Convert to HF

.gitattributes

@@ -33,7 +33,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
-ipt_actual_all_exp/metrics.jsonl filter=lfs diff=lfs merge=lfs -text
-ipt_fineinstructions_all_exp/metrics.jsonl filter=lfs diff=lfs merge=lfs -text
-ipt_fineinstructions_all_exp_chat/metrics.jsonl filter=lfs diff=lfs merge=lfs -text
-ipt_synthetic_all_exp/metrics.jsonl filter=lfs diff=lfs merge=lfs -text
+tokenizer.json filter=lfs diff=lfs merge=lfs -text
+tokenizer.model filter=lfs diff=lfs merge=lfs -text

convert_llama_weights_to_hf.py

@@ -0,0 +1,623 @@
+#############################################################################
+#
+# EXANPLE USAGE: python3 convert_llama_weights_to_hf.py --input_dir <experiment_folder_name> --num_shards 1 --llama_version 3
+#
+#############################################################################
+
+# Copyright 2022 EleutherAI and The HuggingFace Inc. team. All rights reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+import argparse
+import gc
+import json
+import os
+import tempfile
+import warnings
+
+import torch
+from tokenizers import AddedToken, processors
+
+from transformers import GenerationConfig, LlamaConfig, LlamaForCausalLM, LlamaTokenizer, PreTrainedTokenizerFast
+from transformers.convert_slow_tokenizer import TikTokenConverter
+from transformers import AutoTokenizer
+
+
+
+try:
+    from transformers import LlamaTokenizerFast
+except ImportError as e:
+    warnings.warn(e)
+    warnings.warn(
+        "The converted tokenizer will be the `slow` tokenizer. To use the fast, update your `tokenizers` library and re-run the tokenizer conversion"
+    )
+    LlamaTokenizerFast = None
+
+"""
+Sample usage:
+
+```
+python src/transformers/models/llama/convert_llama_weights_to_hf.py \
+    --input_dir /path/to/downloaded/llama/weights --model_size 1B --llama_version 3.2 --output_dir /output/path
+```
+
+Thereafter, models can be loaded via:
+
+```py
+from transformers import LlamaForCausalLM, LlamaTokenizer
+
+model = LlamaForCausalLM.from_pretrained("/output/path")
+tokenizer = LlamaTokenizer.from_pretrained("/output/path")
+```
+
+Important note: you need to be able to host the whole model in RAM to execute this script (even if the biggest versions
+come in several checkpoints they each contain a part of each weight of the model, so we need to load them all in RAM).
+
+If you want your tokenizer to add a bos automatically you should update the tokenizer._tokenizers.post_processor:
+
+```py
+from tokenizers import processors
+bos = "<|begin_of_text|>"
+tokenizer._tokenizers.post_processor = processors.Sequence(
+    [
+        processors.ByteLevel(trim_offsets=False),
+        processors.TemplateProcessing(
+            single=f"{bos}:0 $A:0",
+            pair=f"{bos}:0 $A:0 {bos}:1 $B:1",
+            special_tokens=[
+                (bos, tokenizer.encode(bos)),
+            ],
+        ),
+    ]
+)
+```
+"""
+
+NUM_SHARDS = {
+    "1B": 1,
+    "3B": 1,
+    "7B": 1,
+    "8B": 1,
+    "8Bf": 1,
+    "7Bf": 1,
+    "13B": 2,
+    "13Bf": 2,
+    "34B": 4,
+    "30B": 4,
+    "65B": 8,
+    "70B": 8,
+    "70Bf": 8,
+    "405B": 8,
+    "405B-MP16": 16,
+}
+
+CONTEXT_LENGTH_FOR_VERSION = {"Guard-3": 131072, "3.2": 131072, "3.1": 131072, "3": 8192, "2": 4096, "1": 2048}
+
+BOS_ADDED_TOKEN = AddedToken(
+    "<|begin_of_text|>", single_word=False, lstrip=False, rstrip=False, normalized=False, special=True
+)
+EOS_ADDED_TOKEN = AddedToken(
+    "<|end_of_text|>", single_word=False, lstrip=False, rstrip=False, normalized=False, special=True
+)
+EOT_ADDED_TOKEN = AddedToken(
+    "<|eot_id|>", single_word=False, lstrip=False, rstrip=False, normalized=False, special=True
+)
+
+DEFAULT_LLAMA_SPECIAL_TOKENS = {
+    "3": [
+        "<|begin_of_text|>",
+        "<|end_of_text|>",
+        "<|reserved_special_token_0|>",
+        "<|reserved_special_token_1|>",
+        "<|reserved_special_token_2|>",
+        "<|reserved_special_token_3|>",
+        "<|start_header_id|>",
+        "<|end_header_id|>",
+        "<|reserved_special_token_4|>",
+        "<|eot_id|>",  # end of turn
+    ]
+    + [f"<|reserved_special_token_{i}|>" for i in range(5, 256 - 5)],
+    "3.1": [
+        "<|begin_of_text|>",
+        "<|end_of_text|>",
+        "<|reserved_special_token_0|>",
+        "<|reserved_special_token_1|>",
+        "<|finetune_right_pad_id|>",
+        "<|reserved_special_token_2|>",
+        "<|start_header_id|>",
+        "<|end_header_id|>",
+        "<|eom_id|>",  # end of message
+        "<|eot_id|>",  # end of turn
+        "<|python_tag|>",
+    ]
+    + [f"<|reserved_special_token_{i}|>" for i in range(3, 256 - 8)],
+    "3.2": [
+        "<|begin_of_text|>",
+        "<|end_of_text|>",
+        "<|reserved_special_token_0|>",
+        "<|reserved_special_token_1|>",
+        "<|finetune_right_pad_id|>",
+        "<|reserved_special_token_2|>",
+        "<|start_header_id|>",
+        "<|end_header_id|>",
+        "<|eom_id|>",  # end of message
+        "<|eot_id|>",  # end of turn
+        "<|python_tag|>",
+    ]
+    + [f"<|reserved_special_token_{i}|>" for i in range(3, 256 - 8)],
+    "Guard-3": [
+        "<|begin_of_text|>",
+        "<|end_of_text|>",
+        "<|reserved_special_token_0|>",
+        "<|reserved_special_token_1|>",
+        "<|finetune_right_pad_id|>",
+        "<|reserved_special_token_2|>",
+        "<|start_header_id|>",
+        "<|end_header_id|>",
+        "<|eom_id|>",  # end of message
+        "<|eot_id|>",  # end of turn
+        "<|python_tag|>",
+    ]
+    + [f"<|reserved_special_token_{i}|>" for i in range(3, 256 - 8)],
+}
+
+
+def is_llama_3(version):
+    return version in ["3", "3.1", "3.2", "Guard-3"]
+
+
+def compute_intermediate_size(n, ffn_dim_multiplier=1, multiple_of=256):
+    return multiple_of * ((int(ffn_dim_multiplier * int(8 * n / 3)) + multiple_of - 1) // multiple_of)
+
+
+def read_json(path):
+    with open(path, "r") as f:
+        return json.load(f)
+
+
+def write_json(text, path):
+    with open(path, "w") as f:
+        json.dump(text, f)
+
+
+def write_model(
+    model_path,
+    input_base_path,
+    model_size=None,
+    safe_serialization=True,
+    llama_version="1",
+    vocab_size=None,
+    num_shards=None,
+    instruct=False,
+    push_to_hub=False,
+):
+    print("Converting the model.")
+    params = read_json(os.path.join(input_base_path, "params.json"))
+    num_shards = NUM_SHARDS[model_size] if num_shards is None else num_shards
+    params = params.get("model", params)
+    n_layers = params["n_layers"]
+    n_heads = params["n_heads"]
+    n_heads_per_shard = n_heads // num_shards
+    dim = params["dim"]
+    dims_per_head = dim // n_heads
+    base = params.get("rope_theta", 10000.0)
+    inv_freq = 1.0 / (base ** (torch.arange(0, dims_per_head, 2).float() / dims_per_head))
+    if base > 10000.0 and not is_llama_3(llama_version):
+        max_position_embeddings = 16384
+    else:
+        max_position_embeddings = CONTEXT_LENGTH_FOR_VERSION[llama_version]
+
+    if params.get("n_kv_heads", None) is not None:
+        num_key_value_heads = params["n_kv_heads"]  # for GQA / MQA
+        num_key_value_heads_per_shard = num_key_value_heads // num_shards
+        key_value_dim = dims_per_head * num_key_value_heads
+    else:  # compatibility with other checkpoints
+        num_key_value_heads = n_heads
+        num_key_value_heads_per_shard = n_heads_per_shard
+        key_value_dim = dim
+
+    # permute for sliced rotary
+    def permute(w, n_heads, dim1=dim, dim2=dim):
+        return w.view(n_heads, dim1 // n_heads // 2, 2, dim2).transpose(1, 2).reshape(dim1, dim2)
+
+    with tempfile.TemporaryDirectory() as tmp_model_path:
+        print(f"Fetching all parameters from the checkpoint at {input_base_path}.")
+        # Load weights
+        if num_shards == 1:
+            # Not sharded
+            # (The sharded implementation would also work, but this is simpler.)
+            loaded = torch.load(
+                os.path.join(input_base_path, "model.pth"), map_location="cpu", weights_only=True
+            )
+        else:
+            # Sharded
+            checkpoint_list = sorted([file for file in os.listdir(input_base_path) if file.endswith(".pth")])
+            print("Loading in order:", checkpoint_list)
+            loaded = [
+                torch.load(os.path.join(input_base_path, file), map_location="cpu", weights_only=True)
+                for file in checkpoint_list
+            ]
+        param_count = 0
+        index_dict = {"weight_map": {}}
+        for layer_i in range(n_layers):
+            filename = f"pytorch_model-{layer_i + 1}-of-{n_layers + 1}.bin"
+            if num_shards == 1:
+                # Unsharded
+                state_dict = {
+                    f"model.layers.{layer_i}.self_attn.q_proj.weight": permute(
+                        loaded[f"layers.{layer_i}.attention.wq.weight"], n_heads=n_heads
+                    ),
+                    f"model.layers.{layer_i}.self_attn.k_proj.weight": permute(
+                        loaded[f"layers.{layer_i}.attention.wk.weight"],
+                        n_heads=num_key_value_heads,
+                        dim1=key_value_dim,
+                    ),
+                    f"model.layers.{layer_i}.self_attn.v_proj.weight": loaded[f"layers.{layer_i}.attention.wv.weight"],
+                    f"model.layers.{layer_i}.self_attn.o_proj.weight": loaded[f"layers.{layer_i}.attention.wo.weight"],
+                    f"model.layers.{layer_i}.mlp.gate_proj.weight": loaded[f"layers.{layer_i}.feed_forward.w1.weight"],
+                    f"model.layers.{layer_i}.mlp.down_proj.weight": loaded[f"layers.{layer_i}.feed_forward.w2.weight"],
+                    f"model.layers.{layer_i}.mlp.up_proj.weight": loaded[f"layers.{layer_i}.feed_forward.w3.weight"],
+                    f"model.layers.{layer_i}.input_layernorm.weight": loaded[
+                        f"layers.{layer_i}.attention_norm.weight"
+                    ],
+                    f"model.layers.{layer_i}.post_attention_layernorm.weight": loaded[
+                        f"layers.{layer_i}.ffn_norm.weight"
+                    ],
+                }
+            else:
+                # Sharded
+                # Note that attention.w{q,k,v,o}, feed_fordward.w[1,2,3], attention_norm.weight and ffn_norm.weight share
+                # the same storage object, saving attention_norm and ffn_norm will save other weights too, which is
+                # redundant as other weights will be stitched from multiple shards. To avoid that, they are cloned.
+
+                state_dict = {
+                    f"model.layers.{layer_i}.input_layernorm.weight": loaded[0][
+                        f"layers.{layer_i}.attention_norm.weight"
+                    ].clone(),
+                    f"model.layers.{layer_i}.post_attention_layernorm.weight": loaded[0][
+                        f"layers.{layer_i}.ffn_norm.weight"
+                    ].clone(),
+                }
+                state_dict[f"model.layers.{layer_i}.self_attn.q_proj.weight"] = permute(
+                    torch.cat(
+                        [
+                            loaded[i][f"layers.{layer_i}.attention.wq.weight"].view(
+                                n_heads_per_shard, dims_per_head, dim
+                            )
+                            for i in range(len(loaded))
+                        ],
+                        dim=0,
+                    ).reshape(dim, dim),
+                    n_heads=n_heads,
+                )
+                state_dict[f"model.layers.{layer_i}.self_attn.k_proj.weight"] = permute(
+                    torch.cat(
+                        [
+                            loaded[i][f"layers.{layer_i}.attention.wk.weight"].view(
+                                num_key_value_heads_per_shard, dims_per_head, dim
+                            )
+                            for i in range(len(loaded))
+                        ],
+                        dim=0,
+                    ).reshape(key_value_dim, dim),
+                    num_key_value_heads,
+                    key_value_dim,
+                    dim,
+                )
+                state_dict[f"model.layers.{layer_i}.self_attn.v_proj.weight"] = torch.cat(
+                    [
+                        loaded[i][f"layers.{layer_i}.attention.wv.weight"].view(
+                            num_key_value_heads_per_shard, dims_per_head, dim
+                        )
+                        for i in range(len(loaded))
+                    ],
+                    dim=0,
+                ).reshape(key_value_dim, dim)
+
+                state_dict[f"model.layers.{layer_i}.self_attn.o_proj.weight"] = torch.cat(
+                    [loaded[i][f"layers.{layer_i}.attention.wo.weight"] for i in range(len(loaded))], dim=1
+                )
+                state_dict[f"model.layers.{layer_i}.mlp.gate_proj.weight"] = torch.cat(
+                    [loaded[i][f"layers.{layer_i}.feed_forward.w1.weight"] for i in range(len(loaded))], dim=0
+                )
+                state_dict[f"model.layers.{layer_i}.mlp.down_proj.weight"] = torch.cat(
+                    [loaded[i][f"layers.{layer_i}.feed_forward.w2.weight"] for i in range(len(loaded))], dim=1
+                )
+                state_dict[f"model.layers.{layer_i}.mlp.up_proj.weight"] = torch.cat(
+                    [loaded[i][f"layers.{layer_i}.feed_forward.w3.weight"] for i in range(len(loaded))], dim=0
+                )
+
+            state_dict[f"model.layers.{layer_i}.self_attn.rotary_emb.inv_freq"] = inv_freq
+            for k, v in state_dict.items():
+                index_dict["weight_map"][k] = filename
+                param_count += v.numel()
+            torch.save(state_dict, os.path.join(tmp_model_path, filename))
+
+        filename = f"pytorch_model-{n_layers + 1}-of-{n_layers + 1}.bin"
+        if num_shards == 1:
+            # Unsharded
+            state_dict = {
+                "model.embed_tokens.weight": loaded["tok_embeddings.weight"],
+                "model.norm.weight": loaded["norm.weight"],
+                "lm_head.weight": loaded["output.weight"],
+            }
+        else:
+            concat_dim = 0 if is_llama_3(llama_version) else 1
+            state_dict = {
+                "model.norm.weight": loaded[0]["norm.weight"],
+                "model.embed_tokens.weight": torch.cat(
+                    [loaded[i]["tok_embeddings.weight"] for i in range(len(loaded))], dim=concat_dim
+                ),
+                "lm_head.weight": torch.cat([loaded[i]["output.weight"] for i in range(len(loaded))], dim=0),
+            }
+
+        for k, v in state_dict.items():
+            index_dict["weight_map"][k] = filename
+            param_count += v.numel()
+        torch.save(state_dict, os.path.join(tmp_model_path, filename))
+
+        # Write configs
+        index_dict["metadata"] = {"total_size": param_count * 2}
+        write_json(index_dict, os.path.join(tmp_model_path, "pytorch_model.bin.index.json"))
+        ffn_dim_multiplier = params.get("ffn_dim_multiplier", 1) or 1
+        multiple_of = params.get("multiple_of", 256)
+
+        if is_llama_3(llama_version):
+            bos_token_id = 128000
+
+            if instruct:
+                eos_token_id = [128001, 128008, 128009]
+            else:
+                eos_token_id = 128001
+        else:
+            bos_token_id = 1
+            eos_token_id = 2
+
+        if llama_version in ["3.1", "3.2", "Guard-3"]:
+            rope_scaling = {
+                "factor": 32.0 if llama_version == "3.2" else 8.0,
+                "low_freq_factor": 1.0,
+                "high_freq_factor": 4.0,
+                "original_max_position_embeddings": 8192,
+                "rope_type": "llama3",
+            }
+        else:
+            rope_scaling = None
+
+        config = LlamaConfig(
+            hidden_size=dim,
+            intermediate_size=compute_intermediate_size(dim, ffn_dim_multiplier, multiple_of),
+            num_attention_heads=params["n_heads"],
+            num_hidden_layers=params["n_layers"],
+            rms_norm_eps=params["norm_eps"],
+            num_key_value_heads=num_key_value_heads,
+            vocab_size=vocab_size,
+            rope_theta=base,
+            rope_scaling=rope_scaling,
+            max_position_embeddings=max_position_embeddings,
+            bos_token_id=bos_token_id,
+            eos_token_id=eos_token_id,
+            tie_word_embeddings=llama_version in ["3.2"],
+        )
+
+        config.save_pretrained(tmp_model_path)
+
+        generation_config = GenerationConfig(
+            do_sample=True,
+            temperature=0.6,
+            top_p=0.9,
+            bos_token_id=bos_token_id,
+            eos_token_id=eos_token_id,
+        )
+        generation_config.save_pretrained(tmp_model_path)
+
+        # Make space so we can load the model properly now.
+        del state_dict
+        del loaded
+        gc.collect()
+
+        print("Loading the checkpoint in a Llama model.")
+        model = LlamaForCausalLM.from_pretrained(tmp_model_path, torch_dtype=torch.bfloat16)
+
+        # Avoid saving this as part of the config.
+        del model.config._name_or_path
+        model.config.torch_dtype = torch.float16
+
+        print("Saving in the Transformers format.")
+        if push_to_hub:
+            print("Pushing to the hub.")
+            model.push_to_hub(model_path, safe_serialization=safe_serialization, private=True, use_temp_dir=True)
+        else:
+            print("Saving to disk.")
+            model.save_pretrained(model_path, safe_serialization=safe_serialization)
+
+
+class Llama3Converter(TikTokenConverter):
+    def __init__(self, vocab_file, special_tokens=None, instruct=False, llama_version="3.2", **kwargs):
+        super().__init__(vocab_file, additional_special_tokens=special_tokens, **kwargs)
+        tokenizer = self.converted()
+
+        # References for chat templates in instruct models
+        templates_for_version = {
+            "2": ("meta-llama/Llama-2-7b-chat-hf", "f5db02db724555f92da89c216ac04704f23d4590"),
+            "3": ("meta-llama/Meta-Llama-3-8B-Instruct", "5f0b02c75b57c5855da9ae460ce51323ea669d8a"),
+            "3.1": ("meta-llama/Llama-3.1-8B-Instruct", "0e9e39f249a16976918f6564b8830bc894c89659"),
+            "3.2": ("meta-llama/Llama-3.2-1B-Instruct", "e9f8effbab1cbdc515c11ee6e098e3d5a9f51e14"),
+            "Guard-3": ("meta-llama/Llama-Guard-3-1B", "acf7aafa60f0410f8f42b1fa35e077d705892029"),
+        }
+
+        # Add chat_template only if instruct is True.
+        # Prevents a null chat_template, which triggers
+        # a parsing warning in the Hub.
+        additional_kwargs = {}
+        if instruct or llama_version in ["Guard-3"]:
+            model_id, revision = templates_for_version.get(llama_version, (None, None))
+            if model_id is not None:
+                from transformers import AutoTokenizer
+
+                t = AutoTokenizer.from_pretrained(model_id, revision=revision)
+                additional_kwargs["chat_template"] = t.chat_template
+
+        self.converted_tokenizer = PreTrainedTokenizerFast(
+            tokenizer_object=tokenizer,
+            bos_token="<|begin_of_text|>",
+            eos_token="<|end_of_text|>" if not instruct else "<|eot_id|>",
+            model_input_names=["input_ids", "attention_mask"],
+            model_max_length=CONTEXT_LENGTH_FOR_VERSION[llama_version],
+            clean_up_tokenization_spaces=True,
+            **additional_kwargs,
+        )
+        self.update_post_processor(self.converted_tokenizer)
+        # finer special_tokens_map.json
+        self.converted_tokenizer._bos_token = BOS_ADDED_TOKEN
+        self.converted_tokenizer._eos_token = EOT_ADDED_TOKEN if instruct else EOS_ADDED_TOKEN
+
+    # We can't do this while building the tokenizer because we have no easy access to the bos token id
+    def update_post_processor(self, tokenizer):
+        tokenizer._tokenizer.post_processor = processors.Sequence(
+            [
+                processors.ByteLevel(trim_offsets=False),
+                processors.TemplateProcessing(
+                    single="<|begin_of_text|> $A",
+                    pair="<|begin_of_text|>:0 $A:0 <|begin_of_text|>:1 $B:1",
+                    special_tokens=[
+                        ("<|begin_of_text|>", tokenizer.convert_tokens_to_ids("<|begin_of_text|>")),
+                    ],
+                ),
+            ]
+        )
+
+
+def write_tokenizer(
+    tokenizer_path, input_tokenizer_path, llama_version="2", special_tokens=None, instruct=False, push_to_hub=False
+):
+    print("Converting the tokenizer.")
+    tokenizer_class = LlamaTokenizer if LlamaTokenizerFast is None else LlamaTokenizerFast
+    if is_llama_3(llama_version):
+        tokenizer = Llama3Converter(
+            input_tokenizer_path,
+            special_tokens,
+            instruct,
+            llama_version,
+        ).converted_tokenizer
+    else:
+        try:
+            tokenizer = tokenizer_class(input_tokenizer_path)
+        except Exception:
+            raise ValueError(
+                "Failed to instantiate tokenizer. Please, make sure you have sentencepiece and protobuf installed."
+            )
+
+    if push_to_hub:
+        print(f"Pushing a {tokenizer_class.__name__} to the Hub repo - {tokenizer_path}.")
+        tokenizer.push_to_hub(tokenizer_path, private=True, use_temp_dir=True)
+    else:
+        print(f"Saving a {tokenizer_class.__name__} to {tokenizer_path}.")
+        tokenizer.save_pretrained(tokenizer_path)
+    return tokenizer
+
+
+def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument(
+        "--input_dir",
+        help="Location of Llama weights, which contains tokenizer.model and model folders",
+    )
+    parser.add_argument(
+        "--model_size",
+        default=None,
+        help="'f' Deprecated in favor of `num_shards`: models correspond to the finetuned versions, and are specific to the Llama2 official release. For more details on Llama2, check out the original repo: https://huggingface.co/meta-llama",
+    )
+    parser.add_argument(
+        "--output_dir",
+        help="Location to write HF model and tokenizer",
+        default=None,
+    )
+    parser.add_argument(
+        "--push_to_hub",
+        help="Whether or not to push the model to the hub at `output_dir` instead of saving it locally.",
+        action="store_true",
+        default=False,
+    )
+    parser.add_argument(
+        "--safe_serialization", action="store_true", default=True, help="Whether or not to save using `safetensors`."
+    )
+    # Different Llama versions used different default values for max_position_embeddings, hence the need to be able to specify which version is being used.
+    parser.add_argument(
+        "--llama_version",
+        choices=["1", "2", "3", "3.1", "3.2", "Guard-3"],
+        default="1",
+        type=str,
+        help="Version of the Llama model to convert. Currently supports Llama1 and Llama2. Controls the context size",
+    )
+    parser.add_argument(
+        "--num_shards",
+        default=None,
+        type=int,
+        help="The number of individual shards used for the model. Does not have to be the same as the number of consolidated_xx.pth",
+    )
+    parser.add_argument(
+        "--special_tokens",
+        default=None,
+        type=list[str],
+        help="The list of special tokens that should be added to the model.",
+    )
+    parser.add_argument(
+        "--instruct",
+        action="store_true",
+        default=False,
+        help="Whether the model is an instruct model or not. Will affect special tokens and chat template.",
+    )
+    args = parser.parse_args()
+    if args.output_dir is None:
+         args.output_dir = os.path.join(args.input_dir, "hf")
+    if args.model_size is None and args.num_shards is None:
+        raise ValueError("You have to set at least `num_shards` if you are not giving the `model_size`")
+    if args.special_tokens is None:
+        # no special tokens by default
+        args.special_tokens = DEFAULT_LLAMA_SPECIAL_TOKENS.get(str(args.llama_version), [])
+
+    spm_path = os.path.join(args.input_dir, "tokenizer.model")
+    # vocab_size = len(
+    #     write_tokenizer(
+    #         args.output_dir,
+    #         spm_path,
+    #         llama_version=args.llama_version,
+    #         special_tokens=args.special_tokens,
+    #         instruct=args.instruct,
+    #         push_to_hub=args.push_to_hub,
+    #     )
+    # )
+
+    if args.model_size != "tokenizer_only":
+        tokenizer = AutoTokenizer.from_pretrained("meta-llama/Meta-Llama-3-8B")
+        if "_chat" in args.input_dir:
+            print("Adding chat template:")
+            tokenizer.chat_template = "{% if not add_generation_prompt is defined %}{% set add_generation_prompt = false %}{% endif %}{% for msg in messages %}{% if msg.role=='user' %}{% if loop.index > 1 %}{{ '\\n\\n' }}{% endif %}Instruction: {{ msg.content }}{% elif msg.role=='assistant' %}{{ '\\n\\nAnswer: ' }}{{ msg.content }}{% endif %}{% endfor %}{% if add_generation_prompt %}{{ '\\n\\nAnswer: ' }}{% endif %}"
+            print("Added chat template:", tokenizer.chat_template)
+        print("Saving tokenizer....")
+        tokenizer.save_pretrained(args.output_dir)
+        write_model(
+            model_path=args.output_dir,
+            input_base_path=args.input_dir,
+            model_size=args.model_size,
+            safe_serialization=args.safe_serialization,
+            llama_version=args.llama_version,
+            vocab_size=128256,
+            num_shards=args.num_shards,
+            instruct=args.instruct,
+            push_to_hub=args.push_to_hub,
+        )
+
+
+if __name__ == "__main__":
+    main()

eval_models.py

@@ -0,0 +1,249 @@
+#!/usr/bin/env python3
+"""
+Interactive model evaluation script for pretraining experiments.
+Automatically discovers and loads all models with /hf subdirectories.
+"""
+
+import os
+import glob
+from pathlib import Path
+from transformers import AutoTokenizer, AutoModelForCausalLM, pipeline
+import torch
+import warnings
+
+# Suppress warnings for cleaner output
+warnings.filterwarnings("ignore")
+
+MODEL_NAME_FILTER = None
+
+class ModelEvaluator:
+    def __init__(self):
+        self.models = {}
+        self.tokenizers = {}
+        self.pipelines = {}
+        self.model_names = []
+        
+    def discover_models(self):
+        """Discover all models with /hf subdirectories."""
+        print("🔍 Discovering models with /hf subdirectories...")
+        
+        # Find all directories that contain an /hf subdirectory
+        hf_dirs = []
+        for item in os.listdir('.'):
+            if os.path.isdir(item) and os.path.exists(os.path.join(item, 'hf')):
+                if MODEL_NAME_FILTER is None or MODEL_NAME_FILTER in item:
+                    hf_dirs.append(item)
+        
+        if not hf_dirs:
+            print("❌ No models with /hf subdirectories found!")
+            return False
+            
+        print(f"✅ Found {len(hf_dirs)} models:")
+        for model_dir in hf_dirs:
+            print(f"   - {model_dir}")
+        return hf_dirs
+    
+    def load_model(self, model_dir):
+        """Load a single model and its tokenizer."""
+        try:
+            hf_path = os.path.join(model_dir, 'hf')
+            print(f"🔄 Loading {model_dir}...")
+            
+            # Load tokenizer
+            tokenizer = AutoTokenizer.from_pretrained(hf_path)
+            if tokenizer.pad_token is None:
+                tokenizer.pad_token = tokenizer.eos_token
+            
+            # Load model
+            model = AutoModelForCausalLM.from_pretrained(
+                hf_path,
+                device_map=None,
+                torch_dtype=torch.float16,
+                trust_remote_code=True
+            )
+            model = model.to(torch.float16)
+            if torch.cuda.is_available():
+                model.to("cuda:0")
+            else:
+                model.to("mps")
+            
+            # Create pipeline - use conversational for chat models, text-generation for others
+            if "chat" in model_dir.lower():
+                pipe = pipeline(
+                    "text-generation",
+                    model=model,
+                    tokenizer=tokenizer,
+                    device_map="auto",
+                    torch_dtype=torch.float16
+                )
+                print(f"   🔄 Using conversational pipeline for chat model")
+            else:
+                pipe = pipeline(
+                    "text-generation",
+                    model=model,
+                    tokenizer=tokenizer,
+                    device_map="auto",
+                    torch_dtype=torch.float16
+                )
+                print(f"   🔄 Using text-generation pipeline")
+            
+            self.models[model_dir] = model
+            self.tokenizers[model_dir] = tokenizer
+            self.pipelines[model_dir] = pipe
+            self.model_names.append(model_dir)
+            
+            print(f"   ✅ {model_dir} loaded successfully")
+            return True
+            
+        except Exception as e:
+            print(f"   ❌ Failed to load {model_dir}: {str(e)}")
+            return False
+    
+    def load_all_models(self):
+        """Load all discovered models."""
+        hf_dirs = self.discover_models()
+        if not hf_dirs:
+            return False
+        
+        print("\n🚀 Loading models...")
+        successful_loads = 0
+        
+        for model_dir in hf_dirs:
+            if self.load_model(model_dir):
+                successful_loads += 1
+        
+        print(f"\n📊 Loaded {successful_loads}/{len(hf_dirs)} models successfully")
+        return successful_loads > 0
+    
+    def generate_response(self, model_name, prompt, max_length=256):
+        """Generate response for a specific model."""
+        try:
+            pipe = self.pipelines[model_name]
+            
+            # Check if this is a conversational pipeline
+            if "chat" in model_name.lower():
+                # For conversational models, use the chat format
+                chat_input = [{"role": "user", "content": prompt}]
+                outputs = pipe(
+                    chat_input,
+                    max_new_tokens=max_length,
+                    do_sample=True,
+                    temperature=0.7,
+                    top_p=0.9,
+                    repetition_penalty=1.1,
+                    pad_token_id=self.tokenizers[model_name].eos_token_id
+                )
+                # Extract the assistant's response from the conversational output
+                if outputs and len(outputs) > 0:
+                    # The conversational pipeline returns the full conversation
+                    # We need to extract just the assistant's last response
+                    conversation = outputs[0]['generated_text']
+                    if isinstance(conversation, list) and len(conversation) > 1:
+                        # Find the last assistant message
+                        for message in reversed(conversation):
+                            if message.get('role') == 'assistant':
+                                return message.get('content', 'No response generated')
+                        # If no assistant message found, return the last message content
+                        return conversation[-1].get('content', 'No response generated')
+                    else:
+                        return str(conversation)
+                else:
+                    return "No response generated"
+            else:
+                # For text-generation models, use the original format
+                outputs = pipe(
+                    prompt,
+                    max_new_tokens=max_length,
+                    do_sample=True,
+                    temperature=0.7,
+                    top_p=0.9,
+                    pad_token_id=self.tokenizers[model_name].eos_token_id,
+                    return_full_text=False
+                )
+                
+                return outputs[0]['generated_text']
+            
+        except Exception as e:
+            return f"❌ Generation failed: {str(e)}"
+    
+    def evaluate_prompt(self, prompt):
+        """Evaluate a prompt across all loaded models."""
+        print(f"\n🎯 Evaluating prompt: '{prompt}'")
+        print("=" * 80)
+        
+        for model_name in self.model_names:
+            print(f"\n🤖 {model_name}:")
+            print("-" * 40)
+            
+            response = self.generate_response(model_name, prompt)
+            print(response)
+        
+        print("\n" + "=" * 80)
+    
+    def interactive_loop(self):
+        """Main interactive evaluation loop."""
+        print("\n🎮 Interactive Evaluation Mode")
+        print("Commands:")
+        print("  - Type your prompt to evaluate all models")
+        print("  - Type 'quit' or 'exit' to end")
+        print("  - Type 'help' for this message")
+        print("  - Type 'models' to list loaded models")
+        print("  - Type 'clear' to clear screen")
+        print("\n💡 Note: Models with 'chat' in their name use conversational pipeline,")
+        print("   other models use text-generation pipeline.")
+        
+        while True:
+            try:
+                user_input = input("\n💬 Enter prompt (or command): ").strip()
+                
+                if not user_input:
+                    continue
+                    
+                if user_input.lower() in ['quit', 'exit', 'q']:
+                    print("👋 Goodbye!")
+                    break
+                    
+                elif user_input.lower() == 'help':
+                    print("\n🎮 Interactive Evaluation Mode")
+                    print("Commands:")
+                    print("  - Type your prompt to evaluate all models")
+                    print("  - Type 'quit' or 'exit' to end")
+                    print("  - Type 'help' for this message")
+                    print("  - Type 'models' to list loaded models")
+                    print("  - Type 'clear' to clear screen")
+                    print("\n💡 Note: Models with 'chat' in their name use conversational pipeline,")
+                    print("   other models use text-generation pipeline.")
+                    
+                elif user_input.lower() == 'models':
+                    print(f"\n📋 Loaded models ({len(self.model_names)}):")
+                    for i, model_name in enumerate(self.model_names, 1):
+                        print(f"  {i}. {model_name}")
+                        
+                elif user_input.lower() == 'clear':
+                    os.system('clear' if os.name == 'posix' else 'cls')
+                    
+                else:
+                    self.evaluate_prompt(user_input)
+                    
+            except KeyboardInterrupt:
+                print("\n\n👋 Goodbye!")
+                break
+            except Exception as e:
+                print(f"❌ Error: {str(e)}")
+
+def main():
+    print("🚀 Model Evaluation Script")
+    print("=" * 50)
+    
+    evaluator = ModelEvaluator()
+    
+    # Load all models
+    if not evaluator.load_all_models():
+        print("❌ No models could be loaded. Exiting.")
+        return
+    
+    # Start interactive loop
+    evaluator.interactive_loop()
+
+if __name__ == "__main__":
+    main() 

ipt_actual_all_exp/hf/config.json

@@ -0,0 +1,29 @@
+{
+  "architectures": [
+    "LlamaForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 128000,
+  "eos_token_id": 128001,
+  "head_dim": 128,
+  "hidden_act": "silu",
+  "hidden_size": 2048,
+  "initializer_range": 0.02,
+  "intermediate_size": 5632,
+  "max_position_embeddings": 8192,
+  "mlp_bias": false,
+  "model_type": "llama",
+  "num_attention_heads": 16,
+  "num_hidden_layers": 25,
+  "num_key_value_heads": 16,
+  "pretraining_tp": 1,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": null,
+  "rope_theta": 10000.0,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.48.0",
+  "use_cache": true,
+  "vocab_size": 128256
+}

ipt_actual_all_exp/hf/generation_config.json

@@ -0,0 +1,8 @@
+{
+  "bos_token_id": 128000,
+  "do_sample": true,
+  "eos_token_id": 128001,
+  "temperature": 0.6,
+  "top_p": 0.9,
+  "transformers_version": "4.48.0"
+}

ipt_actual_all_exp/hf/model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:efc48cf952bb1db036d97f695d62c9abb4916ed2d75cc6a934873690c86555ca
+size 3619919680

ipt_actual_all_exp/hf/special_tokens_map.json

@@ -0,0 +1,16 @@
+{
+  "bos_token": {
+    "content": "<|begin_of_text|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "eos_token": {
+    "content": "<|end_of_text|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}

ipt_actual_all_exp/hf/tokenizer.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3c5cf44023714fb39b05e71e425f8d7b92805ff73f7988b083b8c87f0bf87393
+size 17209961

ipt_actual_all_exp/hf/tokenizer_config.json

@@ -0,0 +1,2062 @@
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ipt_fineinstructions_all_exp_chat/hf/tokenizer_config.json

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+  "clean_up_tokenization_spaces": true,
+  "eos_token": "<|end_of_text|>",
+  "extra_special_tokens": {},
+  "model_input_names": [
+    "input_ids",
+    "attention_mask"
+  ],
+  "model_max_length": 1000000000000000019884624838656,
+  "tokenizer_class": "PreTrainedTokenizerFast"
+}

lm_eval_test.sh

@@ -0,0 +1,12 @@
+#!/bin/bash
+
+TASKS="piqa"
+
+lm_eval --model hf --model_args pretrained=./ipt_fineinstructions_all_exp_chat/hf,dtype="float"  --tasks $TASKS --device cuda:0 --limit 100 --apply_chat_template --batch_size 1  --trust_remote_code --confirm_run_unsafe_code
+lm_eval --model hf --model_args pretrained=./ipt_synthetic_all_exp/hf,dtype="float"  --tasks $TASKS --device cuda:0 --limit 100 --batch_size 1  --trust_remote_code --confirm_run_unsafe_code
+lm_eval --model hf --model_args pretrained=./ipt_actual_all_exp/hf,dtype="float"  --tasks $TASKS --device cuda:0 --limit 100 --batch_size 1  --trust_remote_code --confirm_run_unsafe_code
+
+lm_eval --model hf --model_args pretrained=./ipt_fineinstructions_all_exp/hf,dtype="float"  --tasks $TASKS --device cuda:0 --limit 100 --batch_size 1 --trust_remote_code --confirm_run_unsafe_code
+lm_eval --model hf --model_args pretrained=./ipt_fineinstructions_all_exp_chat/hf,dtype="float"  --tasks $TASKS --device cuda:0 --limit 100 --batch_size 1  --trust_remote_code --confirm_run_unsafe_code
+
+