMENTATION to 'python' to address issue #1266 * Update __init__.py --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * DOC Update - Update README.md with os.environ in example (#1269) * Update README.md with os.environ in example Added OS Environ in example to avoid device conflicts , for a user at least in jupyter notebook this allows to select GPU in a multi GPU setup. As currently the unsloth init checks all GPU's and takes the first in the order which can be a issue when some GPU's are in use and the list still shows them. So to manually avoid this, this os config is required. Small change but a bit time saver for those who straight away copies the tutorials * Update README.md --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * fix/get_chat_template (#1246) * Refactor `get_chat_template` to now support system message instead. It supposed to fix ollama tokenizer chattemplate to * Remove type hinting * Update chat_templates.py --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * fix/sft-trainer (#1276) * Add patch for SFTTrainer to maintain backward compatibility with TRL changes * Update trainer.py * Update trainer.py * Refactor trainer patch to maintain backward compatibility with TRL changes * Update trainer.py * Refactor trainer.py to exclude non-convertible trainers from backward compatibility patch --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * Update __init__.py * Update trainer.py * Update trainer.py * Update trainer.py * Update tokenizer_utils.py * Update llama.py * Fix #853 * fix/sfttrainer-compatibility (#1293) * Refactor trainer.py to import SFTConfig directly and update UnslothTrainingArguments class inheritance * Update trainer.py * Update trainer.py --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * Update rms_layernorm.py * Update rms_layernorm.py * Gemma * Update rms_layernorm.py * Update gemma2.py * Cut Cross Entropy * Update llama.py * Cut Cross Entropy * Update llama.py * Update llama.py * Update llama.py * Update __init__.py * Update __init__.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update mapper.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * patch_fast_lora * vision * Update fast_lora.py * Update _utils.py * Update _utils.py * Vision * Update trainer.py * Update save.py * FastBaseVisionModel * Update loader_utils.py * Update vision.py * Update loader.py * Update vision.py * Update loader.py * Update vision.py * Update _utils.py * tokenizer_name * Update loader.py * Update vision.py * Update save.py * Update save.py * Update vision.py * Update vision.py * Update vision.py * Update vision.py * Update vision.py * Update vision.py * Update _utils.py * Update loader.py * kwargs * logits * Update llama.py * Update llama.py * Update llama.py * Update _utils.py * Update _utils.py * Update _utils.py * error * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update loader.py * Update llama.py * Update vision.py * Update loader.py * Old torch versions * Update loader.py * Update loader.py * prints * recheck * Update loader.py * Update loader.py * Update _utils.py * Update _utils.py * Update mapper.py * Feat/kto (#1316) * Add PatchKTOTrainer and update model imports * Update dpo.py * Update __init__.py * Delete unsloth/models/kto.py --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * Fix orpo/dpo trainer (#1286) * change the colab notebook for dpo zephyr and orpo * use original tokenizer * Update README.md * Update README.md --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * skip modules * Update vision.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Fix llama.cpp * Update save.py * Update save.py * Update vision.py * Update save.py * Update save.py * Update save.py * Update save.py * Update save.py * Update save.py * Update save.py * Update _utils.py * Update save.py * Update save.py * Update mapper.py * modules --------- Co-authored-by: Edd <68678137+Erland366@users.noreply.github.com> Co-authored-by: Datta Nimmaturi <datta.nimmaturi@nutanix.com> Co-authored-by: Edwin Fennell <edwinfennell1@gmail.com> Co-authored-by: root <root@ieeres.chu.cam.ac.uk> Co-authored-by: Uday Girish Maradana <einsteingirish@gmail.com> Co-authored-by: cell-dame <122996026+dame-cell@users.noreply.github.com> * Update README.md Unsloth Dynamic 4-bit Quantization Update * Fix vision model tokenizer padding side. * Update vision.py --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> Co-authored-by: Edd <68678137+Erland366@users.noreply.github.com> Co-authored-by: Datta Nimmaturi <datta.nimmaturi@nutanix.com> Co-authored-by: Edwin Fennell <edwinfennell1@gmail.com> Co-authored-by: root <root@ieeres.chu.cam.ac.uk> Co-authored-by: Uday Girish Maradana <einsteingirish@gmail.com> Co-authored-by: cell-dame <122996026+dame-cell@users.noreply.github.com> Co-authored-by: Michael Han <107991372+shimmyshimmer@users.noreply.github.com> * Add citation section to README.md (#1377) * Add citation section to README.md * Update README.md --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * Granite support (#1218) * [WIP] Support for Granite * Fixup inference * Cleanup flex attention * remove sliding window * Use torch.add for residual multiplier * Llama 3.3 --------- Co-authored-by: Edd <68678137+Erland366@users.noreply.github.com> Co-authored-by: Datta Nimmaturi <datta.nimmaturi@nutanix.com> Co-authored-by: Edwin Fennell <edwinfennell1@gmail.com> Co-authored-by: root <root@ieeres.chu.cam.ac.uk> Co-authored-by: Uday Girish Maradana <einsteingirish@gmail.com> Co-authored-by: cell-dame <122996026+dame-cell@users.noreply.github.com> Co-authored-by: Zewen Shen <zewen.public@gmail.com> Co-authored-by: Michael Han <107991372+shimmyshimmer@users.noreply.github.com>

* Update _utils.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update utils.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * typing * Update rope_embedding.py * types * Disable compiling * Update _utils.py * Update _utils.py * Forward hook * Update _utils.py * Update llama.py * Update _utils.py * Update llama.py * Update llama.py * Update _utils.py * Update pyproject.toml * Update _utils.py * Update llama.py * CE Loss * Update cross_entropy_loss.py * Update _utils.py * Update cross_entropy_loss.py * Update cross_entropy_loss.py * Update cross_entropy_loss.py * Update llama.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Fix: cast logits to float32 in cross_entropy_forward to prevent errors (#1254) * Fix: cast logits to float32 in cross_entropy_forward to prevent errors * Update cross_entropy_loss.py --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * Throw error when inferencing longer than max_popsition_embeddings (#1236) * Throw error when inferencing longer than max_popsition_embeddings without rope scaling * Update llama.py --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * CLI now handles user input strings for dtype correctly (#1235) Co-authored-by: root <root@ieeres.chu.cam.ac.uk> * Update flex_attention.py * Update _utils.py * Update _utils.py * Update flex_attention.py * Update flex_attention.py * Update loader.py * Update loader.py * Update flex_attention.py * Update flex_attention.py * Update flex_attention.py * Update flex_attention.py * Update _utils.py * Update cross_entropy_loss.py * Update _utils.py * Update tokenizer_utils.py * Update tokenizer_utils.py * Update tokenizer_utils.py * Update tokenizer_utils.py * Update tokenizer_utils.py * triton_cast * Update utils.py * Qwen 2.5 Coder * Fix/export mistral (#1281) * Enhance install_python_non_blocking to handle protobuf installation and process management * Revert "Enhance install_python_non_blocking to handle protobuf installation and process management" This reverts commit f09974b. * Set PROTOCOL_BUFFERS_PYTHON_IMPLEMENTATION to 'python' to address issue #1266 * Revert "Set PROTOCOL_BUFFERS_PYTHON_IMPLEMENTATION to 'python' to address issue #1266" This reverts commit 9fc1307. * Set PROTOCOL_BUFFERS_PYTHON_IMPLEMENTATION to 'python' to address issue #1266 * Update __init__.py --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * DOC Update - Update README.md with os.environ in example (#1269) * Update README.md with os.environ in example Added OS Environ in example to avoid device conflicts , for a user at least in jupyter notebook this allows to select GPU in a multi GPU setup. As currently the unsloth init checks all GPU's and takes the first in the order which can be a issue when some GPU's are in use and the list still shows them. So to manually avoid this, this os config is required. Small change but a bit time saver for those who straight away copies the tutorials * Update README.md --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * fix/get_chat_template (#1246) * Refactor `get_chat_template` to now support system message instead. It supposed to fix ollama tokenizer chattemplate to * Remove type hinting * Update chat_templates.py --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * fix/sft-trainer (#1276) * Add patch for SFTTrainer to maintain backward compatibility with TRL changes * Update trainer.py * Update trainer.py * Refactor trainer patch to maintain backward compatibility with TRL changes * Update trainer.py * Refactor trainer.py to exclude non-convertible trainers from backward compatibility patch --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * Update __init__.py * Update trainer.py * Update trainer.py * Update trainer.py * Update tokenizer_utils.py * Update llama.py * Fix #853 * fix/sfttrainer-compatibility (#1293) * Refactor trainer.py to import SFTConfig directly and update UnslothTrainingArguments class inheritance * Update trainer.py * Update trainer.py --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * Update rms_layernorm.py * Update rms_layernorm.py * Gemma * Update rms_layernorm.py * Update gemma2.py * Cut Cross Entropy * Update llama.py * Cut Cross Entropy * Update llama.py * Update llama.py * Update llama.py * Update __init__.py * Update __init__.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update mapper.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * patch_fast_lora * vision * Update fast_lora.py * Update _utils.py * Update _utils.py * Vision * Update trainer.py * Update save.py * FastBaseVisionModel * Update loader_utils.py * Update vision.py * Update loader.py * Update vision.py * Update loader.py * Update vision.py * Update _utils.py * tokenizer_name * Update loader.py * Update vision.py * Update save.py * Update save.py * Update vision.py * Update vision.py * Update vision.py * Update vision.py * Update vision.py * Update vision.py * Update _utils.py * Update loader.py * kwargs * logits * Update llama.py * Update llama.py * Update llama.py * Update _utils.py * Update _utils.py * Update _utils.py * error * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update loader.py * Update llama.py * Update vision.py * Update loader.py * Old torch versions * Update loader.py * Update loader.py * prints * recheck * Update loader.py * Update loader.py * Update _utils.py * Update _utils.py * Update mapper.py * Feat/kto (#1316) * Add PatchKTOTrainer and update model imports * Update dpo.py * Update __init__.py * Delete unsloth/models/kto.py --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * Fix orpo/dpo trainer (#1286) * change the colab notebook for dpo zephyr and orpo * use original tokenizer * Update README.md * Update README.md --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * skip modules * Update vision.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Fix llama.cpp * Update save.py * Update save.py * Update vision.py * Update save.py * Update save.py * Update save.py * Update save.py * Update save.py * Update save.py * Update save.py * Update _utils.py * Update save.py * Update save.py * Update mapper.py * modules * Fix vision model tokenizer padding side. (#1384) * Dynamic quants (#1379) * typing * Update cross_entropy_loss.py * Update cross_entropy_loss.py * Update cross_entropy_loss.py * Update cross_entropy_loss.py * Update cross_entropy_loss.py * Update cross_entropy_loss.py * Update cross_entropy_loss.py * Update cross_entropy_loss.py * Update cross_entropy_loss.py * int64 * Update _utils.py * Update cross_entropy_loss.py * constexpr * constexpr * Update cross_entropy_loss.py * Update cross_entropy_loss.py * Update _utils.py * Update _utils.py * Update _utils.py * CE * Update cross_entropy_loss.py * Update _utils.py * Update llama.py * Update _utils.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update utils.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * typing * Update rope_embedding.py * types * Disable compiling * Update _utils.py * Update _utils.py * Forward hook * Update _utils.py * Update llama.py * Update _utils.py * Update llama.py * Update llama.py * Update _utils.py * Update pyproject.toml * Update _utils.py * Update llama.py * CE Loss * Update cross_entropy_loss.py * Update _utils.py * Update cross_entropy_loss.py * Update cross_entropy_loss.py * Update cross_entropy_loss.py * Update llama.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Fix: cast logits to float32 in cross_entropy_forward to prevent errors (#1254) * Fix: cast logits to float32 in cross_entropy_forward to prevent errors * Update cross_entropy_loss.py --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * Throw error when inferencing longer than max_popsition_embeddings (#1236) * Throw error when inferencing longer than max_popsition_embeddings without rope scaling * Update llama.py --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * CLI now handles user input strings for dtype correctly (#1235) Co-authored-by: root <root@ieeres.chu.cam.ac.uk> * Update flex_attention.py * Update _utils.py * Update _utils.py * Update flex_attention.py * Update flex_attention.py * Update loader.py * Update loader.py * Update flex_attention.py * Update flex_attention.py * Update flex_attention.py * Update flex_attention.py * Update _utils.py * Update cross_entropy_loss.py * Update _utils.py * Update tokenizer_utils.py * Update tokenizer_utils.py * Update tokenizer_utils.py * Update tokenizer_utils.py * Update tokenizer_utils.py * triton_cast * Update utils.py * Qwen 2.5 Coder * Fix/export mistral (#1281) * Enhance install_python_non_blocking to handle protobuf installation and process management * Revert "Enhance install_python_non_blocking to handle protobuf installation and process management" This reverts commit f09974b. * Set PROTOCOL_BUFFERS_PYTHON_IMPLEMENTATION to 'python' to address issue #1266 * Revert "Set PROTOCOL_BUFFERS_PYTHON_IMPLEMENTATION to 'python' to address issue #1266" This reverts commit 9fc1307. * Set PROTOCOL_BUFFERS_PYTHON_IMPLEMENTATION to 'python' to address issue #1266 * Update __init__.py --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * DOC Update - Update README.md with os.environ in example (#1269) * Update README.md with os.environ in example Added OS Environ in example to avoid device conflicts , for a user at least in jupyter notebook this allows to select GPU in a multi GPU setup. As currently the unsloth init checks all GPU's and takes the first in the order which can be a issue when some GPU's are in use and the list still shows them. So to manually avoid this, this os config is required. Small change but a bit time saver for those who straight away copies the tutorials * Update README.md --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * fix/get_chat_template (#1246) * Refactor `get_chat_template` to now support system message instead. It supposed to fix ollama tokenizer chattemplate to * Remove type hinting * Update chat_templates.py --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * fix/sft-trainer (#1276) * Add patch for SFTTrainer to maintain backward compatibility with TRL changes * Update trainer.py * Update trainer.py * Refactor trainer patch to maintain backward compatibility with TRL changes * Update trainer.py * Refactor trainer.py to exclude non-convertible trainers from backward compatibility patch --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * Update __init__.py * Update trainer.py * Update trainer.py * Update trainer.py * Update tokenizer_utils.py * Update llama.py * Fix #853 * fix/sfttrainer-compatibility (#1293) * Refactor trainer.py to import SFTConfig directly and update UnslothTrainingArguments class inheritance * Update trainer.py * Update trainer.py --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * Update rms_layernorm.py * Update rms_layernorm.py * Gemma * Update rms_layernorm.py * Update gemma2.py * Cut Cross Entropy * Update llama.py * Cut Cross Entropy * Update llama.py * Update llama.py * Update llama.py * Update __init__.py * Update __init__.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update mapper.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * patch_fast_lora * vision * Update fast_lora.py * Update _utils.py * Update _utils.py * Vision * Update trainer.py * Update save.py * FastBaseVisionModel * Update loader_utils.py * Update vision.py * Update loader.py * Update vision.py * Update loader.py * Update vision.py * Update _utils.py * tokenizer_name * Update loader.py * Update vision.py * Update save.py * Update save.py * Update vision.py * Update vision.py * Update vision.py * Update vision.py * Update vision.py * Update vision.py * Update _utils.py * Update loader.py * kwargs * logits * Update llama.py * Update llama.py * Update llama.py * Update _utils.py * Update _utils.py * Update _utils.py * error * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update loader.py * Update llama.py * Update vision.py * Update loader.py * Old torch versions * Update loader.py * Update loader.py * prints * recheck * Update loader.py * Update loader.py * Update _utils.py * Update _utils.py * Update mapper.py * Feat/kto (#1316) * Add PatchKTOTrainer and update model imports * Update dpo.py * Update __init__.py * Delete unsloth/models/kto.py --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * Fix orpo/dpo trainer (#1286) * change the colab notebook for dpo zephyr and orpo * use original tokenizer * Update README.md * Update README.md --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * skip modules * Update vision.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Fix llama.cpp * Update save.py * Update save.py * Update vision.py * Update save.py * Update save.py * Update save.py * Update save.py * Update save.py * Update save.py * Update save.py * Update _utils.py * Update save.py * Update save.py * Update mapper.py * modules --------- Co-authored-by: Edd <68678137+Erland366@users.noreply.github.com> Co-authored-by: Datta Nimmaturi <datta.nimmaturi@nutanix.com> Co-authored-by: Edwin Fennell <edwinfennell1@gmail.com> Co-authored-by: root <root@ieeres.chu.cam.ac.uk> Co-authored-by: Uday Girish Maradana <einsteingirish@gmail.com> Co-authored-by: cell-dame <122996026+dame-cell@users.noreply.github.com> * Update README.md Unsloth Dynamic 4-bit Quantization Update * Fix vision model tokenizer padding side. * Update vision.py --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> Co-authored-by: Edd <68678137+Erland366@users.noreply.github.com> Co-authored-by: Datta Nimmaturi <datta.nimmaturi@nutanix.com> Co-authored-by: Edwin Fennell <edwinfennell1@gmail.com> Co-authored-by: root <root@ieeres.chu.cam.ac.uk> Co-authored-by: Uday Girish Maradana <einsteingirish@gmail.com> Co-authored-by: cell-dame <122996026+dame-cell@users.noreply.github.com> Co-authored-by: Michael Han <107991372+shimmyshimmer@users.noreply.github.com> * Add citation section to README.md (#1377) * Add citation section to README.md * Update README.md --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * Granite support (#1218) * [WIP] Support for Granite * Fixup inference * Cleanup flex attention * remove sliding window * Use torch.add for residual multiplier * Llama 3.3 * Update llama.py * Update llama.py * fullgraph * Fix loader.py to work on Windows (#1453) * Update README.md Llama 3.3 + Reddit * Update README.md Apple ML Cross Entropy * Update README.md Removing double citation * Fix loader.py to work on Windows --------- Co-authored-by: Michael Han <107991372+shimmyshimmer@users.noreply.github.com> * Update save.py warning message (#1425) * Update README.md Llama 3.3 + Reddit * Update README.md Apple ML Cross Entropy * Update README.md Removing double citation * Update save.py warning message --------- Co-authored-by: Michael Han <107991372+shimmyshimmer@users.noreply.github.com> * Change _fix_chat_template in case a template has both endif and endfor (#1388) * Update llama and derivatives to pass position embeddings explicitly for transformers v4.47+ (#1442) * Update save.py * Update llama.py * Update mistral.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Temp fix * Update _utils.py --------- Co-authored-by: Edd <68678137+Erland366@users.noreply.github.com> Co-authored-by: Datta Nimmaturi <datta.nimmaturi@nutanix.com> Co-authored-by: Edwin Fennell <edwinfennell1@gmail.com> Co-authored-by: root <root@ieeres.chu.cam.ac.uk> Co-authored-by: Uday Girish Maradana <einsteingirish@gmail.com> Co-authored-by: cell-dame <122996026+dame-cell@users.noreply.github.com> Co-authored-by: Zewen Shen <zewen.public@gmail.com> Co-authored-by: Michael Han <107991372+shimmyshimmer@users.noreply.github.com> Co-authored-by: Scott Phillips <polygonguru@gmail.com> Co-authored-by: qingy1337 <qxli2@students.everettcc.edu> Co-authored-by: Giulia Baldini <44327645+giuliabaldini@users.noreply.github.com>

* Update llama.py * Update _utils.py * Update llama.py * Update llama.py * Update _utils.py * Update pyproject.toml * Update _utils.py * Update llama.py * CE Loss * Update cross_entropy_loss.py * Update _utils.py * Update cross_entropy_loss.py * Update cross_entropy_loss.py * Update cross_entropy_loss.py * Update llama.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Fix: cast logits to float32 in cross_entropy_forward to prevent errors (#1254) * Fix: cast logits to float32 in cross_entropy_forward to prevent errors * Update cross_entropy_loss.py --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * Throw error when inferencing longer than max_popsition_embeddings (#1236) * Throw error when inferencing longer than max_popsition_embeddings without rope scaling * Update llama.py --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * CLI now handles user input strings for dtype correctly (#1235) Co-authored-by: root <root@ieeres.chu.cam.ac.uk> * Update flex_attention.py * Update _utils.py * Update _utils.py * Update flex_attention.py * Update flex_attention.py * Update loader.py * Update loader.py * Update flex_attention.py * Update flex_attention.py * Update flex_attention.py * Update flex_attention.py * Update _utils.py * Update cross_entropy_loss.py * Update _utils.py * Update tokenizer_utils.py * Update tokenizer_utils.py * Update tokenizer_utils.py * Update tokenizer_utils.py * Update tokenizer_utils.py * triton_cast * Update utils.py * Qwen 2.5 Coder * Fix/export mistral (#1281) * Enhance install_python_non_blocking to handle protobuf installation and process management * Revert "Enhance install_python_non_blocking to handle protobuf installation and process management" This reverts commit f09974b. * Set PROTOCOL_BUFFERS_PYTHON_IMPLEMENTATION to 'python' to address issue #1266 * Revert "Set PROTOCOL_BUFFERS_PYTHON_IMPLEMENTATION to 'python' to address issue #1266" This reverts commit 9fc1307. * Set PROTOCOL_BUFFERS_PYTHON_IMPLEMENTATION to 'python' to address issue #1266 * Update __init__.py --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * DOC Update - Update README.md with os.environ in example (#1269) * Update README.md with os.environ in example Added OS Environ in example to avoid device conflicts , for a user at least in jupyter notebook this allows to select GPU in a multi GPU setup. As currently the unsloth init checks all GPU's and takes the first in the order which can be a issue when some GPU's are in use and the list still shows them. So to manually avoid this, this os config is required. Small change but a bit time saver for those who straight away copies the tutorials * Update README.md --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * fix/get_chat_template (#1246) * Refactor `get_chat_template` to now support system message instead. It supposed to fix ollama tokenizer chattemplate to * Remove type hinting * Update chat_templates.py --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * fix/sft-trainer (#1276) * Add patch for SFTTrainer to maintain backward compatibility with TRL changes * Update trainer.py * Update trainer.py * Refactor trainer patch to maintain backward compatibility with TRL changes * Update trainer.py * Refactor trainer.py to exclude non-convertible trainers from backward compatibility patch --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * Update __init__.py * Update trainer.py * Update trainer.py * Update trainer.py * Update tokenizer_utils.py * Update llama.py * Fix #853 * fix/sfttrainer-compatibility (#1293) * Refactor trainer.py to import SFTConfig directly and update UnslothTrainingArguments class inheritance * Update trainer.py * Update trainer.py --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * Update rms_layernorm.py * Update rms_layernorm.py * Gemma * Update rms_layernorm.py * Update gemma2.py * Cut Cross Entropy * Update llama.py * Cut Cross Entropy * Update llama.py * Update llama.py * Update llama.py * Update __init__.py * Update __init__.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update mapper.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * patch_fast_lora * vision * Update fast_lora.py * Update _utils.py * Update _utils.py * Vision * Update trainer.py * Update save.py * FastBaseVisionModel * Update loader_utils.py * Update vision.py * Update loader.py * Update vision.py * Update loader.py * Update vision.py * Update _utils.py * tokenizer_name * Update loader.py * Update vision.py * Update save.py * Update save.py * Update vision.py * Update vision.py * Update vision.py * Update vision.py * Update vision.py * Update vision.py * Update _utils.py * Update loader.py * kwargs * logits * Update llama.py * Update llama.py * Update llama.py * Update _utils.py * Update _utils.py * Update _utils.py * error * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update loader.py * Update llama.py * Update vision.py * Update loader.py * Old torch versions * Update loader.py * Update loader.py * prints * recheck * Update loader.py * Update loader.py * Update _utils.py * Update _utils.py * Update mapper.py * Feat/kto (#1316) * Add PatchKTOTrainer and update model imports * Update dpo.py * Update __init__.py * Delete unsloth/models/kto.py --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * Fix orpo/dpo trainer (#1286) * change the colab notebook for dpo zephyr and orpo * use original tokenizer * Update README.md * Update README.md --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * skip modules * Update vision.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Fix llama.cpp * Update save.py * Update save.py * Update vision.py * Update save.py * Update save.py * Update save.py * Update save.py * Update save.py * Update save.py * Update save.py * Update _utils.py * Update save.py * Update save.py * Update mapper.py * modules * Fix vision model tokenizer padding side. (#1384) * Dynamic quants (#1379) * typing * Update cross_entropy_loss.py * Update cross_entropy_loss.py * Update cross_entropy_loss.py * Update cross_entropy_loss.py * Update cross_entropy_loss.py * Update cross_entropy_loss.py * Update cross_entropy_loss.py * Update cross_entropy_loss.py * Update cross_entropy_loss.py * int64 * Update _utils.py * Update cross_entropy_loss.py * constexpr * constexpr * Update cross_entropy_loss.py * Update cross_entropy_loss.py * Update _utils.py * Update _utils.py * Update _utils.py * CE * Update cross_entropy_loss.py * Update _utils.py * Update llama.py * Update _utils.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update utils.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * typing * Update rope_embedding.py * types * Disable compiling * Update _utils.py * Update _utils.py * Forward hook * Update _utils.py * Update llama.py * Update _utils.py * Update llama.py * Update llama.py * Update _utils.py * Update pyproject.toml * Update _utils.py * Update llama.py * CE Loss * Update cross_entropy_loss.py * Update _utils.py * Update cross_entropy_loss.py * Update cross_entropy_loss.py * Update cross_entropy_loss.py * Update llama.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Fix: cast logits to float32 in cross_entropy_forward to prevent errors (#1254) * Fix: cast logits to float32 in cross_entropy_forward to prevent errors * Update cross_entropy_loss.py --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * Throw error when inferencing longer than max_popsition_embeddings (#1236) * Throw error when inferencing longer than max_popsition_embeddings without rope scaling * Update llama.py --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * CLI now handles user input strings for dtype correctly (#1235) Co-authored-by: root <root@ieeres.chu.cam.ac.uk> * Update flex_attention.py * Update _utils.py * Update _utils.py * Update flex_attention.py * Update flex_attention.py * Update loader.py * Update loader.py * Update flex_attention.py * Update flex_attention.py * Update flex_attention.py * Update flex_attention.py * Update _utils.py * Update cross_entropy_loss.py * Update _utils.py * Update tokenizer_utils.py * Update tokenizer_utils.py * Update tokenizer_utils.py * Update tokenizer_utils.py * Update tokenizer_utils.py * triton_cast * Update utils.py * Qwen 2.5 Coder * Fix/export mistral (#1281) * Enhance install_python_non_blocking to handle protobuf installation and process management * Revert "Enhance install_python_non_blocking to handle protobuf installation and process management" This reverts commit f09974b. * Set PROTOCOL_BUFFERS_PYTHON_IMPLEMENTATION to 'python' to address issue #1266 * Revert "Set PROTOCOL_BUFFERS_PYTHON_IMPLEMENTATION to 'python' to address issue #1266" This reverts commit 9fc1307. * Set PROTOCOL_BUFFERS_PYTHON_IMPLEMENTATION to 'python' to address issue #1266 * Update __init__.py --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * DOC Update - Update README.md with os.environ in example (#1269) * Update README.md with os.environ in example Added OS Environ in example to avoid device conflicts , for a user at least in jupyter notebook this allows to select GPU in a multi GPU setup. As currently the unsloth init checks all GPU's and takes the first in the order which can be a issue when some GPU's are in use and the list still shows them. So to manually avoid this, this os config is required. Small change but a bit time saver for those who straight away copies the tutorials * Update README.md --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * fix/get_chat_template (#1246) * Refactor `get_chat_template` to now support system message instead. It supposed to fix ollama tokenizer chattemplate to * Remove type hinting * Update chat_templates.py --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * fix/sft-trainer (#1276) * Add patch for SFTTrainer to maintain backward compatibility with TRL changes * Update trainer.py * Update trainer.py * Refactor trainer patch to maintain backward compatibility with TRL changes * Update trainer.py * Refactor trainer.py to exclude non-convertible trainers from backward compatibility patch --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * Update __init__.py * Update trainer.py * Update trainer.py * Update trainer.py * Update tokenizer_utils.py * Update llama.py * Fix #853 * fix/sfttrainer-compatibility (#1293) * Refactor trainer.py to import SFTConfig directly and update UnslothTrainingArguments class inheritance * Update trainer.py * Update trainer.py --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * Update rms_layernorm.py * Update rms_layernorm.py * Gemma * Update rms_layernorm.py * Update gemma2.py * Cut Cross Entropy * Update llama.py * Cut Cross Entropy * Update llama.py * Update llama.py * Update llama.py * Update __init__.py * Update __init__.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update mapper.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * patch_fast_lora * vision * Update fast_lora.py * Update _utils.py * Update _utils.py * Vision * Update trainer.py * Update save.py * FastBaseVisionModel * Update loader_utils.py * Update vision.py * Update loader.py * Update vision.py * Update loader.py * Update vision.py * Update _utils.py * tokenizer_name * Update loader.py * Update vision.py * Update save.py * Update save.py * Update vision.py * Update vision.py * Update vision.py * Update vision.py * Update vision.py * Update vision.py * Update _utils.py * Update loader.py * kwargs * logits * Update llama.py * Update llama.py * Update llama.py * Update _utils.py * Update _utils.py * Update _utils.py * error * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update loader.py * Update llama.py * Update vision.py * Update loader.py * Old torch versions * Update loader.py * Update loader.py * prints * recheck * Update loader.py * Update loader.py * Update _utils.py * Update _utils.py * Update mapper.py * Feat/kto (#1316) * Add PatchKTOTrainer and update model imports * Update dpo.py * Update __init__.py * Delete unsloth/models/kto.py --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * Fix orpo/dpo trainer (#1286) * change the colab notebook for dpo zephyr and orpo * use original tokenizer * Update README.md * Update README.md --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * skip modules * Update vision.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Fix llama.cpp * Update save.py * Update save.py * Update vision.py * Update save.py * Update save.py * Update save.py * Update save.py * Update save.py * Update save.py * Update save.py * Update _utils.py * Update save.py * Update save.py * Update mapper.py * modules --------- Co-authored-by: Edd <68678137+Erland366@users.noreply.github.com> Co-authored-by: Datta Nimmaturi <datta.nimmaturi@nutanix.com> Co-authored-by: Edwin Fennell <edwinfennell1@gmail.com> Co-authored-by: root <root@ieeres.chu.cam.ac.uk> Co-authored-by: Uday Girish Maradana <einsteingirish@gmail.com> Co-authored-by: cell-dame <122996026+dame-cell@users.noreply.github.com> * Update README.md Unsloth Dynamic 4-bit Quantization Update * Fix vision model tokenizer padding side. * Update vision.py --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> Co-authored-by: Edd <68678137+Erland366@users.noreply.github.com> Co-authored-by: Datta Nimmaturi <datta.nimmaturi@nutanix.com> Co-authored-by: Edwin Fennell <edwinfennell1@gmail.com> Co-authored-by: root <root@ieeres.chu.cam.ac.uk> Co-authored-by: Uday Girish Maradana <einsteingirish@gmail.com> Co-authored-by: cell-dame <122996026+dame-cell@users.noreply.github.com> Co-authored-by: Michael Han <107991372+shimmyshimmer@users.noreply.github.com> * Add citation section to README.md (#1377) * Add citation section to README.md * Update README.md --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * Granite support (#1218) * [WIP] Support for Granite * Fixup inference * Cleanup flex attention * remove sliding window * Use torch.add for residual multiplier * Llama 3.3 * Update llama.py * Update llama.py * fullgraph * Fix loader.py to work on Windows (#1453) * Update README.md Llama 3.3 + Reddit * Update README.md Apple ML Cross Entropy * Update README.md Removing double citation * Fix loader.py to work on Windows --------- Co-authored-by: Michael Han <107991372+shimmyshimmer@users.noreply.github.com> * Update save.py warning message (#1425) * Update README.md Llama 3.3 + Reddit * Update README.md Apple ML Cross Entropy * Update README.md Removing double citation * Update save.py warning message --------- Co-authored-by: Michael Han <107991372+shimmyshimmer@users.noreply.github.com> * Change _fix_chat_template in case a template has both endif and endfor (#1388) * Update llama and derivatives to pass position embeddings explicitly for transformers v4.47+ (#1442) * Update save.py * Update llama.py * Update mistral.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Temp fix * Update _utils.py * Update _utils.py * Update pyproject.toml * Name Error Bug Fix - import from packaging.version import Version (#1468) * Version * Update pyproject.toml * Update pyproject.toml * Version * Update pyproject.toml * Update pyproject.toml * dependencies * Update pyproject.toml * Update pyproject.toml * Update pyproject.toml * Update pyproject.toml * Update mistral.py * Update pyproject.toml * Update pyproject.toml * Update pyproject.toml * Update granite.py * Update cohere.py * Triton windows * Update gemma2.py * Update pyproject.toml * Update _utils.py * Update pyproject.toml --------- Co-authored-by: Edd <68678137+Erland366@users.noreply.github.com> Co-authored-by: Datta Nimmaturi <datta.nimmaturi@nutanix.com> Co-authored-by: Edwin Fennell <edwinfennell1@gmail.com> Co-authored-by: root <root@ieeres.chu.cam.ac.uk> Co-authored-by: Uday Girish Maradana <einsteingirish@gmail.com> Co-authored-by: cell-dame <122996026+dame-cell@users.noreply.github.com> Co-authored-by: Zewen Shen <zewen.public@gmail.com> Co-authored-by: Michael Han <107991372+shimmyshimmer@users.noreply.github.com> Co-authored-by: Scott Phillips <polygonguru@gmail.com> Co-authored-by: qingy1337 <qxli2@students.everettcc.edu> Co-authored-by: Giulia Baldini <44327645+giuliabaldini@users.noreply.github.com> Co-authored-by: Yonghye Kwon <developer.0hye@gmail.com>

* Update cross_entropy_loss.py * Update cross_entropy_loss.py * Update llama.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Fix: cast logits to float32 in cross_entropy_forward to prevent errors (#1254) * Fix: cast logits to float32 in cross_entropy_forward to prevent errors * Update cross_entropy_loss.py --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * Throw error when inferencing longer than max_popsition_embeddings (#1236) * Throw error when inferencing longer than max_popsition_embeddings without rope scaling * Update llama.py --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * CLI now handles user input strings for dtype correctly (#1235) Co-authored-by: root <root@ieeres.chu.cam.ac.uk> * Update flex_attention.py * Update _utils.py * Update _utils.py * Update flex_attention.py * Update flex_attention.py * Update loader.py * Update loader.py * Update flex_attention.py * Update flex_attention.py * Update flex_attention.py * Update flex_attention.py * Update _utils.py * Update cross_entropy_loss.py * Update _utils.py * Update tokenizer_utils.py * Update tokenizer_utils.py * Update tokenizer_utils.py * Update tokenizer_utils.py * Update tokenizer_utils.py * triton_cast * Update utils.py * Qwen 2.5 Coder * Fix/export mistral (#1281) * Enhance install_python_non_blocking to handle protobuf installation and process management * Revert "Enhance install_python_non_blocking to handle protobuf installation and process management" This reverts commit f09974b. * Set PROTOCOL_BUFFERS_PYTHON_IMPLEMENTATION to 'python' to address issue #1266 * Revert "Set PROTOCOL_BUFFERS_PYTHON_IMPLEMENTATION to 'python' to address issue #1266" This reverts commit 9fc1307. * Set PROTOCOL_BUFFERS_PYTHON_IMPLEMENTATION to 'python' to address issue #1266 * Update __init__.py --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * DOC Update - Update README.md with os.environ in example (#1269) * Update README.md with os.environ in example Added OS Environ in example to avoid device conflicts , for a user at least in jupyter notebook this allows to select GPU in a multi GPU setup. As currently the unsloth init checks all GPU's and takes the first in the order which can be a issue when some GPU's are in use and the list still shows them. So to manually avoid this, this os config is required. Small change but a bit time saver for those who straight away copies the tutorials * Update README.md --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * fix/get_chat_template (#1246) * Refactor `get_chat_template` to now support system message instead. It supposed to fix ollama tokenizer chattemplate to * Remove type hinting * Update chat_templates.py --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * fix/sft-trainer (#1276) * Add patch for SFTTrainer to maintain backward compatibility with TRL changes * Update trainer.py * Update trainer.py * Refactor trainer patch to maintain backward compatibility with TRL changes * Update trainer.py * Refactor trainer.py to exclude non-convertible trainers from backward compatibility patch --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * Update __init__.py * Update trainer.py * Update trainer.py * Update trainer.py * Update tokenizer_utils.py * Update llama.py * Fix #853 * fix/sfttrainer-compatibility (#1293) * Refactor trainer.py to import SFTConfig directly and update UnslothTrainingArguments class inheritance * Update trainer.py * Update trainer.py --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * Update rms_layernorm.py * Update rms_layernorm.py * Gemma * Update rms_layernorm.py * Update gemma2.py * Cut Cross Entropy * Update llama.py * Cut Cross Entropy * Update llama.py * Update llama.py * Update llama.py * Update __init__.py * Update __init__.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update mapper.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * patch_fast_lora * vision * Update fast_lora.py * Update _utils.py * Update _utils.py * Vision * Update trainer.py * Update save.py * FastBaseVisionModel * Update loader_utils.py * Update vision.py * Update loader.py * Update vision.py * Update loader.py * Update vision.py * Update _utils.py * tokenizer_name * Update loader.py * Update vision.py * Update save.py * Update save.py * Update vision.py * Update vision.py * Update vision.py * Update vision.py * Update vision.py * Update vision.py * Update _utils.py * Update loader.py * kwargs * logits * Update llama.py * Update llama.py * Update llama.py * Update _utils.py * Update _utils.py * Update _utils.py * error * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update loader.py * Update llama.py * Update vision.py * Update loader.py * Old torch versions * Update loader.py * Update loader.py * prints * recheck * Update loader.py * Update loader.py * Update _utils.py * Update _utils.py * Update mapper.py * Feat/kto (#1316) * Add PatchKTOTrainer and update model imports * Update dpo.py * Update __init__.py * Delete unsloth/models/kto.py --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * Fix orpo/dpo trainer (#1286) * change the colab notebook for dpo zephyr and orpo * use original tokenizer * Update README.md * Update README.md --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * skip modules * Update vision.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Fix llama.cpp * Update save.py * Update save.py * Update vision.py * Update save.py * Update save.py * Update save.py * Update save.py * Update save.py * Update save.py * Update save.py * Update _utils.py * Update save.py * Update save.py * Update mapper.py * modules * Fix vision model tokenizer padding side. (#1384) * Dynamic quants (#1379) * typing * Update cross_entropy_loss.py * Update cross_entropy_loss.py * Update cross_entropy_loss.py * Update cross_entropy_loss.py * Update cross_entropy_loss.py * Update cross_entropy_loss.py * Update cross_entropy_loss.py * Update cross_entropy_loss.py * Update cross_entropy_loss.py * int64 * Update _utils.py * Update cross_entropy_loss.py * constexpr * constexpr * Update cross_entropy_loss.py * Update cross_entropy_loss.py * Update _utils.py * Update _utils.py * Update _utils.py * CE * Update cross_entropy_loss.py * Update _utils.py * Update llama.py * Update _utils.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update utils.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * Update rms_layernorm.py * typing * Update rope_embedding.py * types * Disable compiling * Update _utils.py * Update _utils.py * Forward hook * Update _utils.py * Update llama.py * Update _utils.py * Update llama.py * Update llama.py * Update _utils.py * Update pyproject.toml * Update _utils.py * Update llama.py * CE Loss * Update cross_entropy_loss.py * Update _utils.py * Update cross_entropy_loss.py * Update cross_entropy_loss.py * Update cross_entropy_loss.py * Update llama.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Fix: cast logits to float32 in cross_entropy_forward to prevent errors (#1254) * Fix: cast logits to float32 in cross_entropy_forward to prevent errors * Update cross_entropy_loss.py --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * Throw error when inferencing longer than max_popsition_embeddings (#1236) * Throw error when inferencing longer than max_popsition_embeddings without rope scaling * Update llama.py --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * CLI now handles user input strings for dtype correctly (#1235) Co-authored-by: root <root@ieeres.chu.cam.ac.uk> * Update flex_attention.py * Update _utils.py * Update _utils.py * Update flex_attention.py * Update flex_attention.py * Update loader.py * Update loader.py * Update flex_attention.py * Update flex_attention.py * Update flex_attention.py * Update flex_attention.py * Update _utils.py * Update cross_entropy_loss.py * Update _utils.py * Update tokenizer_utils.py * Update tokenizer_utils.py * Update tokenizer_utils.py * Update tokenizer_utils.py * Update tokenizer_utils.py * triton_cast * Update utils.py * Qwen 2.5 Coder * Fix/export mistral (#1281) * Enhance install_python_non_blocking to handle protobuf installation and process management * Revert "Enhance install_python_non_blocking to handle protobuf installation and process management" This reverts commit f09974b. * Set PROTOCOL_BUFFERS_PYTHON_IMPLEMENTATION to 'python' to address issue #1266 * Revert "Set PROTOCOL_BUFFERS_PYTHON_IMPLEMENTATION to 'python' to address issue #1266" This reverts commit 9fc1307. * Set PROTOCOL_BUFFERS_PYTHON_IMPLEMENTATION to 'python' to address issue #1266 * Update __init__.py --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * DOC Update - Update README.md with os.environ in example (#1269) * Update README.md with os.environ in example Added OS Environ in example to avoid device conflicts , for a user at least in jupyter notebook this allows to select GPU in a multi GPU setup. As currently the unsloth init checks all GPU's and takes the first in the order which can be a issue when some GPU's are in use and the list still shows them. So to manually avoid this, this os config is required. Small change but a bit time saver for those who straight away copies the tutorials * Update README.md --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * fix/get_chat_template (#1246) * Refactor `get_chat_template` to now support system message instead. It supposed to fix ollama tokenizer chattemplate to * Remove type hinting * Update chat_templates.py --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * fix/sft-trainer (#1276) * Add patch for SFTTrainer to maintain backward compatibility with TRL changes * Update trainer.py * Update trainer.py * Refactor trainer patch to maintain backward compatibility with TRL changes * Update trainer.py * Refactor trainer.py to exclude non-convertible trainers from backward compatibility patch --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * Update __init__.py * Update trainer.py * Update trainer.py * Update trainer.py * Update tokenizer_utils.py * Update llama.py * Fix #853 * fix/sfttrainer-compatibility (#1293) * Refactor trainer.py to import SFTConfig directly and update UnslothTrainingArguments class inheritance * Update trainer.py * Update trainer.py --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * Update rms_layernorm.py * Update rms_layernorm.py * Gemma * Update rms_layernorm.py * Update gemma2.py * Cut Cross Entropy * Update llama.py * Cut Cross Entropy * Update llama.py * Update llama.py * Update llama.py * Update __init__.py * Update __init__.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update mapper.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * patch_fast_lora * vision * Update fast_lora.py * Update _utils.py * Update _utils.py * Vision * Update trainer.py * Update save.py * FastBaseVisionModel * Update loader_utils.py * Update vision.py * Update loader.py * Update vision.py * Update loader.py * Update vision.py * Update _utils.py * tokenizer_name * Update loader.py * Update vision.py * Update save.py * Update save.py * Update vision.py * Update vision.py * Update vision.py * Update vision.py * Update vision.py * Update vision.py * Update _utils.py * Update loader.py * kwargs * logits * Update llama.py * Update llama.py * Update llama.py * Update _utils.py * Update _utils.py * Update _utils.py * error * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update _utils.py * Update loader.py * Update llama.py * Update vision.py * Update loader.py * Old torch versions * Update loader.py * Update loader.py * prints * recheck * Update loader.py * Update loader.py * Update _utils.py * Update _utils.py * Update mapper.py * Feat/kto (#1316) * Add PatchKTOTrainer and update model imports * Update dpo.py * Update __init__.py * Delete unsloth/models/kto.py --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * Fix orpo/dpo trainer (#1286) * change the colab notebook for dpo zephyr and orpo * use original tokenizer * Update README.md * Update README.md --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * skip modules * Update vision.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Fix llama.cpp * Update save.py * Update save.py * Update vision.py * Update save.py * Update save.py * Update save.py * Update save.py * Update save.py * Update save.py * Update save.py * Update _utils.py * Update save.py * Update save.py * Update mapper.py * modules --------- Co-authored-by: Edd <68678137+Erland366@users.noreply.github.com> Co-authored-by: Datta Nimmaturi <datta.nimmaturi@nutanix.com> Co-authored-by: Edwin Fennell <edwinfennell1@gmail.com> Co-authored-by: root <root@ieeres.chu.cam.ac.uk> Co-authored-by: Uday Girish Maradana <einsteingirish@gmail.com> Co-authored-by: cell-dame <122996026+dame-cell@users.noreply.github.com> * Update README.md Unsloth Dynamic 4-bit Quantization Update * Fix vision model tokenizer padding side. * Update vision.py --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> Co-authored-by: Edd <68678137+Erland366@users.noreply.github.com> Co-authored-by: Datta Nimmaturi <datta.nimmaturi@nutanix.com> Co-authored-by: Edwin Fennell <edwinfennell1@gmail.com> Co-authored-by: root <root@ieeres.chu.cam.ac.uk> Co-authored-by: Uday Girish Maradana <einsteingirish@gmail.com> Co-authored-by: cell-dame <122996026+dame-cell@users.noreply.github.com> Co-authored-by: Michael Han <107991372+shimmyshimmer@users.noreply.github.com> * Add citation section to README.md (#1377) * Add citation section to README.md * Update README.md --------- Co-authored-by: Daniel Han <danielhanchen@gmail.com> * Granite support (#1218) * [WIP] Support for Granite * Fixup inference * Cleanup flex attention * remove sliding window * Use torch.add for residual multiplier * Llama 3.3 * Update llama.py * Update llama.py * fullgraph * Fix loader.py to work on Windows (#1453) * Update README.md Llama 3.3 + Reddit * Update README.md Apple ML Cross Entropy * Update README.md Removing double citation * Fix loader.py to work on Windows --------- Co-authored-by: Michael Han <107991372+shimmyshimmer@users.noreply.github.com> * Update save.py warning message (#1425) * Update README.md Llama 3.3 + Reddit * Update README.md Apple ML Cross Entropy * Update README.md Removing double citation * Update save.py warning message --------- Co-authored-by: Michael Han <107991372+shimmyshimmer@users.noreply.github.com> * Change _fix_chat_template in case a template has both endif and endfor (#1388) * Update llama and derivatives to pass position embeddings explicitly for transformers v4.47+ (#1442) * Update save.py * Update llama.py * Update mistral.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Update llama.py * Temp fix * Update _utils.py * Update _utils.py * Update pyproject.toml * Name Error Bug Fix - import from packaging.version import Version (#1468) * Version * Update pyproject.toml * Update pyproject.toml * Version * Update pyproject.toml * Update pyproject.toml * dependencies * Update pyproject.toml * Update pyproject.toml * Update pyproject.toml * Update pyproject.toml * Update mistral.py * Update pyproject.toml * Update pyproject.toml * Update pyproject.toml * Update granite.py * Update cohere.py * Triton windows * Update gemma2.py * Update pyproject.toml * Update _utils.py * Update pyproject.toml * Residual & LoRA * Update loader.py * Update loader.py * Update loader.py * Update loader.py * Bug fix * Update loader.py * Update loader.py * Update loader.py * Update _utils.py * Update loader.py --------- Co-authored-by: Edd <68678137+Erland366@users.noreply.github.com> Co-authored-by: Datta Nimmaturi <datta.nimmaturi@nutanix.com> Co-authored-by: Edwin Fennell <edwinfennell1@gmail.com> Co-authored-by: root <root@ieeres.chu.cam.ac.uk> Co-authored-by: Uday Girish Maradana <einsteingirish@gmail.com> Co-authored-by: cell-dame <122996026+dame-cell@users.noreply.github.com> Co-authored-by: Zewen Shen <zewen.public@gmail.com> Co-authored-by: Michael Han <107991372+shimmyshimmer@users.noreply.github.com> Co-authored-by: Scott Phillips <polygonguru@gmail.com> Co-authored-by: qingy1337 <qxli2@students.everettcc.edu> Co-authored-by: Giulia Baldini <44327645+giuliabaldini@users.noreply.github.com> Co-authored-by: Yonghye Kwon <developer.0hye@gmail.com>

Datta0 added 3 commits October 28, 2024 18:57

[WIP] Support for Granite

17f6292

Fixup inference

1713728

Cleanup flex attention

afb3f01

Datta0 marked this pull request as ready for review October 31, 2024 14:15

danielhanchen requested changes Nov 26, 2024

View reviewed changes

Datta0 added 4 commits November 26, 2024 12:02

Merge remote-tracking branch 'origin/nightly' into granite_support

dab436b

remove sliding window

7b777f6

Use torch.add for residual multiplier

fdd1d95

Merge remote-tracking branch 'origin/nightly' into granite_support

2543daf

danielhanchen merged commit 15d7fbb into unslothai:nightly Dec 5, 2024

Datta0 deleted the granite_support branch July 26, 2025 04:51

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Datta0 commented Oct 29, 2024

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danielhanchen commented Dec 5, 2024

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