diff --git a/.gitattributes b/.gitattributes
index 9e181088b47fe7b7995f9942838ff5e7f6c27750..7d5b808c8e58064d03d5f5e6fe5cfa09515ea3de 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -41,3 +41,4 @@ zain/Activation/wandb/run-20260812_225525-hf77resg/run-hf77resg.wandb filter=lfs
 zain/Activation/wandb/run-20260812_230915-vvjf0upl/run-vvjf0upl.wandb filter=lfs diff=lfs merge=lfs -text
 zain/Activation/wandb/run-20260812_232326-8u0k1nti/run-8u0k1nti.wandb filter=lfs diff=lfs merge=lfs -text
 zain/Activation/wandb/run-20260812_233704-tpo5j00e/run-tpo5j00e.wandb filter=lfs diff=lfs merge=lfs -text
+zain/Activation/wandb/run-20260814_193907-kk1xbqht/run-kk1xbqht.wandb filter=lfs diff=lfs merge=lfs -text
diff --git a/zain/Activation/__pycache__/exp.cpython-311.pyc b/zain/Activation/__pycache__/exp.cpython-311.pyc
index 9d99a70c8a10672474ef5821fb74291690bd1590..8ed6e7c7f725d5b3aa728c0b6c271389c550a2dc 100644
Binary files a/zain/Activation/__pycache__/exp.cpython-311.pyc and b/zain/Activation/__pycache__/exp.cpython-311.pyc differ
diff --git a/zain/Activation/exp.py b/zain/Activation/exp.py
index 559b2b60b09b0ceef16e62b2e64911d398f4b3a9..18bb201853cffd559478730e4be13d880012cdaf 100644
--- a/zain/Activation/exp.py
+++ b/zain/Activation/exp.py
@@ -1,8 +1,6 @@
-"""
-Tiny Llama GLU Lab — Consolidated training library.
-One file: model definition, activation registry, stability monitoring,
-time tracking, dataset builder, and Trainer factory.
-"""
+# =====================================================================
+# exp.py – FULL FILE, ALL FIXES INCLUDED (hook requires_grad check)
+# =====================================================================
 
 import math
 import os
@@ -32,6 +30,7 @@ from transformers.models.llama.modeling_llama import (
 )
 from transformers.modeling_outputs import CausalLMOutputWithPast
 from datasets import load_dataset
+from huggingface_hub import snapshot_download
 
 
 # =============================================================================
@@ -39,7 +38,6 @@ from datasets import load_dataset
 # =============================================================================
 
 class GLUActivationRegistry:
-    """Own every gating activation you test. Add new variants in one line."""
     _registry: Dict[str, Callable[[torch.Tensor], torch.Tensor]] = {}
 
     @classmethod
@@ -54,7 +52,6 @@ class GLUActivationRegistry:
             )
         return cls._registry[name]
 
-
 # Built-ins
 GLUActivationRegistry.register("silu", nn.functional.silu)
 GLUActivationRegistry.register("swish", nn.functional.silu)
@@ -64,8 +61,6 @@ GLUActivationRegistry.register("sigmoid", torch.sigmoid)
 GLUActivationRegistry.register("tanh", torch.tanh)
 GLUActivationRegistry.register("softplus", nn.functional.softplus)
 GLUActivationRegistry.register("linear", lambda x: x)
-
-# Custom
 GLUActivationRegistry.register("s10", lambda x: x * x * torch.sigmoid(x))
 GLUActivationRegistry.register("w1a", lambda x: x * torch.tanh(x))
 
@@ -75,13 +70,6 @@ GLUActivationRegistry.register("w1a", lambda x: x * torch.tanh(x))
 # =============================================================================
 
 class TinyLlamaConfig(LlamaConfig):
-    """
-    Exact Llama config plus two fields:
-      - mlp_type: "glu" or "mlp" (standard Transformer MLP)
-      - activation: name of the activation function to use inside the MLP block.
-      - waleed_beta: β_cap for the waleed10 post‑clip (default 10.0)
-    Enforces pure MHA by requiring num_key_value_heads == num_attention_heads.
-    """
     model_type = "tiny_llama"
 
     def __init__(
@@ -103,20 +91,13 @@ class TinyLlamaConfig(LlamaConfig):
 
 
 # =============================================================================
-# 3. MODEL
+# 3. MODEL (with override hook)
 # =============================================================================
 
 class TinyLlamaMLP(nn.Module):
-    """
-    Unified MLP block supporting:
-      - Standard GLU:   down_proj( act(gate_proj(x)) * up_proj(x) )
-      - Standard MLP:   down_proj( act(up_proj(x)) )
-      - Gated variants (situglu, waleed) with internal tanh scaling.
-      - waleed10 / silu-waleed10 with post‑down‑proj clipping.
-
-    All projections are always named the same way, ensuring consistent
-    tensor logging regardless of activation.
-    """
+    override_active = False
+    override_value = -100.0
+
     def __init__(self, config: TinyLlamaConfig):
         super().__init__()
         self.hidden_size = config.hidden_size
@@ -125,27 +106,25 @@ class TinyLlamaMLP(nn.Module):
         self.activation_name = config.activation
         self.waleed_beta = getattr(config, "waleed_beta", 10.0)
 
-        # Effective intermediate size (scaled for MLP)
         if self.mlp_type == "glu":
             effective_intermediate = self.intermediate_size
         elif self.mlp_type == "mlp":
             effective_intermediate = int(self.intermediate_size * 1.5)
-            print(f"[MLP] Auto‑scaled intermediate_size from {self.intermediate_size} to {effective_intermediate} for parameter parity.")
+            print(f"[MLP] Auto‑scaled intermediate_size from {self.intermediate_size} to {effective_intermediate}")
         else:
             raise ValueError(f"Unknown mlp_type: {self.mlp_type}")
 
         self.effective_intermediate = effective_intermediate
 
-        # Always define the projections (names consistent across variants)
         if self.mlp_type == "glu":
             self.gate_proj = nn.Linear(self.hidden_size, effective_intermediate, bias=False)
             self.up_proj = nn.Linear(self.hidden_size, effective_intermediate, bias=False)
-        else:  # mlp
+        else:
             self.up_proj = nn.Linear(self.hidden_size, effective_intermediate, bias=False)
 
         self.down_proj = nn.Linear(effective_intermediate, self.hidden_size, bias=False)
 
-        # Activation function (for standard variants)
+        # Activation handling
         if self.mlp_type == "glu":
             if self.activation_name in ("situglu", "waleed", "situglu_low", "waleedglu_low"):
                 self.act_fn = None
@@ -155,12 +134,9 @@ class TinyLlamaMLP(nn.Module):
                 self.act_fn = GLUActivationRegistry.get("silu")
             else:
                 self.act_fn = GLUActivationRegistry.get(self.activation_name)
-        else:  # mlp
+        else:
             if self.activation_name in ("situglu", "waleed", "situglu_low", "waleedglu_low"):
-                raise ValueError(
-                    f"Activation '{self.activation_name}' requires a gated architecture (GLU). "
-                    f"Please use mlp_type='glu'."
-                )
+                raise ValueError(f"Activation '{self.activation_name}' requires GLU.")
             elif self.activation_name == "waleed10":
                 self.act_fn = GLUActivationRegistry.get("linear")
             elif self.activation_name == "silu-waleed10":
@@ -168,7 +144,6 @@ class TinyLlamaMLP(nn.Module):
             else:
                 self.act_fn = GLUActivationRegistry.get(self.activation_name)
 
-        # Determine beta values for situglu/waleed variants
         if self.activation_name in ("situglu_low", "waleedglu_low"):
             self.beta1 = 2.5
             self.beta2 = 4.0
@@ -176,7 +151,6 @@ class TinyLlamaMLP(nn.Module):
             self.beta1 = 4.0
             self.beta2 = 25.0
 
-        # Flags for special handling
         self.is_situglu = self.activation_name in ("situglu", "situglu_low")
         self.is_waleed = self.activation_name in ("waleed", "waleedglu_low")
         self.is_waleed10 = self.activation_name in ("waleed10", "silu-waleed10")
@@ -206,9 +180,17 @@ class TinyLlamaMLP(nn.Module):
         if self.is_waleed10:
             out = self.waleed_beta * torch.tanh(out / self.waleed_beta)
 
+        # FIX: only register hook if the output tensor requires gradients
+        if TinyLlamaMLP.override_active and out.requires_grad:
+            out.register_hook(lambda grad: TinyLlamaMLP.override_value * torch.ones_like(grad))
+
         return out
 
 
+# ----------------------------------------------------------------------------
+# DECODER LAYER, ATTENTION MASK, MODEL
+# ----------------------------------------------------------------------------
+
 class TinyLlamaDecoderLayer(nn.Module):
     def __init__(self, config: TinyLlamaConfig, layer_idx: int):
         super().__init__()
@@ -216,23 +198,12 @@ class TinyLlamaDecoderLayer(nn.Module):
         self.self_attn = LlamaAttention(config=config, layer_idx=layer_idx)
         self.mlp = TinyLlamaMLP(config)
         self.input_layernorm = LlamaRMSNorm(config.hidden_size, eps=config.rms_norm_eps)
-        self.post_attention_layernorm = LlamaRMSNorm(
-            config.hidden_size, eps=config.rms_norm_eps
-        )
-        # Residual stream gateways (zero params, hookable)
+        self.post_attention_layernorm = LlamaRMSNorm(config.hidden_size, eps=config.rms_norm_eps)
         self.residual_pre_attn = nn.Identity()
         self.residual_post_attn = nn.Identity()
         self.residual_post_mlp = nn.Identity()
 
-    def forward(
-        self,
-        hidden_states: torch.Tensor,
-        attention_mask: Optional[torch.Tensor] = None,
-        position_ids: Optional[torch.LongTensor] = None,
-        position_embeddings: Optional[Tuple[torch.Tensor, torch.Tensor]] = None,
-        **kwargs,
-    ):
-        # Attention sub-layer
+    def forward(self, hidden_states, attention_mask=None, position_ids=None, position_embeddings=None, **kwargs):
         residual = hidden_states
         hidden_states = self.residual_pre_attn(hidden_states)
         hidden_states = self.input_layernorm(hidden_states)
@@ -245,7 +216,6 @@ class TinyLlamaDecoderLayer(nn.Module):
         hidden_states = residual + attn_out
         hidden_states = self.residual_post_attn(hidden_states)
 
-        # MLP sub-layer
         residual = hidden_states
         hidden_states = self.post_attention_layernorm(hidden_states)
         hidden_states = self.mlp(hidden_states)
@@ -254,24 +224,14 @@ class TinyLlamaDecoderLayer(nn.Module):
         return (hidden_states,)
 
 
-# ----------------------------------------------------------------------------
-# ATTENTION MASK
-# ----------------------------------------------------------------------------
-def _build_causal_mask(
-    attention_mask: Optional[torch.Tensor],
-    seq_len: int,
-    dtype: torch.dtype,
-    device: torch.device,
-) -> torch.Tensor:
+def _build_causal_mask(attention_mask, seq_len, dtype, device):
     min_value = torch.finfo(dtype).min
     causal = torch.full((seq_len, seq_len), fill_value=min_value, dtype=dtype, device=device)
     causal = torch.triu(causal, diagonal=1)
     causal = causal[None, None, :, :]
-
     if attention_mask is None:
         batch_size = 1
         return causal.expand(batch_size, 1, seq_len, seq_len)
-
     batch_size = attention_mask.shape[0]
     causal = causal.expand(batch_size, 1, seq_len, seq_len).clone()
     padding = attention_mask[:, None, None, :].to(device) == 0
@@ -289,48 +249,27 @@ class TinyLlamaModel(LlamaPreTrainedModel):
         super().__init__(config)
         self.padding_idx = config.pad_token_id
         self.vocab_size = config.vocab_size
-        self.embed_tokens = nn.Embedding(
-            config.vocab_size, config.hidden_size, self.padding_idx
-        )
-        self.layers = nn.ModuleList(
-            [TinyLlamaDecoderLayer(config, i) for i in range(config.num_hidden_layers)]
-        )
+        self.embed_tokens = nn.Embedding(config.vocab_size, config.hidden_size, self.padding_idx)
+        self.layers = nn.ModuleList([TinyLlamaDecoderLayer(config, i) for i in range(config.num_hidden_layers)])
         self.norm = LlamaRMSNorm(config.hidden_size, eps=config.rms_norm_eps)
         self.rotary_emb = LlamaRotaryEmbedding(config=config)
         self.post_init()
 
-    def forward(
-        self,
-        input_ids: Optional[torch.LongTensor] = None,
-        attention_mask: Optional[torch.Tensor] = None,
-        position_ids: Optional[torch.LongTensor] = None,
-        inputs_embeds: Optional[torch.FloatTensor] = None,
-        return_dict: Optional[bool] = None,
-        **kwargs,
-    ):
+    def forward(self, input_ids=None, attention_mask=None, position_ids=None, inputs_embeds=None, return_dict=None, **kwargs):
         global _MASK_PRINTED
         return_dict = return_dict if return_dict is not None else self.config.use_return_dict
         if inputs_embeds is None:
             inputs_embeds = self.embed_tokens(input_ids)
-
         if position_ids is None:
             seq_len = inputs_embeds.shape[1]
-            position_ids = torch.arange(
-                seq_len, device=inputs_embeds.device
-            ).unsqueeze(0).expand(inputs_embeds.shape[0], -1)
-
+            position_ids = torch.arange(seq_len, device=inputs_embeds.device).unsqueeze(0).expand(inputs_embeds.shape[0], -1)
         hidden_states = inputs_embeds
         position_embeddings = self.rotary_emb(hidden_states, position_ids)
-
         seq_len = hidden_states.shape[1]
-        causal_mask = _build_causal_mask(
-            attention_mask, seq_len, hidden_states.dtype, hidden_states.device
-        )
-
+        causal_mask = _build_causal_mask(attention_mask, seq_len, hidden_states.dtype, hidden_states.device)
         if not _MASK_PRINTED:
             print("[INFO] Causal mask (float with -inf) applied to all attention layers.")
             _MASK_PRINTED = True
-
         for decoder_layer in self.layers:
             layer_outputs = decoder_layer(
                 hidden_states,
@@ -339,7 +278,6 @@ class TinyLlamaModel(LlamaPreTrainedModel):
                 position_embeddings=position_embeddings,
             )
             hidden_states = layer_outputs[0]
-
         hidden_states = self.norm(hidden_states)
         if not return_dict:
             return (hidden_states,)
@@ -367,50 +305,25 @@ class TinyLlamaForCausalLM(LlamaPreTrainedModel):
     def get_output_embeddings(self):
         return self.lm_head
 
-    def forward(
-        self,
-        input_ids: Optional[torch.LongTensor] = None,
-        attention_mask: Optional[torch.Tensor] = None,
-        position_ids: Optional[torch.LongTensor] = None,
-        inputs_embeds: Optional[torch.FloatTensor] = None,
-        labels: Optional[torch.LongTensor] = None,
-        return_dict: Optional[bool] = None,
-        **kwargs,
-    ):
+    def forward(self, input_ids=None, attention_mask=None, position_ids=None, inputs_embeds=None,
+                labels=None, return_dict=None, **kwargs):
         return_dict = return_dict if return_dict is not None else self.config.use_return_dict
-        outputs = self.model(
-            input_ids=input_ids,
-            attention_mask=attention_mask,
-            position_ids=position_ids,
-            inputs_embeds=inputs_embeds,
-            return_dict=return_dict,
-        )
+        outputs = self.model(input_ids=input_ids, attention_mask=attention_mask, position_ids=position_ids,
+                             inputs_embeds=inputs_embeds, return_dict=return_dict)
         hidden_states = outputs["last_hidden_state"] if return_dict else outputs[0]
         logits = self.lm_head(hidden_states)
-
         loss = None
         if labels is not None:
             shift_logits = logits[..., :-1, :].contiguous()
             shift_labels = labels[..., 1:].contiguous()
             loss_fct = nn.CrossEntropyLoss()
-            loss = loss_fct(
-                shift_logits.view(-1, self.config.vocab_size), shift_labels.view(-1)
-            )
-
+            loss = loss_fct(shift_logits.view(-1, self.config.vocab_size), shift_labels.view(-1))
         if not return_dict:
             output = (logits,) + outputs[1:]
             return (loss,) + output if loss is not None else output
-        return CausalLMOutputWithPast(
-            loss=loss,
-            logits=logits,
-            past_key_values=None,
-            hidden_states=None,
-            attentions=None,
-        )
+        return CausalLMOutputWithPast(loss=loss, logits=logits, past_key_values=None, hidden_states=None, attentions=None)
 
-    def prepare_inputs_for_generation(
-        self, input_ids, past_key_values=None, attention_mask=None, **kwargs
-    ):
+    def prepare_inputs_for_generation(self, input_ids, past_key_values=None, attention_mask=None, **kwargs):
         if past_key_values:
             input_ids = input_ids[:, -1:]
         position_ids = kwargs.get("position_ids")
@@ -428,57 +341,141 @@ class TinyLlamaForCausalLM(LlamaPreTrainedModel):
 
 
 # =============================================================================
-# 4. MONITORING ENGINE
+# 4. HF CHECKPOINT FETCHER
 # =============================================================================
 
-class StatsEngine:
-    """Compute unified signature for any tensor."""
+def fetch_latest_checkpoint_from_hub(
+    repo_id: str,
+    subpath: str,
+    variant: str,
+    checkpoint_step: Optional[int] = None
+) -> str:
+    remote_prefix = f"{subpath}/{variant}_run" if subpath else f"{variant}_run"
+    if checkpoint_step is not None:
+        full_remote_path = f"{remote_prefix}/checkpoint-{checkpoint_step}"
+        print(f"[Hub] Fetching specific checkpoint: {repo_id}/{full_remote_path}")
+        local_root = snapshot_download(
+            repo_id=repo_id,
+            allow_patterns=[f"{full_remote_path}/*"],
+            local_dir_use_symlinks=False,
+        )
+        checkpoint_local_path = os.path.join(local_root, full_remote_path)
+        if not os.path.exists(checkpoint_local_path):
+            raise RuntimeError(f"Downloaded checkpoint not found at {checkpoint_local_path}")
+        return checkpoint_local_path
+
+    print(f"[Hub] Downloading entire run folder: {repo_id}/{remote_prefix}")
+    local_root = snapshot_download(
+        repo_id=repo_id,
+        allow_patterns=[f"{remote_prefix}/*"],
+        local_dir_use_symlinks=False,
+    )
+    run_local_path = os.path.join(local_root, remote_prefix)
+    if not os.path.exists(run_local_path):
+        raise RuntimeError(f"Run folder not found at {run_local_path}")
+
+    checkpoints = []
+    for item in os.listdir(run_local_path):
+        if item.startswith("checkpoint-") and os.path.isdir(os.path.join(run_local_path, item)):
+            match = re.match(r"checkpoint-(\d+)", item)
+            if match:
+                step = int(match.group(1))
+                checkpoints.append((step, item))
+
+    if not checkpoints:
+        raise RuntimeError(f"No checkpoint folders found in {run_local_path}")
+
+    latest_step, latest_name = max(checkpoints, key=lambda x: x[0])
+    print(f"[Hub] Latest checkpoint found: step {latest_step}")
+    return os.path.join(run_local_path, latest_name)
+
+
+# =============================================================================
+# 5. RESUME + FREEZE + OVERRIDE CALLBACK (FIXED)
+# =============================================================================
+
+class ResumeFreezeOverrideCallback(TrainerCallback):
+    def __init__(self, override_value: Optional[float] = None):
+        self.override_value = override_value
+        self._trainer = None  # Will be set manually
+
+    def on_train_begin(self, args, state, control, **kwargs):
+        # Try multiple ways to get the trainer
+        trainer = kwargs.get('trainer')
+        if trainer is None:
+            trainer = getattr(self, '_trainer', None)
+        if trainer is None:
+            trainer = getattr(self, 'trainer', None)
+        if trainer is None:
+            raise ValueError("Trainer not accessible in callback")
+
+        model = trainer.model
+
+        # ----- FREEZE ALL EXCEPT MLP PROJECTIONS -----
+        for name, param in model.named_parameters():
+            if any(x in name for x in ["gate_proj", "up_proj", "down_proj"]):
+                param.requires_grad = True
+            else:
+                param.requires_grad = False
+
+        trainable_params = [p for p in model.parameters() if p.requires_grad]
+
+        # ----- REBUILD OPTIMIZER -----
+        from torch.optim import AdamW
+        new_optimizer = AdamW(
+            trainable_params,
+            lr=args.learning_rate,
+            weight_decay=args.weight_decay,
+            betas=(args.adam_beta1, args.adam_beta2),
+            eps=args.adam_epsilon,
+        )
+        trainer.optimizer = new_optimizer
+
+        # ----- KEEP EXISTING SCHEDULER (re‑attach) -----
+        if trainer.lr_scheduler is not None:
+            trainer.lr_scheduler.optimizer = new_optimizer
 
+        # ----- ACTIVATE OVERRIDE -----
+        if self.override_value is not None:
+            TinyLlamaMLP.override_active = True
+            TinyLlamaMLP.override_value = self.override_value
+            print(f"[Override] Activated with value = {self.override_value}")
+        else:
+            print("[Freeze] MLP projections frozen; no gradient override.")
+
+
+# =============================================================================
+# 6. MONITORING
+# =============================================================================
+
+class StatsEngine:
     @staticmethod
-    def compute(
-        tensor: torch.Tensor, user_limit: float, dtype_ratio: float
-    ) -> Dict[str, float]:
+    def compute(tensor: torch.Tensor, user_limit: float, dtype_ratio: float) -> Dict[str, float]:
         with torch.no_grad():
             abs_t = tensor.abs()
             dtype_info = torch.finfo(tensor.dtype)
-            dtype_limit = (
-                dtype_ratio * dtype_info.max
-                if not torch.isinf(torch.tensor(dtype_info.max))
-                else float("inf")
-            )
-
-            t_min = tensor.min().item()
-            t_max = tensor.max().item()
-
+            dtype_limit = dtype_ratio * dtype_info.max if not torch.isinf(torch.tensor(dtype_info.max)) else float("inf")
             return {
                 "norm": tensor.norm(2).item(),
                 "mean": tensor.mean().item(),
                 "std": tensor.std().item(),
                 "max_abs": abs_t.max().item(),
-                "frac_near_dtype_limit": (
-                    (abs_t > dtype_limit).float().mean().item()
-                    if not math.isinf(dtype_limit)
-                    else 0.0
-                ),
+                "frac_near_dtype_limit": (abs_t > dtype_limit).float().mean().item() if not math.isinf(dtype_limit) else 0.0,
                 "frac_near_user_limit": (abs_t > user_limit).float().mean().item(),
-                "min": t_min,
-                "max": t_max,
-                "range": t_max - t_min,
+                "min": tensor.min().item(),
+                "max": tensor.max().item(),
+                "range": tensor.max().item() - tensor.min().item(),
             }
 
 
 class StepAccumulator:
-    """Stores per-tensor entries, aggregates to layer/global scope."""
-
     def __init__(self):
         self.tensors: Dict[str, Dict[str, float]] = {}
 
     def add(self, name: str, numel: int, stats: Dict[str, float]):
         new_entry = {"numel": numel, **stats}
         existing = self.tensors.get(name)
-        self.tensors[name] = (
-            new_entry if existing is None else self._merge_entry(existing, new_entry)
-        )
+        self.tensors[name] = new_entry if existing is None else self._merge_entry(existing, new_entry)
 
     @staticmethod
     def _merge_entry(a: Dict[str, float], b: Dict[str, float]) -> Dict[str, float]:
@@ -488,21 +485,12 @@ class StepAccumulator:
         norm = math.sqrt(a["norm"] ** 2 + b["norm"] ** 2)
         max_abs = max(a["max_abs"], b["max_abs"])
         mean = (a["mean"] * a["numel"] + b["mean"] * b["numel"]) / total_n
-        ex2 = (
-            a["numel"] * (a["std"] ** 2 + a["mean"] ** 2)
-            + b["numel"] * (b["std"] ** 2 + b["mean"] ** 2)
-        ) / total_n
+        ex2 = (a["numel"] * (a["std"] ** 2 + a["mean"] ** 2) + b["numel"] * (b["std"] ** 2 + b["mean"] ** 2)) / total_n
         std = math.sqrt(max(0.0, ex2 - mean ** 2))
-        frac_dtype = (
-            a["frac_near_dtype_limit"] * a["numel"] + b["frac_near_dtype_limit"] * b["numel"]
-        ) / total_n
-        frac_user = (
-            a["frac_near_user_limit"] * a["numel"] + b["frac_near_user_limit"] * b["numel"]
-        ) / total_n
-
+        frac_dtype = (a["frac_near_dtype_limit"] * a["numel"] + b["frac_near_dtype_limit"] * b["numel"]) / total_n
+        frac_user = (a["frac_near_user_limit"] * a["numel"] + b["frac_near_user_limit"] * b["numel"]) / total_n
         t_min = min(a.get("min", float("inf")), b.get("min", float("inf")))
         t_max = max(a.get("max", float("-inf")), b.get("max", float("-inf")))
-
         return {
             "numel": total_n,
             "norm": norm,
@@ -524,27 +512,15 @@ class StepAccumulator:
             return {}
         numels = [e["numel"] for e in entries.values()]
         total_n = sum(numels)
-
         norm = math.sqrt(sum(e["norm"] ** 2 for e in entries.values()))
         max_abs = max(e["max_abs"] for e in entries.values())
         mean = sum(e["mean"] * e["numel"] for e in entries.values()) / total_n
-        ex2 = (
-            sum(e["numel"] * (e["std"] ** 2 + e["mean"] ** 2) for e in entries.values())
-            / total_n
-        )
+        ex2 = sum(e["numel"] * (e["std"] ** 2 + e["mean"] ** 2) for e in entries.values()) / total_n
         std = math.sqrt(max(0.0, ex2 - mean ** 2))
-        frac_dtype = (
-            sum(e["frac_near_dtype_limit"] * e["numel"] for e in entries.values())
-            / total_n
-        )
-        frac_user = (
-            sum(e["frac_near_user_limit"] * e["numel"] for e in entries.values())
-            / total_n
-        )
-
+        frac_dtype = sum(e["frac_near_dtype_limit"] * e["numel"] for e in entries.values()) / total_n
+        frac_user = sum(e["frac_near_user_limit"] * e["numel"] for e in entries.values()) / total_n
         t_min = min(e.get("min", float("inf")) for e in entries.values())
         t_max = max(e.get("max", float("-inf")) for e in entries.values())
-
         return {
             "norm": norm,
             "mean": mean,
@@ -561,27 +537,17 @@ class StepAccumulator:
         return self._aggregate(self.tensors)
 
     def get_layer_stats(self, layer_prefix: str) -> Dict[str, float]:
-        entries = {
-            k: v for k, v in self.tensors.items() if k.startswith(layer_prefix + ".")
-        }
+        entries = {k: v for k, v in self.tensors.items() if k.startswith(layer_prefix + ".")}
         return self._aggregate(entries)
 
 
 class HookRegistry:
-    """Attach and throttle forward/backward hooks."""
-
     def __init__(self, model: nn.Module):
         self.model = model
-        self.handles: List[torch.utils.hooks.RemovableHandle] = []
+        self.handles = []
         self.active = False
 
-    def attach_forward(
-        self,
-        module_patterns: List[str],
-        accumulator: StepAccumulator,
-        user_limit: float,
-        dtype_ratio: float,
-    ):
+    def attach_forward(self, module_patterns, accumulator, user_limit, dtype_ratio):
         for name, module in self.model.named_modules():
             if any(re.search(p, name) for p in module_patterns):
                 h = module.register_forward_hook(
@@ -589,51 +555,35 @@ class HookRegistry:
                 )
                 self.handles.append(h)
 
-    def attach_backward(
-        self, accumulator: StepAccumulator, user_limit: float, dtype_ratio: float
-    ):
+    def attach_backward(self, param_patterns, accumulator, user_limit, dtype_ratio):
         for name, param in self.model.named_parameters():
-            if param.requires_grad:
-                h = param.register_hook(
-                    self._make_backward_hook(
-                        f"grad.{name}", accumulator, user_limit, dtype_ratio
-                    )
-                )
-                self.handles.append(h)
+            if not param.requires_grad:
+                continue
+            if param_patterns and not any(re.search(p, name) for p in param_patterns):
+                continue
+            h = param.register_hook(
+                self._make_backward_hook(f"grad.{name}", accumulator, user_limit, dtype_ratio)
+            )
+            self.handles.append(h)
 
-    def _make_forward_hook(
-        self, module_name: str, accumulator: StepAccumulator, user_limit: float, dtype_ratio: float
-    ):
+    def _make_forward_hook(self, module_name, accumulator, user_limit, dtype_ratio):
         def hook(module, inp, out):
             if not self.active:
                 return
             if isinstance(out, dict):
-                out_dict = out
-                out = out_dict.get("last_hidden_state")
-                if out is None:
-                    out = next(
-                        (v for v in out_dict.values() if torch.is_tensor(v)), None
-                    )
-            elif isinstance(out, (tuple, list)):
-                out = out[0] if len(out) > 0 else None
-
+                out = out.get("last_hidden_state")
             if not torch.is_tensor(out):
                 return
-
             stats = StatsEngine.compute(out.detach(), user_limit, dtype_ratio)
             accumulator.add(f"act.{module_name}", out.numel(), stats)
-
         return hook
 
-    def _make_backward_hook(
-        self, param_name: str, accumulator: StepAccumulator, user_limit: float, dtype_ratio: float
-    ):
+    def _make_backward_hook(self, param_name, accumulator, user_limit, dtype_ratio):
         def hook(grad):
             if not self.active:
                 return
             stats = StatsEngine.compute(grad.detach(), user_limit, dtype_ratio)
             accumulator.add(param_name, grad.numel(), stats)
-
         return hook
 
     def set_active(self, active: bool):
@@ -646,13 +596,12 @@ class HookRegistry:
 
 
 class StabilityMonitorCallback(TrainerCallback):
-    """Full stability instrumentation: grad / param / act statistics."""
-
     def __init__(
         self,
         model: nn.Module,
         monitor_every_n_steps: int = 10,
         module_patterns: Optional[List[str]] = None,
+        param_patterns: Optional[List[str]] = None,
         user_limits: Optional[Dict[str, float]] = None,
         dtype_proximity_ratio: float = 0.9,
         log_scope: Optional[Dict[str, bool]] = None,
@@ -660,14 +609,11 @@ class StabilityMonitorCallback(TrainerCallback):
     ):
         self.model = model
         self.monitor_every_n_steps = monitor_every_n_steps
-        self.module_patterns = module_patterns or [".*mlp.*", ".*self_attn.*", ".*residual.*"]
+        self.module_patterns = module_patterns or [".*mlp.*", ".*residual.*"]
+        self.param_patterns = param_patterns or self.module_patterns
         self.user_limits = user_limits or {"grad": 1.0, "param": 100.0, "act": 50.0}
         self.dtype_ratio = dtype_proximity_ratio
-        self.log_scope = log_scope or {
-            "global": True,
-            "per_layer": True,
-            "per_tensor": False,
-        }
+        self.log_scope = log_scope or {"global": True, "per_layer": True, "per_tensor": False}
         self.monitor_during_eval = monitor_during_eval
 
         self.accumulator = StepAccumulator()
@@ -679,12 +625,14 @@ class StabilityMonitorCallback(TrainerCallback):
             self.dtype_ratio,
         )
         self.hooks.attach_backward(
-            self.accumulator, self.user_limits["grad"], self.dtype_ratio
+            self.param_patterns,
+            self.accumulator,
+            self.user_limits["grad"],
+            self.dtype_ratio,
         )
+        self.pending_metrics = None
 
-        self.pending_metrics: Optional[Dict[str, float]] = None
-
-    def _should_monitor(self, state) -> bool:
+    def _should_monitor(self, state):
         return state.global_step % self.monitor_every_n_steps == 0
 
     def on_step_begin(self, args, state, control, **kwargs):
@@ -696,16 +644,14 @@ class StabilityMonitorCallback(TrainerCallback):
         if not self.hooks.active:
             return
         for name, param in self.model.named_parameters():
-            stats = StatsEngine.compute(
-                param.data, self.user_limits["param"], self.dtype_ratio
-            )
+            if self.param_patterns and not any(re.search(p, name) for p in self.param_patterns):
+                continue
+            stats = StatsEngine.compute(param.data, self.user_limits["param"], self.dtype_ratio)
             self.accumulator.add(f"param.{name}", param.numel(), stats)
-
         self.hooks.set_active(False)
         self.pending_metrics = self._build_metrics()
 
-    @staticmethod
-    def _kind_of(name: str) -> str:
+    def _kind_of(self, name: str) -> str:
         if name.startswith("act."):
             return "act"
         if name.startswith("grad."):
@@ -714,8 +660,7 @@ class StabilityMonitorCallback(TrainerCallback):
             return "param"
         return "other"
 
-    @staticmethod
-    def _strip_kind(name: str) -> str:
+    def _strip_kind(self, name: str) -> str:
         if name.startswith("act."):
             return name[4:]
         if name.startswith(("grad.", "param.")):
@@ -723,10 +668,9 @@ class StabilityMonitorCallback(TrainerCallback):
         return name
 
     def _build_metrics(self, scope: str = "train") -> Dict[str, float]:
-        metrics: Dict[str, float] = {}
-
+        metrics = {}
         if self.log_scope.get("global", True):
-            by_kind: Dict[str, Dict[str, Dict[str, float]]] = {}
+            by_kind = {}
             for k, v in self.accumulator.tensors.items():
                 by_kind.setdefault(self._kind_of(k), {})[k] = v
             for kind, entries in by_kind.items():
@@ -744,7 +688,7 @@ class StabilityMonitorCallback(TrainerCallback):
                         prefix = ".".join(parts[: i + 2])
                         layer_prefixes.add(prefix)
             for prefix in layer_prefixes:
-                by_kind: Dict[str, Dict[str, Dict[str, float]]] = {}
+                by_kind = {}
                 for k, v in self.accumulator.tensors.items():
                     clean = self._strip_kind(k)
                     if clean.startswith(prefix + ".") or clean == prefix:
@@ -764,12 +708,17 @@ class StabilityMonitorCallback(TrainerCallback):
                     if kk == "numel":
                         continue
                     metrics[f"{scope}/tensor_{safe}/{kk}"] = vv
-
         return metrics
 
     def on_log(self, args, state, control, logs=None, **kwargs):
         if logs is not None and self.pending_metrics is not None:
             logs.update(self.pending_metrics)
+            try:
+                import wandb
+                if wandb.run is not None:
+                    wandb.log(self.pending_metrics, step=state.global_step)
+            except ImportError:
+                pass
             self.pending_metrics = None
 
     def on_prediction_step(self, args, state, control, **kwargs):
@@ -779,9 +728,9 @@ class StabilityMonitorCallback(TrainerCallback):
             self.accumulator.clear()
             self.hooks.set_active(True)
             for name, param in self.model.named_parameters():
-                stats = StatsEngine.compute(
-                    param.data, self.user_limits["param"], self.dtype_ratio
-                )
+                if self.param_patterns and not any(re.search(p, name) for p in self.param_patterns):
+                    continue
+                stats = StatsEngine.compute(param.data, self.user_limits["param"], self.dtype_ratio)
                 self.accumulator.add(f"param.{name}", param.numel(), stats)
         self.pending_metrics = self._build_metrics(scope="eval")
 
@@ -790,14 +739,16 @@ class StabilityMonitorCallback(TrainerCallback):
         self.accumulator.clear()
 
 
-class TimeTrackerCallback(TrainerCallback):
-    """Precise training & eval timing with remaining-time estimates."""
+# =============================================================================
+# 7. TIME TRACKER
+# =============================================================================
 
+class TimeTrackerCallback(TrainerCallback):
     def __init__(self):
-        self.step_start: Optional[float] = None
-        self.epoch_start: Optional[float] = None
+        self.step_start = None
+        self.epoch_start = None
         self.total_train_time = 0.0
-        self.step_times: List[float] = []
+        self.step_times = []
 
     def on_epoch_begin(self, args, state, control, **kwargs):
         self.epoch_start = time.perf_counter()
@@ -826,13 +777,12 @@ class TimeTrackerCallback(TrainerCallback):
             remaining = (state.max_steps - state.global_step) * avg
             logs["train/estimated_remaining_minutes"] = remaining / 60.0
 
-    def on_evaluate(self, args, state, control, metrics=None, **kwargs):
-        pass
 
+# =============================================================================
+# 8. METRICS LOGGER
+# =============================================================================
 
 class MetricsLoggerCallback(TrainerCallback):
-    """Persist every logged dict as JSONL in the output dir."""
-
     def __init__(self, output_dir: str):
         self.output_dir = Path(output_dir)
         self.output_dir.mkdir(parents=True, exist_ok=True)
@@ -841,113 +791,13 @@ class MetricsLoggerCallback(TrainerCallback):
     def on_log(self, args, state, control, logs=None, **kwargs):
         if logs is None:
             return
-        entry = {
-            "step": state.global_step,
-            "epoch": state.epoch,
-            "timestamp": time.time(),
-            **logs,
-        }
+        entry = {"step": state.global_step, "epoch": state.epoch, "timestamp": time.time(), **logs}
         with open(self.log_file, "a") as f:
             f.write(json.dumps(entry, default=str) + "\n")
 
 
 # =============================================================================
-# CONTAMINATION CALLBACK
-# =============================================================================
-
-class ContaminationCallback(TrainerCallback):
-    """
-    Intentionally corrupt input_ids and labels for a window of steps.
-    Modes: "shift" (+1 mod vocab), "random" (uniform random IDs).
-    """
-    def __init__(
-        self,
-        vocab_size: int,
-        enabled: bool = False,
-        start_step: int = 0,
-        duration_steps: int = 0,
-        mode: str = "shift",
-        fraction: float = 1.0,
-        seed: Optional[int] = None,
-    ):
-        self.vocab_size = vocab_size
-        self.enabled = enabled
-        self.start_step = start_step
-        self.duration_steps = duration_steps
-        self.mode = mode
-        self.fraction = fraction
-        self.seed = seed
-        self.generator = torch.Generator()
-        if seed is not None:
-            self.generator.manual_seed(seed)
-        self._active = False
-
-    def _should_corrupt(self, state) -> bool:
-        if not self.enabled:
-            return False
-        step = state.global_step
-        return self.start_step <= step < self.start_step + self.duration_steps
-
-    def on_step_begin(self, args, state, control, **kwargs):
-        if not self._should_corrupt(state):
-            return
-        batch = kwargs.get("inputs")
-        if batch is None or not isinstance(batch, dict):
-            return
-        input_ids = batch.get("input_ids")
-        labels = batch.get("labels")
-        attention_mask = batch.get("attention_mask")
-        if input_ids is None or labels is None:
-            return
-
-        device = input_ids.device
-        batch_size, seq_len = input_ids.shape
-
-        if self.fraction >= 1.0:
-            corrupt_mask = torch.ones((batch_size, seq_len), dtype=torch.bool, device=device)
-        elif self.fraction <= 0.0:
-            return
-        else:
-            rand = torch.rand((batch_size, seq_len), generator=self.generator, device=device)
-            corrupt_mask = rand < self.fraction
-
-        if attention_mask is not None:
-            padding_mask = attention_mask == 0
-            corrupt_mask = corrupt_mask & (~padding_mask)
-
-        if not corrupt_mask.any():
-            return
-
-        if self.mode == "shift":
-            input_ids_corrupt = (input_ids + 1) % self.vocab_size
-            labels_corrupt = (labels + 1) % self.vocab_size
-        elif self.mode == "random":
-            random_ids = torch.randint(
-                0, self.vocab_size, input_ids.shape,
-                generator=self.generator, device=device
-            )
-            input_ids_corrupt = random_ids
-            labels_corrupt = random_ids
-        else:
-            raise ValueError(f"Unknown contamination mode: {self.mode}")
-
-        input_ids.masked_scatter_(corrupt_mask, input_ids_corrupt[corrupt_mask])
-        labels.masked_scatter_(corrupt_mask, labels_corrupt[corrupt_mask])
-        batch["input_ids"] = input_ids
-        batch["labels"] = labels
-
-        if not self._active:
-            print(f"[Contamination] Started at step {state.global_step} for {self.duration_steps} steps (mode={self.mode})")
-            self._active = True
-
-    def on_step_end(self, args, state, control, **kwargs):
-        if self._active and state.global_step >= self.start_step + self.duration_steps:
-            print(f"[Contamination] Ended at step {state.global_step}")
-            self._active = False
-
-
-# =============================================================================
-# 5. DATA & TRAINER FACTORY
+# 9. DATA & TRAINER FACTORY
 # =============================================================================
 
 def build_dataset(
@@ -957,11 +807,9 @@ def build_dataset(
     dataset_name: str = "roneneldan/TinyStories",
     max_samples: Optional[int] = None,
 ):
-    """Concatenate and chunk TinyStories for causal LM."""
     ds = load_dataset(dataset_name, split=split)
     if max_samples is not None and split == "train":
         ds = ds.select(range(min(max_samples, len(ds))))
-        print(f"[Dataset] Using first {len(ds)} samples for training (max_samples={max_samples})")
 
     def tokenize(examples):
         out = tokenizer(examples["text"], add_special_tokens=False)
@@ -971,34 +819,20 @@ def build_dataset(
             out["attention_mask"] = [mask + [1] for mask in out["attention_mask"]]
         return out
 
-    tokenized = ds.map(
-        tokenize,
-        batched=True,
-        num_proc=4,
-        remove_columns=ds.column_names,
-        desc=f"Tokenizing {split}",
-    )
+    tokenized = ds.map(tokenize, batched=True, num_proc=4, remove_columns=ds.column_names)
 
     def group_texts(examples):
-        concatenated = {
-            k: list(chain.from_iterable(examples[k])) for k in examples.keys()
-        }
+        concatenated = {k: list(chain.from_iterable(examples[k])) for k in examples.keys()}
         total_length = len(concatenated[list(examples.keys())[0]])
         total_length = (total_length // max_seq_len) * max_seq_len
         result = {
-            k: [t[i : i + max_seq_len] for i in range(0, total_length, max_seq_len)]
+            k: [t[i:i + max_seq_len] for i in range(0, total_length, max_seq_len)]
             for k, t in concatenated.items()
         }
         result["labels"] = result["input_ids"].copy()
         return result
 
-    return tokenized.map(
-        group_texts,
-        batched=True,
-        batch_size=10000,
-        num_proc=4,
-        desc=f"Chunking {split}",
-    )
+    return tokenized.map(group_texts, batched=True, batch_size=10000, num_proc=4)
 
 
 def create_trainer(
@@ -1008,15 +842,17 @@ def create_trainer(
     train_dataset,
     eval_dataset=None,
 ):
-    """Assemble HF Trainer with all custom callbacks."""
     tc = config.get("training", {})
     mc = config.get("monitor", {})
+    go = config.get("gradient_override", {})
 
-    run_name = tc.get("run_name", None)
+    wandb_project = tc.get("wandb_project")
+    if wandb_project:
+        os.environ["WANDB_PROJECT"] = wandb_project
 
     args = TrainingArguments(
         output_dir=tc.get("output_dir", "./out"),
-        run_name=run_name,
+        run_name=tc.get("run_name", None),
         num_train_epochs=tc.get("num_train_epochs", 3),
         per_device_train_batch_size=tc.get("per_device_train_batch_size", 16),
         per_device_eval_batch_size=tc.get("per_device_eval_batch_size", 16),
@@ -1046,27 +882,22 @@ def create_trainer(
 
     callbacks = [TimeTrackerCallback()]
 
-    cc = config.get("contamination", {})
-    if cc.get("enabled", False):
-        vocab_size = model.config.vocab_size
-        callbacks.append(
-            ContaminationCallback(
-                vocab_size=vocab_size,
-                enabled=True,
-                start_step=cc.get("start_step", 0),
-                duration_steps=cc.get("duration_steps", 0),
-                mode=cc.get("mode", "shift"),
-                fraction=cc.get("fraction", 1.0),
-                seed=cc.get("seed", None),
-            )
-        )
+    # ---- FREEZE + OVERRIDE CALLBACK ----
+    freeze_mlp = tc.get("freeze_mlp", False)
+    override_enabled = go.get("enabled", False)
+    if freeze_mlp or override_enabled:
+        override_value = go.get("value", -100.0) if override_enabled else None
+        callbacks.append(ResumeFreezeOverrideCallback(override_value=override_value))
 
+    # ---- MONITORING ----
     if mc.get("enabled", True):
+        module_patterns = mc.get("module_patterns", [".*mlp.*", ".*residual.*"])
         callbacks.append(
             StabilityMonitorCallback(
                 model=model,
                 monitor_every_n_steps=mc.get("monitor_every_n_steps", 10),
-                module_patterns=mc.get("module_patterns", [".*mlp.*", ".*self_attn.*", ".*residual.*"]),
+                module_patterns=module_patterns,
+                param_patterns=module_patterns,
                 user_limits=mc.get("user_limits", {"grad": 1.0, "param": 100.0, "act": 50.0}),
                 dtype_proximity_ratio=mc.get("dtype_proximity_ratio", 0.9),
                 log_scope=mc.get("log_scope", {"global": True, "per_layer": True, "per_tensor": False}),
@@ -1087,16 +918,4 @@ def create_trainer(
         callbacks=callbacks,
     )
 
-    try:
-        from transformers.integrations import get_reporting_integration_callbacks
-        reporting_types = tuple(get_reporting_integration_callbacks(args.report_to))
-    except Exception:
-        reporting_types = ()
-
-    if reporting_types:
-        handler = trainer.callback_handler
-        reporting_cbs = [cb for cb in handler.callbacks if isinstance(cb, reporting_types)]
-        other_cbs = [cb for cb in handler.callbacks if not isinstance(cb, reporting_types)]
-        handler.callbacks = other_cbs + reporting_cbs
-
     return trainer
diff --git a/zain/Activation/out/glu-relu-100L_run/checkpoint-100/config.json b/zain/Activation/out/glu-relu-100L_run/checkpoint-100/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..6f9c72a635cef01d03abb31f78284cdfb4734155
--- /dev/null
+++ b/zain/Activation/out/glu-relu-100L_run/checkpoint-100/config.json
@@ -0,0 +1,36 @@
+{
+  "activation": "relu",
+  "architectures": [
+    "TinyLlamaForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 1,
+  "dtype": "bfloat16",
+  "eos_token_id": 2,
+  "head_dim": 32,
+  "hidden_act": "silu",
+  "hidden_size": 128,
+  "initializer_range": 0.02,
+  "intermediate_size": 256,
+  "max_position_embeddings": 512,
+  "mlp_bias": false,
+  "mlp_type": "glu",
+  "model_type": "tiny_llama",
+  "num_attention_heads": 4,
+  "num_hidden_layers": 100,
+  "num_key_value_heads": 4,
+  "pad_token_id": 0,
+  "pretraining_tp": 1,
+  "rms_norm_eps": 1e-06,
+  "rope_parameters": {
+    "rope_theta": 10000.0,
+    "rope_type": "default"
+  },
+  "tie_word_embeddings": true,
+  "tokenizer_name": "w-ahmad/tiny-stories-tokenizer",
+  "transformers_version": "5.16.0.dev0",
+  "use_cache": false,
+  "vocab_size": 4096,
+  "waleed_beta": 4
+}
diff --git a/zain/Activation/out/glu-relu-100L_run/checkpoint-100/model.safetensors b/zain/Activation/out/glu-relu-100L_run/checkpoint-100/model.safetensors
new file mode 100644
index 0000000000000000000000000000000000000000..594115f54ae303c109f60b10c11f28de37085599
--- /dev/null
+++ b/zain/Activation/out/glu-relu-100L_run/checkpoint-100/model.safetensors
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+      ],
+      [
+        "Ġmonkey",
+        "s"
+      ],
+      [
+        "Ġsal",
+        "ad"
+      ],
+      [
+        "Ġdest",
+        "ro"
+      ],
+      [
+        "Ġresc",
+        "ue"
+      ],
+      [
+        "Ġscoot",
+        "er"
+      ],
+      [
+        "Ġintellig",
+        "ent"
+      ],
+      [
+        "a",
+        "z"
+      ],
+      [
+        "Ġd",
+        "ug"
+      ],
+      [
+        "il",
+        "ing"
+      ],
+      [
+        "an",
+        "ger"
+      ],
+      [
+        "Ġr",
+        "oof"
+      ],
+      [
+        "Ġr",
+        "hino"
+      ],
+      [
+        "Ġsc",
+        "old"
+      ],
+      [
+        "ag",
+        "het"
+      ],
+      [
+        "Ġexp",
+        "er"
+      ],
+      [
+        "Ġbark",
+        "ing"
+      ],
+      [
+        "Ġbanan",
+        "as"
+      ],
+      [
+        "Ġign",
+        "orant"
+      ],
+      [
+        "Ġmic",
+        "ro"
+      ],
+      [
+        "Ġav",
+        "ailable"
+      ],
+      [
+        "Ġgrace",
+        "ful"
+      ],
+      [
+        "Ġmotorcy",
+        "cle"
+      ],
+      [
+        "aghet",
+        "ti"
+      ],
+      [
+        "h",
+        "ood"
+      ],
+      [
+        "ĠS",
+        "n"
+      ],
+      [
+        "Ġe",
+        "arth"
+      ],
+      [
+        "Ġbo",
+        "ots"
+      ],
+      [
+        "Ġsp",
+        "aghetti"
+      ],
+      [
+        "um",
+        "mer"
+      ],
+      [
+        "Ġag",
+        "ree"
+      ],
+      [
+        "Ġbu",
+        "ll"
+      ],
+      [
+        "Ġany",
+        "where"
+      ],
+      [
+        "ĠG",
+        "eorge"
+      ],
+      [
+        "Ġbeh",
+        "ave"
+      ],
+      [
+        "ĠK",
+        "im"
+      ],
+      [
+        "Ġpa",
+        "id"
+      ],
+      [
+        "sc",
+        "ope"
+      ],
+      [
+        "Ġstret",
+        "ched"
+      ],
+      [
+        "Ġfear",
+        "ful"
+      ],
+      [
+        "Ġav",
+        "o"
+      ],
+      [
+        "Ġmicro",
+        "scope"
+      ],
+      [
+        "I",
+        "f"
+      ],
+      [
+        "i",
+        "o"
+      ],
+      [
+        "Ġnot",
+        "eb"
+      ],
+      [
+        "ĠE",
+        "ventually"
+      ],
+      [
+        "Ġold",
+        "er"
+      ],
+      [
+        "Ġsn",
+        "iff"
+      ],
+      [
+        "Ġad",
+        "vice"
+      ],
+      [
+        "Ġstop",
+        "s"
+      ],
+      [
+        "Ġperf",
+        "orm"
+      ],
+      [
+        "Ġfur",
+        "ther"
+      ],
+      [
+        "Ġenv",
+        "ious"
+      ],
+      [
+        "Ġpige",
+        "on"
+      ],
+      [
+        "Ġmush",
+        "room"
+      ],
+      [
+        "Ġnoteb",
+        "ook"
+      ],
+      [
+        "u",
+        "bby"
+      ],
+      [
+        "Ġp",
+        "un"
+      ],
+      [
+        "at",
+        "s"
+      ],
+      [
+        "Ġn",
+        "urse"
+      ],
+      [
+        "or",
+        "able"
+      ],
+      [
+        "Ġth",
+        "under"
+      ],
+      [
+        "Ġcl",
+        "apping"
+      ],
+      [
+        "Ġv",
+        "ide"
+      ],
+      [
+        "Ġbu",
+        "ilt"
+      ],
+      [
+        "ĠC",
+        "l"
+      ],
+      [
+        "Ġun",
+        "com"
+      ],
+      [
+        "Ġshout",
+        "ing"
+      ],
+      [
+        "Ġar",
+        "row"
+      ],
+      [
+        "Ġdraw",
+        "er"
+      ],
+      [
+        "Ġpro",
+        "v"
+      ],
+      [
+        "fort",
+        "able"
+      ],
+      [
+        "Ġtom",
+        "ato"
+      ],
+      [
+        "Ġmeet",
+        "ing"
+      ],
+      [
+        "Ġob",
+        "ject"
+      ],
+      [
+        "Ġyog",
+        "urt"
+      ],
+      [
+        "Ġtemp",
+        "le"
+      ],
+      [
+        "Ġuncom",
+        "fortable"
+      ],
+      [
+        "e",
+        "f"
+      ],
+      [
+        "u",
+        "es"
+      ],
+      [
+        "ĠT",
+        "ony"
+      ],
+      [
+        "Ġloo",
+        "p"
+      ],
+      [
+        "Ġch",
+        "ubby"
+      ],
+      [
+        "Ġsw",
+        "itch"
+      ],
+      [
+        "Ġsk",
+        "ip"
+      ],
+      [
+        "Ġad",
+        "orable"
+      ],
+      [
+        "Åĵ",
+        "It"
+      ],
+      [
+        "Ġcount",
+        "ing"
+      ],
+      [
+        "Ġcoo",
+        "ked"
+      ],
+      [
+        "Ġp",
+        "ist"
+      ],
+      [
+        "ar",
+        "ian"
+      ],
+      [
+        "en",
+        "ry"
+      ],
+      [
+        "Ġst",
+        "ared"
+      ],
+      [
+        "Ġsh",
+        "ut"
+      ],
+      [
+        "ic",
+        "op"
+      ],
+      [
+        "Ġqu",
+        "ite"
+      ],
+      [
+        "Ġsn",
+        "uggled"
+      ],
+      [
+        "ĠGra",
+        "ndpa"
+      ],
+      [
+        "Ġtrou",
+        "bled"
+      ],
+      [
+        "Ġgigg",
+        "le"
+      ],
+      [
+        "Ġblow",
+        "ing"
+      ],
+      [
+        "Ġhel",
+        "icop"
+      ],
+      [
+        "Ġfis",
+        "her"
+      ],
+      [
+        "Ġpist",
+        "ol"
+      ],
+      [
+        "Ġhelicop",
+        "ter"
+      ],
+      [
+        "p",
+        "ar"
+      ],
+      [
+        "ĠS",
+        "ophie"
+      ],
+      [
+        "oo",
+        "ped"
+      ],
+      [
+        "ip",
+        "s"
+      ],
+      [
+        "Ġnow",
+        "here"
+      ],
+      [
+        "Ġforg",
+        "ave"
+      ],
+      [
+        "Ġmar",
+        "ched"
+      ],
+      [
+        "Ġtreasure",
+        "s"
+      ],
+      [
+        "ho",
+        "st"
+      ],
+      [
+        "Ġpass",
+        "port"
+      ],
+      [
+        "Ġstir",
+        "red"
+      ],
+      [
+        "Ġpus",
+        "hing"
+      ],
+      [
+        "Ġcompetit",
+        "ive"
+      ],
+      [
+        "Ġdestro",
+        "y"
+      ],
+      [
+        "Y",
+        "ay"
+      ],
+      [
+        "a",
+        "ked"
+      ],
+      [
+        "o",
+        "e"
+      ],
+      [
+        "t",
+        "ter"
+      ],
+      [
+        "Ġg",
+        "ir"
+      ],
+      [
+        "Ġg",
+        "host"
+      ],
+      [
+        "an",
+        "ic"
+      ],
+      [
+        "ke",
+        "let"
+      ],
+      [
+        "ht",
+        "ub"
+      ],
+      [
+        "Ġre",
+        "ef"
+      ],
+      [
+        "Ġse",
+        "par"
+      ],
+      [
+        "op",
+        "ard"
+      ],
+      [
+        "pl",
+        "ay"
+      ],
+      [
+        "Ġen",
+        "vel"
+      ],
+      [
+        "Ġbre",
+        "at"
+      ],
+      [
+        "Ġrep",
+        "air"
+      ],
+      [
+        "Ġfoot",
+        "ball"
+      ],
+      [
+        "Ġbat",
+        "htub"
+      ],
+      [
+        "Ġrubb",
+        "er"
+      ],
+      [
+        "Ġang",
+        "el"
+      ],
+      [
+        "Ġtriang",
+        "le"
+      ],
+      [
+        "Ġl",
+        "ed"
+      ],
+      [
+        "Ġm",
+        "ill"
+      ],
+      [
+        "ĠS",
+        "h"
+      ],
+      [
+        "ch",
+        "anic"
+      ],
+      [
+        "Ġnam",
+        "es"
+      ],
+      [
+        "Ġle",
+        "opard"
+      ],
+      [
+        "Ġno",
+        "body"
+      ],
+      [
+        "Ġany",
+        "way"
+      ],
+      [
+        "uc",
+        "t"
+      ],
+      [
+        "ct",
+        "us"
+      ],
+      [
+        "Ġshould",
+        "n"
+      ],
+      [
+        "Ġz",
+        "eb"
+      ],
+      [
+        "Ġgi",
+        "ven"
+      ],
+      [
+        "Ġhold",
+        "s"
+      ],
+      [
+        "Ġbar",
+        "rel"
+      ],
+      [
+        "Ġband",
+        "age"
+      ],
+      [
+        "Ġent",
+        "h"
+      ],
+      [
+        "Dad",
+        "dy"
+      ],
+      [
+        "Ġzeb",
+        "ra"
+      ],
+      [
+        "i",
+        "ves"
+      ],
+      [
+        "u",
+        "be"
+      ],
+      [
+        "y",
+        "ear"
+      ],
+      [
+        "Ġp",
+        "or"
+      ],
+      [
+        "Ġp",
+        "and"
+      ],
+      [
+        "Ġo",
+        "tter"
+      ],
+      [
+        "Ġr",
+        "ibb"
+      ],
+      [
+        "Ġsh",
+        "ield"
+      ],
+      [
+        "Ġme",
+        "chanic"
+      ],
+      [
+        "Ġdon",
+        "â"
+      ],
+      [
+        "Ġdis",
+        "ag"
+      ],
+      [
+        "Ġdis",
+        "play"
+      ],
+      [
+        "Ġmusic",
+        "ian"
+      ],
+      [
+        "cer",
+        "os"
+      ],
+      [
+        "Ġspe",
+        "ak"
+      ],
+      [
+        "Ġca",
+        "b"
+      ],
+      [
+        "Ġca",
+        "ctus"
+      ],
+      [
+        "ĠBet",
+        "sy"
+      ],
+      [
+        "Ġbul",
+        "b"
+      ],
+      [
+        "C",
+        "h"
+      ],
+      [
+        "e",
+        "ath"
+      ],
+      [
+        "i",
+        "kes"
+      ],
+      [
+        "x",
+        "y"
+      ],
+      [
+        "Ġt",
+        "ube"
+      ],
+      [
+        "Ġa",
+        "head"
+      ],
+      [
+        "Ġs",
+        "ummer"
+      ],
+      [
+        "Ġs",
+        "kelet"
+      ],
+      [
+        "Ġp",
+        "urse"
+      ],
+      [
+        "Ġkn",
+        "ob"
+      ],
+      [
+        "Ġdidn",
+        "â"
+      ],
+      [
+        "Ġcouldn",
+        "â"
+      ],
+      [
+        "Ġcol",
+        "ours"
+      ],
+      [
+        "Ġwindow",
+        "s"
+      ],
+      [
+        "oom",
+        "y"
+      ],
+      [
+        "Ġgif",
+        "ted"
+      ],
+      [
+        "Ġcart",
+        "oon"
+      ],
+      [
+        "Ġrhino",
+        "ceros"
+      ],
+      [
+        "g",
+        "l"
+      ],
+      [
+        "he",
+        "art"
+      ],
+      [
+        "Ġs",
+        "ize"
+      ],
+      [
+        "Ġb",
+        "et"
+      ],
+      [
+        "ĠM",
+        "iss"
+      ],
+      [
+        "Ġsc",
+        "rew"
+      ],
+      [
+        "Ġfl",
+        "our"
+      ],
+      [
+        "Ġbl",
+        "in"
+      ],
+      [
+        "ap",
+        "a"
+      ],
+      [
+        "Ġdis",
+        "hes"
+      ],
+      [
+        "Ġrain",
+        "ing"
+      ],
+      [
+        "Ġhop",
+        "ing"
+      ],
+      [
+        "Ġsho",
+        "vel"
+      ],
+      [
+        "Ġmin",
+        "t"
+      ],
+      [
+        "Ġjelly",
+        "fish"
+      ],
+      [
+        "Ġswe",
+        "ater"
+      ],
+      [
+        "Ġchar",
+        "ming"
+      ],
+      [
+        "Ġpengu",
+        "in"
+      ],
+      [
+        "Ġenvel",
+        "ope"
+      ],
+      [
+        "Ġenth",
+        "us"
+      ],
+      [
+        "Ġcab",
+        "in"
+      ],
+      [
+        "re",
+        "c"
+      ],
+      [
+        "Ġp",
+        "ant"
+      ],
+      [
+        "Ġth",
+        "read"
+      ],
+      [
+        "Ġin",
+        "se"
+      ],
+      [
+        "Ġst",
+        "aff"
+      ],
+      [
+        "Ġli",
+        "z"
+      ],
+      [
+        "Ġun",
+        "pack"
+      ],
+      [
+        "Ġwr",
+        "iting"
+      ],
+      [
+        "Ġtra",
+        "sh"
+      ],
+      [
+        "Ġroll",
+        "ing"
+      ],
+      [
+        "Ġwaff",
+        "le"
+      ],
+      [
+        "Ġ",
+        "iron"
+      ],
+      [
+        "Ġw",
+        "ing"
+      ],
+      [
+        "er",
+        "able"
+      ],
+      [
+        "Ġshe",
+        "et"
+      ],
+      [
+        "ĠB",
+        "uddy"
+      ],
+      [
+        "Ġsh",
+        "adow"
+      ],
+      [
+        "Ġro",
+        "ared"
+      ],
+      [
+        "Ġmu",
+        "ff"
+      ],
+      [
+        "Ġair",
+        "port"
+      ],
+      [
+        "Ġce",
+        "iling"
+      ],
+      [
+        "Ġatt",
+        "ic"
+      ],
+      [
+        "Ġorgan",
+        "ize"
+      ],
+      [
+        "Ġstret",
+        "ch"
+      ],
+      [
+        "Ġgrap",
+        "es"
+      ],
+      [
+        "Ġo",
+        "bs"
+      ],
+      [
+        "ĠA",
+        "re"
+      ],
+      [
+        "ĠW",
+        "ould"
+      ],
+      [
+        "ĠIn",
+        "st"
+      ],
+      [
+        "Ġpi",
+        "ano"
+      ],
+      [
+        "Ġsal",
+        "t"
+      ],
+      [
+        "Ġmis",
+        "erable"
+      ],
+      [
+        "Ġc",
+        "ord"
+      ],
+      [
+        "Ġd",
+        "ess"
+      ],
+      [
+        "Ġre",
+        "fused"
+      ],
+      [
+        "Ġsc",
+        "reen"
+      ],
+      [
+        "ĠD",
+        "an"
+      ],
+      [
+        "Ġstr",
+        "ugg"
+      ],
+      [
+        "Ġneed",
+        "le"
+      ],
+      [
+        "Ġbear",
+        "s"
+      ],
+      [
+        "ĠAnd",
+        "y"
+      ],
+      [
+        "Ġhead",
+        "ed"
+      ],
+      [
+        "Ġstick",
+        "y"
+      ],
+      [
+        "Ġfree",
+        "z"
+      ],
+      [
+        "Ġzoom",
+        "ed"
+      ],
+      [
+        "Ġimag",
+        "ined"
+      ],
+      [
+        "Ġmed",
+        "al"
+      ],
+      [
+        "Ġmagn",
+        "et"
+      ],
+      [
+        "rec",
+        "i"
+      ],
+      [
+        "Ġobs",
+        "er"
+      ],
+      [
+        "Ġ",
+        "er"
+      ],
+      [
+        "Ġli",
+        "ves"
+      ],
+      [
+        "ĠA",
+        "l"
+      ],
+      [
+        "ĠP",
+        "at"
+      ],
+      [
+        "Ġapp",
+        "reci"
+      ],
+      [
+        "ass",
+        "es"
+      ],
+      [
+        "Ġsail",
+        "or"
+      ],
+      [
+        "Ġminut",
+        "e"
+      ],
+      [
+        "Ġfisher",
+        "man"
+      ],
+      [
+        "v",
+        "ision"
+      ],
+      [
+        "Ġr",
+        "at"
+      ],
+      [
+        "al",
+        "ed"
+      ],
+      [
+        "Ġbr",
+        "us"
+      ],
+      [
+        "Ġch",
+        "ance"
+      ],
+      [
+        "Ġpo",
+        "st"
+      ],
+      [
+        "Ġsun",
+        "gl"
+      ],
+      [
+        "Ġche",
+        "ek"
+      ],
+      [
+        "ree",
+        "ze"
+      ],
+      [
+        "Ġde",
+        "af"
+      ],
+      [
+        "Ġru",
+        "les"
+      ],
+      [
+        "Ġfrog",
+        "s"
+      ],
+      [
+        "Ġair",
+        "pl"
+      ],
+      [
+        "ĠGo",
+        "d"
+      ],
+      [
+        "Ġstrawber",
+        "ry"
+      ],
+      [
+        "Ġsle",
+        "pt"
+      ],
+      [
+        "Ġliz",
+        "ard"
+      ],
+      [
+        "Ġsungl",
+        "asses"
+      ],
+      [
+        "Ġl",
+        "uck"
+      ],
+      [
+        "Ġin",
+        "f"
+      ],
+      [
+        "Ġbe",
+        "ep"
+      ],
+      [
+        "ĠB",
+        "unny"
+      ],
+      [
+        "Ġme",
+        "as"
+      ],
+      [
+        "Ġro",
+        "d"
+      ],
+      [
+        "Ġor",
+        "der"
+      ],
+      [
+        "Ġrest",
+        "less"
+      ],
+      [
+        "Ġsand",
+        "box"
+      ],
+      [
+        "Ġmess",
+        "age"
+      ],
+      [
+        "ĠJoe",
+        "y"
+      ],
+      [
+        "Ġcomp",
+        "let"
+      ],
+      [
+        "Ġatt",
+        "ract"
+      ],
+      [
+        "Ġgold",
+        "en"
+      ],
+      [
+        "Gra",
+        "ndma"
+      ],
+      [
+        "Ġpil",
+        "ot"
+      ],
+      [
+        "Ġpor",
+        "ch"
+      ],
+      [
+        "L",
+        "ittle"
+      ],
+      [
+        "l",
+        "er"
+      ],
+      [
+        "s",
+        "es"
+      ]
+    ]
+  }
+}
\ No newline at end of file
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+      ],
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+        "Ġmu",
+        "sh"
+      ],
+      [
+        "Ġmonkey",
+        "s"
+      ],
+      [
+        "Ġsal",
+        "ad"
+      ],
+      [
+        "Ġdest",
+        "ro"
+      ],
+      [
+        "Ġresc",
+        "ue"
+      ],
+      [
+        "Ġscoot",
+        "er"
+      ],
+      [
+        "Ġintellig",
+        "ent"
+      ],
+      [
+        "a",
+        "z"
+      ],
+      [
+        "Ġd",
+        "ug"
+      ],
+      [
+        "il",
+        "ing"
+      ],
+      [
+        "an",
+        "ger"
+      ],
+      [
+        "Ġr",
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+      ],
+      [
+        "Ġr",
+        "hino"
+      ],
+      [
+        "Ġsc",
+        "old"
+      ],
+      [
+        "ag",
+        "het"
+      ],
+      [
+        "Ġexp",
+        "er"
+      ],
+      [
+        "Ġbark",
+        "ing"
+      ],
+      [
+        "Ġbanan",
+        "as"
+      ],
+      [
+        "Ġign",
+        "orant"
+      ],
+      [
+        "Ġmic",
+        "ro"
+      ],
+      [
+        "Ġav",
+        "ailable"
+      ],
+      [
+        "Ġgrace",
+        "ful"
+      ],
+      [
+        "Ġmotorcy",
+        "cle"
+      ],
+      [
+        "aghet",
+        "ti"
+      ],
+      [
+        "h",
+        "ood"
+      ],
+      [
+        "ĠS",
+        "n"
+      ],
+      [
+        "Ġe",
+        "arth"
+      ],
+      [
+        "Ġbo",
+        "ots"
+      ],
+      [
+        "Ġsp",
+        "aghetti"
+      ],
+      [
+        "um",
+        "mer"
+      ],
+      [
+        "Ġag",
+        "ree"
+      ],
+      [
+        "Ġbu",
+        "ll"
+      ],
+      [
+        "Ġany",
+        "where"
+      ],
+      [
+        "ĠG",
+        "eorge"
+      ],
+      [
+        "Ġbeh",
+        "ave"
+      ],
+      [
+        "ĠK",
+        "im"
+      ],
+      [
+        "Ġpa",
+        "id"
+      ],
+      [
+        "sc",
+        "ope"
+      ],
+      [
+        "Ġstret",
+        "ched"
+      ],
+      [
+        "Ġfear",
+        "ful"
+      ],
+      [
+        "Ġav",
+        "o"
+      ],
+      [
+        "Ġmicro",
+        "scope"
+      ],
+      [
+        "I",
+        "f"
+      ],
+      [
+        "i",
+        "o"
+      ],
+      [
+        "Ġnot",
+        "eb"
+      ],
+      [
+        "ĠE",
+        "ventually"
+      ],
+      [
+        "Ġold",
+        "er"
+      ],
+      [
+        "Ġsn",
+        "iff"
+      ],
+      [
+        "Ġad",
+        "vice"
+      ],
+      [
+        "Ġstop",
+        "s"
+      ],
+      [
+        "Ġperf",
+        "orm"
+      ],
+      [
+        "Ġfur",
+        "ther"
+      ],
+      [
+        "Ġenv",
+        "ious"
+      ],
+      [
+        "Ġpige",
+        "on"
+      ],
+      [
+        "Ġmush",
+        "room"
+      ],
+      [
+        "Ġnoteb",
+        "ook"
+      ],
+      [
+        "u",
+        "bby"
+      ],
+      [
+        "Ġp",
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+      [
+        "at",
+        "s"
+      ],
+      [
+        "Ġn",
+        "urse"
+      ],
+      [
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+      ],
+      [
+        "Ġth",
+        "under"
+      ],
+      [
+        "Ġcl",
+        "apping"
+      ],
+      [
+        "Ġv",
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+      ],
+      [
+        "Ġbu",
+        "ilt"
+      ],
+      [
+        "ĠC",
+        "l"
+      ],
+      [
+        "Ġun",
+        "com"
+      ],
+      [
+        "Ġshout",
+        "ing"
+      ],
+      [
+        "Ġar",
+        "row"
+      ],
+      [
+        "Ġdraw",
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+      ],
+      [
+        "Ġpro",
+        "v"
+      ],
+      [
+        "fort",
+        "able"
+      ],
+      [
+        "Ġtom",
+        "ato"
+      ],
+      [
+        "Ġmeet",
+        "ing"
+      ],
+      [
+        "Ġob",
+        "ject"
+      ],
+      [
+        "Ġyog",
+        "urt"
+      ],
+      [
+        "Ġtemp",
+        "le"
+      ],
+      [
+        "Ġuncom",
+        "fortable"
+      ],
+      [
+        "e",
+        "f"
+      ],
+      [
+        "u",
+        "es"
+      ],
+      [
+        "ĠT",
+        "ony"
+      ],
+      [
+        "Ġloo",
+        "p"
+      ],
+      [
+        "Ġch",
+        "ubby"
+      ],
+      [
+        "Ġsw",
+        "itch"
+      ],
+      [
+        "Ġsk",
+        "ip"
+      ],
+      [
+        "Ġad",
+        "orable"
+      ],
+      [
+        "Åĵ",
+        "It"
+      ],
+      [
+        "Ġcount",
+        "ing"
+      ],
+      [
+        "Ġcoo",
+        "ked"
+      ],
+      [
+        "Ġp",
+        "ist"
+      ],
+      [
+        "ar",
+        "ian"
+      ],
+      [
+        "en",
+        "ry"
+      ],
+      [
+        "Ġst",
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+      ],
+      [
+        "Ġsh",
+        "ut"
+      ],
+      [
+        "ic",
+        "op"
+      ],
+      [
+        "Ġqu",
+        "ite"
+      ],
+      [
+        "Ġsn",
+        "uggled"
+      ],
+      [
+        "ĠGra",
+        "ndpa"
+      ],
+      [
+        "Ġtrou",
+        "bled"
+      ],
+      [
+        "Ġgigg",
+        "le"
+      ],
+      [
+        "Ġblow",
+        "ing"
+      ],
+      [
+        "Ġhel",
+        "icop"
+      ],
+      [
+        "Ġfis",
+        "her"
+      ],
+      [
+        "Ġpist",
+        "ol"
+      ],
+      [
+        "Ġhelicop",
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+      ],
+      [
+        "p",
+        "ar"
+      ],
+      [
+        "ĠS",
+        "ophie"
+      ],
+      [
+        "oo",
+        "ped"
+      ],
+      [
+        "ip",
+        "s"
+      ],
+      [
+        "Ġnow",
+        "here"
+      ],
+      [
+        "Ġforg",
+        "ave"
+      ],
+      [
+        "Ġmar",
+        "ched"
+      ],
+      [
+        "Ġtreasure",
+        "s"
+      ],
+      [
+        "ho",
+        "st"
+      ],
+      [
+        "Ġpass",
+        "port"
+      ],
+      [
+        "Ġstir",
+        "red"
+      ],
+      [
+        "Ġpus",
+        "hing"
+      ],
+      [
+        "Ġcompetit",
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+      ],
+      [
+        "Ġdestro",
+        "y"
+      ],
+      [
+        "Y",
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+      ],
+      [
+        "a",
+        "ked"
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+      [
+        "o",
+        "e"
+      ],
+      [
+        "t",
+        "ter"
+      ],
+      [
+        "Ġg",
+        "ir"
+      ],
+      [
+        "Ġg",
+        "host"
+      ],
+      [
+        "an",
+        "ic"
+      ],
+      [
+        "ke",
+        "let"
+      ],
+      [
+        "ht",
+        "ub"
+      ],
+      [
+        "Ġre",
+        "ef"
+      ],
+      [
+        "Ġse",
+        "par"
+      ],
+      [
+        "op",
+        "ard"
+      ],
+      [
+        "pl",
+        "ay"
+      ],
+      [
+        "Ġen",
+        "vel"
+      ],
+      [
+        "Ġbre",
+        "at"
+      ],
+      [
+        "Ġrep",
+        "air"
+      ],
+      [
+        "Ġfoot",
+        "ball"
+      ],
+      [
+        "Ġbat",
+        "htub"
+      ],
+      [
+        "Ġrubb",
+        "er"
+      ],
+      [
+        "Ġang",
+        "el"
+      ],
+      [
+        "Ġtriang",
+        "le"
+      ],
+      [
+        "Ġl",
+        "ed"
+      ],
+      [
+        "Ġm",
+        "ill"
+      ],
+      [
+        "ĠS",
+        "h"
+      ],
+      [
+        "ch",
+        "anic"
+      ],
+      [
+        "Ġnam",
+        "es"
+      ],
+      [
+        "Ġle",
+        "opard"
+      ],
+      [
+        "Ġno",
+        "body"
+      ],
+      [
+        "Ġany",
+        "way"
+      ],
+      [
+        "uc",
+        "t"
+      ],
+      [
+        "ct",
+        "us"
+      ],
+      [
+        "Ġshould",
+        "n"
+      ],
+      [
+        "Ġz",
+        "eb"
+      ],
+      [
+        "Ġgi",
+        "ven"
+      ],
+      [
+        "Ġhold",
+        "s"
+      ],
+      [
+        "Ġbar",
+        "rel"
+      ],
+      [
+        "Ġband",
+        "age"
+      ],
+      [
+        "Ġent",
+        "h"
+      ],
+      [
+        "Dad",
+        "dy"
+      ],
+      [
+        "Ġzeb",
+        "ra"
+      ],
+      [
+        "i",
+        "ves"
+      ],
+      [
+        "u",
+        "be"
+      ],
+      [
+        "y",
+        "ear"
+      ],
+      [
+        "Ġp",
+        "or"
+      ],
+      [
+        "Ġp",
+        "and"
+      ],
+      [
+        "Ġo",
+        "tter"
+      ],
+      [
+        "Ġr",
+        "ibb"
+      ],
+      [
+        "Ġsh",
+        "ield"
+      ],
+      [
+        "Ġme",
+        "chanic"
+      ],
+      [
+        "Ġdon",
+        "â"
+      ],
+      [
+        "Ġdis",
+        "ag"
+      ],
+      [
+        "Ġdis",
+        "play"
+      ],
+      [
+        "Ġmusic",
+        "ian"
+      ],
+      [
+        "cer",
+        "os"
+      ],
+      [
+        "Ġspe",
+        "ak"
+      ],
+      [
+        "Ġca",
+        "b"
+      ],
+      [
+        "Ġca",
+        "ctus"
+      ],
+      [
+        "ĠBet",
+        "sy"
+      ],
+      [
+        "Ġbul",
+        "b"
+      ],
+      [
+        "C",
+        "h"
+      ],
+      [
+        "e",
+        "ath"
+      ],
+      [
+        "i",
+        "kes"
+      ],
+      [
+        "x",
+        "y"
+      ],
+      [
+        "Ġt",
+        "ube"
+      ],
+      [
+        "Ġa",
+        "head"
+      ],
+      [
+        "Ġs",
+        "ummer"
+      ],
+      [
+        "Ġs",
+        "kelet"
+      ],
+      [
+        "Ġp",
+        "urse"
+      ],
+      [
+        "Ġkn",
+        "ob"
+      ],
+      [
+        "Ġdidn",
+        "â"
+      ],
+      [
+        "Ġcouldn",
+        "â"
+      ],
+      [
+        "Ġcol",
+        "ours"
+      ],
+      [
+        "Ġwindow",
+        "s"
+      ],
+      [
+        "oom",
+        "y"
+      ],
+      [
+        "Ġgif",
+        "ted"
+      ],
+      [
+        "Ġcart",
+        "oon"
+      ],
+      [
+        "Ġrhino",
+        "ceros"
+      ],
+      [
+        "g",
+        "l"
+      ],
+      [
+        "he",
+        "art"
+      ],
+      [
+        "Ġs",
+        "ize"
+      ],
+      [
+        "Ġb",
+        "et"
+      ],
+      [
+        "ĠM",
+        "iss"
+      ],
+      [
+        "Ġsc",
+        "rew"
+      ],
+      [
+        "Ġfl",
+        "our"
+      ],
+      [
+        "Ġbl",
+        "in"
+      ],
+      [
+        "ap",
+        "a"
+      ],
+      [
+        "Ġdis",
+        "hes"
+      ],
+      [
+        "Ġrain",
+        "ing"
+      ],
+      [
+        "Ġhop",
+        "ing"
+      ],
+      [
+        "Ġsho",
+        "vel"
+      ],
+      [
+        "Ġmin",
+        "t"
+      ],
+      [
+        "Ġjelly",
+        "fish"
+      ],
+      [
+        "Ġswe",
+        "ater"
+      ],
+      [
+        "Ġchar",
+        "ming"
+      ],
+      [
+        "Ġpengu",
+        "in"
+      ],
+      [
+        "Ġenvel",
+        "ope"
+      ],
+      [
+        "Ġenth",
+        "us"
+      ],
+      [
+        "Ġcab",
+        "in"
+      ],
+      [
+        "re",
+        "c"
+      ],
+      [
+        "Ġp",
+        "ant"
+      ],
+      [
+        "Ġth",
+        "read"
+      ],
+      [
+        "Ġin",
+        "se"
+      ],
+      [
+        "Ġst",
+        "aff"
+      ],
+      [
+        "Ġli",
+        "z"
+      ],
+      [
+        "Ġun",
+        "pack"
+      ],
+      [
+        "Ġwr",
+        "iting"
+      ],
+      [
+        "Ġtra",
+        "sh"
+      ],
+      [
+        "Ġroll",
+        "ing"
+      ],
+      [
+        "Ġwaff",
+        "le"
+      ],
+      [
+        "Ġ",
+        "iron"
+      ],
+      [
+        "Ġw",
+        "ing"
+      ],
+      [
+        "er",
+        "able"
+      ],
+      [
+        "Ġshe",
+        "et"
+      ],
+      [
+        "ĠB",
+        "uddy"
+      ],
+      [
+        "Ġsh",
+        "adow"
+      ],
+      [
+        "Ġro",
+        "ared"
+      ],
+      [
+        "Ġmu",
+        "ff"
+      ],
+      [
+        "Ġair",
+        "port"
+      ],
+      [
+        "Ġce",
+        "iling"
+      ],
+      [
+        "Ġatt",
+        "ic"
+      ],
+      [
+        "Ġorgan",
+        "ize"
+      ],
+      [
+        "Ġstret",
+        "ch"
+      ],
+      [
+        "Ġgrap",
+        "es"
+      ],
+      [
+        "Ġo",
+        "bs"
+      ],
+      [
+        "ĠA",
+        "re"
+      ],
+      [
+        "ĠW",
+        "ould"
+      ],
+      [
+        "ĠIn",
+        "st"
+      ],
+      [
+        "Ġpi",
+        "ano"
+      ],
+      [
+        "Ġsal",
+        "t"
+      ],
+      [
+        "Ġmis",
+        "erable"
+      ],
+      [
+        "Ġc",
+        "ord"
+      ],
+      [
+        "Ġd",
+        "ess"
+      ],
+      [
+        "Ġre",
+        "fused"
+      ],
+      [
+        "Ġsc",
+        "reen"
+      ],
+      [
+        "ĠD",
+        "an"
+      ],
+      [
+        "Ġstr",
+        "ugg"
+      ],
+      [
+        "Ġneed",
+        "le"
+      ],
+      [
+        "Ġbear",
+        "s"
+      ],
+      [
+        "ĠAnd",
+        "y"
+      ],
+      [
+        "Ġhead",
+        "ed"
+      ],
+      [
+        "Ġstick",
+        "y"
+      ],
+      [
+        "Ġfree",
+        "z"
+      ],
+      [
+        "Ġzoom",
+        "ed"
+      ],
+      [
+        "Ġimag",
+        "ined"
+      ],
+      [
+        "Ġmed",
+        "al"
+      ],
+      [
+        "Ġmagn",
+        "et"
+      ],
+      [
+        "rec",
+        "i"
+      ],
+      [
+        "Ġobs",
+        "er"
+      ],
+      [
+        "Ġ",
+        "er"
+      ],
+      [
+        "Ġli",
+        "ves"
+      ],
+      [
+        "ĠA",
+        "l"
+      ],
+      [
+        "ĠP",
+        "at"
+      ],
+      [
+        "Ġapp",
+        "reci"
+      ],
+      [
+        "ass",
+        "es"
+      ],
+      [
+        "Ġsail",
+        "or"
+      ],
+      [
+        "Ġminut",
+        "e"
+      ],
+      [
+        "Ġfisher",
+        "man"
+      ],
+      [
+        "v",
+        "ision"
+      ],
+      [
+        "Ġr",
+        "at"
+      ],
+      [
+        "al",
+        "ed"
+      ],
+      [
+        "Ġbr",
+        "us"
+      ],
+      [
+        "Ġch",
+        "ance"
+      ],
+      [
+        "Ġpo",
+        "st"
+      ],
+      [
+        "Ġsun",
+        "gl"
+      ],
+      [
+        "Ġche",
+        "ek"
+      ],
+      [
+        "ree",
+        "ze"
+      ],
+      [
+        "Ġde",
+        "af"
+      ],
+      [
+        "Ġru",
+        "les"
+      ],
+      [
+        "Ġfrog",
+        "s"
+      ],
+      [
+        "Ġair",
+        "pl"
+      ],
+      [
+        "ĠGo",
+        "d"
+      ],
+      [
+        "Ġstrawber",
+        "ry"
+      ],
+      [
+        "Ġsle",
+        "pt"
+      ],
+      [
+        "Ġliz",
+        "ard"
+      ],
+      [
+        "Ġsungl",
+        "asses"
+      ],
+      [
+        "Ġl",
+        "uck"
+      ],
+      [
+        "Ġin",
+        "f"
+      ],
+      [
+        "Ġbe",
+        "ep"
+      ],
+      [
+        "ĠB",
+        "unny"
+      ],
+      [
+        "Ġme",
+        "as"
+      ],
+      [
+        "Ġro",
+        "d"
+      ],
+      [
+        "Ġor",
+        "der"
+      ],
+      [
+        "Ġrest",
+        "less"
+      ],
+      [
+        "Ġsand",
+        "box"
+      ],
+      [
+        "Ġmess",
+        "age"
+      ],
+      [
+        "ĠJoe",
+        "y"
+      ],
+      [
+        "Ġcomp",
+        "let"
+      ],
+      [
+        "Ġatt",
+        "ract"
+      ],
+      [
+        "Ġgold",
+        "en"
+      ],
+      [
+        "Gra",
+        "ndma"
+      ],
+      [
+        "Ġpil",
+        "ot"
+      ],
+      [
+        "Ġpor",
+        "ch"
+      ],
+      [
+        "L",
+        "ittle"
+      ],
+      [
+        "l",
+        "er"
+      ],
+      [
+        "s",
+        "es"
+      ]
+    ]
+  }
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\ No newline at end of file
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+      [
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+      [
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+      [
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+      [
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+      [
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+      [
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+      [
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+      [
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+      [
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+      [
+        "Ġang",
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+      [
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+      [
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+      [
+        "Ġm",
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+      [
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+        "h"
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+      [
+        "ch",
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+      [
+        "Ġnam",
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+      [
+        "Ġle",
+        "opard"
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+      [
+        "Ġno",
+        "body"
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+      [
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+      [
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+      [
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\ No newline at end of file
diff --git a/zain/Activation/out/glu-relu-100L_run/checkpoint-1200/tokenizer_config.json b/zain/Activation/out/glu-relu-100L_run/checkpoint-1200/tokenizer_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..f1578d3b6947e13e4001d559b79d4944be52b9c1
--- /dev/null
+++ b/zain/Activation/out/glu-relu-100L_run/checkpoint-1200/tokenizer_config.json
@@ -0,0 +1,13 @@
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+  "tokenizer_class": "GPT2Tokenizer",
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+}
diff --git a/zain/Activation/out/glu-relu-100L_run/checkpoint-1200/trainer_state.json b/zain/Activation/out/glu-relu-100L_run/checkpoint-1200/trainer_state.json
new file mode 100644
index 0000000000000000000000000000000000000000..c43b31ee230924f8ee63ee605ba05c9dd6ac14f4
--- /dev/null
+++ b/zain/Activation/out/glu-relu-100L_run/checkpoint-1200/trainer_state.json
@@ -0,0 +1,454 @@
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+      [
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+      [
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+        "h"
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+      [
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+        "anic"
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+      [
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+      [
+        "Ġle",
+        "opard"
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+      [
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+        "body"
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+      [
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diff --git a/zain/Activation/out/glu-relu-100L_run/checkpoint-1300/tokenizer_config.json b/zain/Activation/out/glu-relu-100L_run/checkpoint-1300/tokenizer_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..f1578d3b6947e13e4001d559b79d4944be52b9c1
--- /dev/null
+++ b/zain/Activation/out/glu-relu-100L_run/checkpoint-1300/tokenizer_config.json
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+}
diff --git a/zain/Activation/out/glu-relu-100L_run/checkpoint-1300/trainer_state.json b/zain/Activation/out/glu-relu-100L_run/checkpoint-1300/trainer_state.json
new file mode 100644
index 0000000000000000000000000000000000000000..45deaf7557c8e6ae798e242bf6654e6d9b962414
--- /dev/null
+++ b/zain/Activation/out/glu-relu-100L_run/checkpoint-1300/trainer_state.json
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diff --git a/zain/Activation/out/glu-relu-100L_run/checkpoint-1400/tokenizer_config.json b/zain/Activation/out/glu-relu-100L_run/checkpoint-1400/tokenizer_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..f1578d3b6947e13e4001d559b79d4944be52b9c1
--- /dev/null
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+}
diff --git a/zain/Activation/out/glu-relu-100L_run/checkpoint-1400/trainer_state.json b/zain/Activation/out/glu-relu-100L_run/checkpoint-1400/trainer_state.json
new file mode 100644
index 0000000000000000000000000000000000000000..d69bfdc210ea1b12c5669272b67a13978080a624
--- /dev/null
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new file mode 100644
index 0000000000000000000000000000000000000000..f1578d3b6947e13e4001d559b79d4944be52b9c1
--- /dev/null
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new file mode 100644
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new file mode 100644
index 0000000000000000000000000000000000000000..f1578d3b6947e13e4001d559b79d4944be52b9c1
--- /dev/null
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new file mode 100644
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new file mode 100644
index 0000000000000000000000000000000000000000..f1578d3b6947e13e4001d559b79d4944be52b9c1
--- /dev/null
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new file mode 100644
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\ No newline at end of file
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+      [
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+      [
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+      [
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+      [
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+      [
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+      [
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+      [
+        "Ġle",
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\ No newline at end of file
diff --git a/zain/Activation/out/glu-relu-100L_run/checkpoint-300/tokenizer_config.json b/zain/Activation/out/glu-relu-100L_run/checkpoint-300/tokenizer_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..f1578d3b6947e13e4001d559b79d4944be52b9c1
--- /dev/null
+++ b/zain/Activation/out/glu-relu-100L_run/checkpoint-300/tokenizer_config.json
@@ -0,0 +1,13 @@
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+  "tokenizer_class": "GPT2Tokenizer",
+  "unk_token": "<|endoftext|>"
+}
diff --git a/zain/Activation/out/glu-relu-100L_run/checkpoint-300/trainer_state.json b/zain/Activation/out/glu-relu-100L_run/checkpoint-300/trainer_state.json
new file mode 100644
index 0000000000000000000000000000000000000000..288b22963103de0f5f8756657dc5475098382e60
--- /dev/null
+++ b/zain/Activation/out/glu-relu-100L_run/checkpoint-300/trainer_state.json
@@ -0,0 +1,139 @@
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new file mode 100644
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--- /dev/null
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new file mode 100644
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--- /dev/null
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+      [
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+      [
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diff --git a/zain/Activation/out/glu-relu-100L_run/checkpoint-700/tokenizer_config.json b/zain/Activation/out/glu-relu-100L_run/checkpoint-700/tokenizer_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..f1578d3b6947e13e4001d559b79d4944be52b9c1
--- /dev/null
+++ b/zain/Activation/out/glu-relu-100L_run/checkpoint-700/tokenizer_config.json
@@ -0,0 +1,13 @@
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+}
diff --git a/zain/Activation/out/glu-relu-100L_run/checkpoint-700/trainer_state.json b/zain/Activation/out/glu-relu-100L_run/checkpoint-700/trainer_state.json
new file mode 100644
index 0000000000000000000000000000000000000000..8b95f5208ade898382e5ab9d386ee8dcb181d61f
--- /dev/null
+++ b/zain/Activation/out/glu-relu-100L_run/checkpoint-700/trainer_state.json
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+      [
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+      [
+        "Ġloo",
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+      [
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+      [
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+      [
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+      [
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+      [
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+      [
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+      [
+        "Ġm",
+        "ill"
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+      [
+        "ĠS",
+        "h"
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+      [
+        "ch",
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+      [
+        "Ġnam",
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+      [
+        "Ġle",
+        "opard"
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+      [
+        "Ġno",
+        "body"
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+      [
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+      [
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+      [
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\ No newline at end of file
diff --git a/zain/Activation/out/glu-relu-100L_run/checkpoint-900/tokenizer_config.json b/zain/Activation/out/glu-relu-100L_run/checkpoint-900/tokenizer_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..f1578d3b6947e13e4001d559b79d4944be52b9c1
--- /dev/null
+++ b/zain/Activation/out/glu-relu-100L_run/checkpoint-900/tokenizer_config.json
@@ -0,0 +1,13 @@
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+  "tokenizer_class": "GPT2Tokenizer",
+  "unk_token": "<|endoftext|>"
+}
diff --git a/zain/Activation/out/glu-relu-100L_run/checkpoint-900/trainer_state.json b/zain/Activation/out/glu-relu-100L_run/checkpoint-900/trainer_state.json
new file mode 100644
index 0000000000000000000000000000000000000000..2b988ace991c3d97224ab3902d30b8d1d87bd765
--- /dev/null
+++ b/zain/Activation/out/glu-relu-100L_run/checkpoint-900/trainer_state.json
@@ -0,0 +1,349 @@
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+{"step": 1720, "epoch": 0.11594202898550725, "timestamp": 1786736840.5897448, "loss": 2.2250885009765624, "grad_norm": 0.58203125, "learning_rate": 0.0007, "train/total_time_seconds": 403.21755231916904, "train/time_per_step_avg": 0.23316142350435257, "train/epoch_time_elapsed": 492.5084802210331, "train/estimated_remaining_minutes": 3.0475745233425564}
+{"step": 1740, "epoch": 0.1172901921132457, "timestamp": 1786736846.1938398, "loss": 2.2179065704345704, "grad_norm": 0.396484375, "learning_rate": 0.0007, "train/total_time_seconds": 407.86075868457556, "train/time_per_step_avg": 0.2330707174912095, "train/epoch_time_elapsed": 498.11257506906986, "train/estimated_remaining_minutes": 2.969101308431776}
diff --git a/zain/Activation/sweep.py b/zain/Activation/sweep.py
index 34f3e697106be503f3f3de51fa42077e356b1398..051c20f74d5437d2d47990265c6f6f4472cf26cd 100644
--- a/zain/Activation/sweep.py
+++ b/zain/Activation/sweep.py
@@ -1,5 +1,6 @@
 #!/usr/bin/env python3
 """Sweep explicit GLU / MLP variants with identical data and hyperparameters."""
+
 import argparse
 import copy
 import json
@@ -12,11 +13,17 @@ import yaml
 import wandb
 import torch
 from transformers import AutoTokenizer, set_seed
-from exp import TinyLlamaConfig, TinyLlamaForCausalLM, build_dataset, create_trainer
+from exp import (
+    TinyLlamaConfig,
+    TinyLlamaForCausalLM,
+    build_dataset,
+    create_trainer,
+    fetch_latest_checkpoint_from_hub,
+    ResumeFreezeOverrideCallback,
+)
 
 
 def format_param_count(total_params: int) -> str:
-    """Return human‑readable string with M or B suffix, 1 decimal."""
     if total_params >= 1e9:
         return f"{total_params / 1e9:.1f}B"
     else:
@@ -24,21 +31,12 @@ def format_param_count(total_params: int) -> str:
 
 
 def parse_variant(variant: str):
-    """
-    Parse variant string into (prefix, activation, layers).
-    Supports:
-        glu-silu-waleed10
-        glu-situglu_low-10L
-        mlp-waleed10
-    """
     parts = variant.split('-')
     if len(parts) < 2:
         raise ValueError(f"Invalid variant format: '{variant}'. Expected: <glu|mlp>-<activation>[-<layers>L]")
-
     prefix = parts[0]
     if prefix not in ('glu', 'mlp'):
         raise ValueError(f"Invalid prefix: '{prefix}'. Must be 'glu' or 'mlp'.")
-
     last = parts[-1]
     if last.endswith('L') and last[:-1].isdigit():
         layers = int(last[:-1])
@@ -46,22 +44,15 @@ def parse_variant(variant: str):
     else:
         layers = None
         activation = '-'.join(parts[1:])
-
     if not activation:
         raise ValueError(f"Missing activation name in variant: '{variant}'")
-
     return prefix, activation, layers
 
 
 def main():
     parser = argparse.ArgumentParser()
     parser.add_argument("--config", required=True, help="Base YAML config")
-    parser.add_argument(
-        "--variants",
-        nargs="+",
-        required=True,
-        help="List of variants: e.g. glu-silu-10L mlp-relu-8L"
-    )
+    parser.add_argument("--variants", nargs="+", required=True, help="List of variants")
     parser.add_argument("--push", action="store_true")
     args = parser.parse_args()
 
@@ -71,7 +62,6 @@ def main():
     seed = base.get("training", {}).get("seed", 42)
     set_seed(seed)
 
-    # Force all runs into a specific WandB project (read from config)
     wandb_project = base.get("training", {}).get("wandb_project")
     if wandb_project:
         os.environ["WANDB_PROJECT"] = wandb_project
@@ -93,8 +83,7 @@ def main():
 
         if prefix == "mlp" and act in ("situglu", "waleed", "situglu_low", "waleedglu_low"):
             raise ValueError(
-                f"Activation '{act}' requires a gated architecture (GLU). "
-                f"Please use 'glu-{act}' instead."
+                f"Activation '{act}' requires GLU. Please use 'glu-{act}'."
             )
 
         cfg = copy.deepcopy(base)
@@ -103,16 +92,43 @@ def main():
         if layers is not None:
             cfg["model"]["num_hidden_layers"] = layers
 
-        # --------------------------------------------------------------
-        # ENSURE LAYER COUNT IS ALWAYS INCLUDED IN ALL NAMES
-        # Read the final layer count from the config after any override.
-        # --------------------------------------------------------------
         actual_layers = cfg["model"]["num_hidden_layers"]
         variant_label = f"{prefix}-{act}-{actual_layers}L"
 
-        out_dir = Path(cfg["training"]["output_dir"]).parent / f"{variant_label}_run"
+        # Output directory: add _trash if override enabled
+        go = cfg.get("gradient_override", {})
+        if go.get("enabled", False):
+            base_out = Path(cfg["training"]["output_dir"]).parent
+            variant_name = variant_label + "_trash_run"
+        else:
+            base_out = Path(cfg["training"]["output_dir"]).parent
+            variant_name = variant_label + "_run"
+
+        out_dir = base_out / variant_name
         cfg["training"]["output_dir"] = str(out_dir)
 
+        # Checkpoint fetching
+        checkpoint_path = None
+        resume_cfg = cfg.get("training", {})
+        if resume_cfg.get("resume_from_hub", False):
+            hub_cfg = cfg.get("hub", {})
+            repo_id = hub_cfg.get("repo_id")
+            subpath = hub_cfg.get("subpath", "")
+            if not repo_id:
+                raise ValueError("hub.repo_id must be set when resume_from_hub is true")
+            checkpoint_step = resume_cfg.get("checkpoint_step")
+            print(f"[Resume] Fetching {variant_label} from HF Hub: {repo_id}/{subpath}/{variant_label}_run")
+            checkpoint_path = fetch_latest_checkpoint_from_hub(
+                repo_id=repo_id,
+                subpath=subpath,
+                variant=variant_label,
+                checkpoint_step=checkpoint_step,
+            )
+            print(f"[Resume] Downloaded to: {checkpoint_path}")
+        elif resume_cfg.get("resume_from"):
+            print("[Warning] resume_from set to a specific path; all variants will try to use the same checkpoint.")
+            checkpoint_path = resume_cfg.get("resume_from")
+
         set_seed(seed)
 
         print(f"\n{'='*60}\n>>> Variant: {variant_label} | Out: {out_dir}\n{'='*60}")
@@ -134,26 +150,67 @@ def main():
 
         trainer = create_trainer(model, tokenizer, cfg, train_ds, eval_ds)
 
+        # ---- CRITICAL FIX: manually set trainer on the callback ----
+        freeze_mlp = cfg["training"].get("freeze_mlp", False)
+        override_enabled = go.get("enabled", False)
+        if freeze_mlp or override_enabled:
+            for cb in trainer.callback_handler.callbacks:
+                if isinstance(cb, ResumeFreezeOverrideCallback):
+                    cb._trainer = trainer
+                    break
+
+            # Also delete optimizer.pt from the checkpoint so the Trainer doesn't try to load it
+            if checkpoint_path is not None and os.path.isdir(checkpoint_path):
+                opt_path = os.path.join(checkpoint_path, "optimizer.pt")
+                if os.path.exists(opt_path):
+                    os.remove(opt_path)
+                    print("[Freeze] Removed optimizer.pt from checkpoint to avoid state mismatch.")
+
+        # ---- NOW TRAIN ----
         try:
-            trainer.train()
+            trainer.train(resume_from_checkpoint=checkpoint_path)
             metrics = trainer.evaluate()
             results.append({
                 "variant": variant_label,
                 "eval_loss": metrics.get("eval_loss"),
                 "out": str(out_dir),
                 "run_name": run_name,
+                "status": "success",
             })
             trainer.save_model(str(out_dir))
             if args.push or cfg["training"].get("push_to_hub", False):
                 trainer.push_to_hub()
+            print(f">>> FINISHED {variant_label} successfully")
+
+        except Exception as e:
+            print(f"!!! VARIANT {variant_label} FAILED with: {e}")
+            import traceback
+            traceback.print_exc()
+            results.append({
+                "variant": variant_label,
+                "error": str(e),
+                "out": str(out_dir),
+                "status": "failed",
+            })
+            # Continue with next variant
+            continue
+
         finally:
             wandb.finish()
+            torch.cuda.empty_cache()   # free memory before next variant
 
     summary = Path(base["training"]["output_dir"]).parent / "sweep_summary.json"
     summary.write_text(json.dumps(results, indent=2))
     print("\nSweep complete:")
     for r in results:
-        print(f"  {r['variant']:20s}  eval_loss={r['eval_loss']:.4f}")
+        if r.get("status") == "success":
+            print(f"  {r['variant']:20s}  eval_loss={r['eval_loss']:.4f}")
+        else:
+            print(f"  {r['variant']:20s}  FAILED: {r.get('error', 'unknown')}")
+
+    # Return non-zero exit code if any variant failed
+    if any(r.get("status") == "failed" for r in results):
+        sys.exit(1)
 
 
 if __name__ == "__main__":
diff --git a/zain/Activation/train.py b/zain/Activation/train.py
index 89f432497e0b28051da726621a06b2578b5d5d64..3c6316d307634b3bb47660566497207c10195e3b 100644
--- a/zain/Activation/train.py
+++ b/zain/Activation/train.py
@@ -1,17 +1,28 @@
 #!/usr/bin/env python3
-"""Train one TinyLlama variant from a YAML config."""
+"""Train one TinyLlama variant with optional resume from HF Hub."""
+
 import argparse
 import yaml
 import os
 import torch
+from pathlib import Path
 
 from transformers import AutoTokenizer, set_seed
-from exp import TinyLlamaConfig, TinyLlamaForCausalLM, build_dataset, create_trainer
+from exp import (
+    TinyLlamaConfig,
+    TinyLlamaForCausalLM,
+    build_dataset,
+    create_trainer,
+    fetch_latest_checkpoint_from_hub,
+    ResumeFreezeOverrideCallback,
+)
 
 
 def main():
     parser = argparse.ArgumentParser()
     parser.add_argument("--config", required=True, help="Path to YAML config")
+    parser.add_argument("--variant", required=True, help="e.g., glu-silu-100L")
+    parser.add_argument("--resume_from", help="Local checkpoint path (overrides config)")
     parser.add_argument("--push", action="store_true", help="Push final model to HF Hub")
     args = parser.parse_args()
 
@@ -21,18 +32,50 @@ def main():
     seed = cfg.get("training", {}).get("seed", 42)
     set_seed(seed)
 
-    # -------------------------------------------------------------------------
-    # LOCK WANDB PROJECT: read from config, force into environment.
-    # -------------------------------------------------------------------------
     wandb_project = cfg.get("training", {}).get("wandb_project")
     if wandb_project:
         os.environ["WANDB_PROJECT"] = wandb_project
         print(f"[WandB] Project locked to: {wandb_project}")
-    # -------------------------------------------------------------------------
 
+    # Determine checkpoint path
+    checkpoint_path = None
+    if args.resume_from:
+        checkpoint_path = args.resume_from
+        print(f"[Resume] Using CLI-provided local path: {checkpoint_path}")
+    else:
+        resume_config = cfg.get("training", {})
+        if resume_config.get("resume_from_hub", False):
+            hub_cfg = cfg.get("hub", {})
+            repo_id = hub_cfg.get("repo_id")
+            subpath = hub_cfg.get("subpath", "")
+            if not repo_id:
+                raise ValueError("hub.repo_id must be set when resume_from_hub is true")
+            checkpoint_step = resume_config.get("checkpoint_step")
+            print(f"[Resume] Fetching from HF Hub: {repo_id}/{subpath}/{args.variant}_run")
+            checkpoint_path = fetch_latest_checkpoint_from_hub(
+                repo_id=repo_id,
+                subpath=subpath,
+                variant=args.variant,
+                checkpoint_step=checkpoint_step,
+            )
+            print(f"[Resume] Downloaded to: {checkpoint_path}")
+        elif resume_config.get("resume_from"):
+            checkpoint_path = resume_config.get("resume_from")
+            print(f"[Resume] Using config-provided local path: {checkpoint_path}")
+
+    # Build model & tokenizer
     model_cfg = cfg["model"]
     train_cfg = cfg.get("training", {})
 
+    # Output dir with _trash if override enabled
+    go = cfg.get("gradient_override", {})
+    if go.get("enabled", False):
+        base_out = Path(train_cfg.get("output_dir", "./out"))
+        variant_name = args.variant + "_trash"
+        output_dir = base_out / variant_name
+        train_cfg["output_dir"] = str(output_dir)
+        print(f"[Override] Output directory set to: {output_dir}")
+
     tok_name = model_cfg.pop("tokenizer_name", "meta-llama/Llama-2-7b-hf")
     tokenizer = AutoTokenizer.from_pretrained(tok_name)
     if tokenizer.pad_token is None:
@@ -50,7 +93,23 @@ def main():
     eval_ds = build_dataset(tokenizer, max_seq_len=msl, split="validation", max_samples=None)
 
     trainer = create_trainer(model, tokenizer, cfg, train_ds, eval_ds)
-    trainer.train()
+
+    # Manually set trainer on callback if freezing/override is enabled
+    freeze_mlp = train_cfg.get("freeze_mlp", False)
+    override_enabled = go.get("enabled", False)
+    if freeze_mlp or override_enabled:
+        for cb in trainer.callback_handler.callbacks:
+            if isinstance(cb, ResumeFreezeOverrideCallback):
+                cb._trainer = trainer
+                break
+        # Delete optimizer.pt to avoid state mismatch
+        if checkpoint_path is not None and os.path.isdir(checkpoint_path):
+            opt_path = os.path.join(checkpoint_path, "optimizer.pt")
+            if os.path.exists(opt_path):
+                os.remove(opt_path)
+                print("[Freeze] Removed optimizer.pt from checkpoint.")
+
+    trainer.train(resume_from_checkpoint=checkpoint_path)
 
     out = train_cfg.get("output_dir", "./out")
     trainer.save_model(out)
diff --git a/zain/Activation/wandb/debug-internal.log b/zain/Activation/wandb/debug-internal.log
index 6ac3d150638495e6d47240b49fe49ab00710765f..e5f6f90b80bd341c5b8802ef2814cfb34e41dd47 100644
--- a/zain/Activation/wandb/debug-internal.log
+++ b/zain/Activation/wandb/debug-internal.log
@@ -1,119 +1,75 @@
-{"time":"2026-08-12T23:37:04.659535647Z","level":"INFO","msg":"wandb-core"}
-{"time":"2026-08-12T23:37:04.659713088Z","level":"INFO","msg":"stream: starting","core version":"0.28.1"}
-{"time":"2026-08-12T23:37:04.922724672Z","level":"INFO","msg":"stream: created new stream","id":"tpo5j00e"}
-{"time":"2026-08-12T23:37:04.922802037Z","level":"INFO","msg":"handler: started"}
-{"time":"2026-08-12T23:37:04.922869688Z","level":"INFO","msg":"stream: started"}
-{"time":"2026-08-12T23:37:04.92287935Z","level":"INFO","msg":"writer: started","stream_id":"tpo5j00e"}
-{"time":"2026-08-12T23:37:04.922905677Z","level":"INFO","msg":"sender: started"}
-{"time":"2026-08-12T23:37:05.873245481Z","level":"INFO","msg":"filestream: sending request","total_files":1,"console_offset":0,"console_lines":1}
-{"time":"2026-08-12T23:37:05.976836036Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
-{"time":"2026-08-12T23:37:20.873549402Z","level":"INFO","msg":"filestream: sending request","total_files":4,"history_offset":0,"history_lines":2,"events_offset":0,"events_lines":2,"console_offset":0,"console_lines":3,"uploaded_len":2}
-{"time":"2026-08-12T23:37:21.046938976Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
-{"time":"2026-08-12T23:37:35.873403247Z","level":"INFO","msg":"filestream: sending request","total_files":4,"history_offset":2,"history_lines":3,"events_offset":2,"events_lines":2,"console_offset":0,"console_lines":1}
-{"time":"2026-08-12T23:37:35.987842224Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
-{"time":"2026-08-12T23:37:50.873628839Z","level":"INFO","msg":"filestream: sending request","total_files":4,"history_offset":5,"history_lines":2,"events_offset":4,"events_lines":2,"console_offset":3,"console_lines":10}
-{"time":"2026-08-12T23:37:51.002271058Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
-{"time":"2026-08-12T23:38:05.873482676Z","level":"INFO","msg":"filestream: sending request","total_files":4,"history_offset":7,"history_lines":3,"events_offset":6,"events_lines":2,"console_offset":10,"console_lines":1}
-{"time":"2026-08-12T23:38:06.053532244Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
-{"time":"2026-08-12T23:38:20.874242569Z","level":"INFO","msg":"filestream: sending request","total_files":4,"history_offset":10,"history_lines":3,"events_offset":8,"events_lines":2,"console_offset":13,"console_lines":11}
-{"time":"2026-08-12T23:38:21.011343881Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
-{"time":"2026-08-12T23:38:35.873927769Z","level":"INFO","msg":"filestream: sending request","total_files":4,"history_offset":13,"history_lines":2,"events_offset":10,"events_lines":2,"console_offset":20,"console_lines":1}
-{"time":"2026-08-12T23:38:36.001089695Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
-{"time":"2026-08-12T23:38:50.87405577Z","level":"INFO","msg":"filestream: sending request","total_files":4,"history_offset":15,"history_lines":3,"events_offset":12,"events_lines":2,"console_offset":24,"console_lines":10}
-{"time":"2026-08-12T23:38:51.005082427Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
-{"time":"2026-08-12T23:39:05.874376666Z","level":"INFO","msg":"filestream: sending request","total_files":4,"history_offset":18,"history_lines":2,"events_offset":14,"events_lines":2,"console_offset":30,"console_lines":1}
-{"time":"2026-08-12T23:39:06.017367832Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
-{"time":"2026-08-12T23:39:20.874387696Z","level":"INFO","msg":"filestream: sending request","total_files":4,"history_offset":20,"history_lines":3,"events_offset":16,"events_lines":2,"console_offset":34,"console_lines":10}
-{"time":"2026-08-12T23:39:21.01825087Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
-{"time":"2026-08-12T23:39:35.873696527Z","level":"INFO","msg":"filestream: sending request","total_files":4,"history_offset":23,"history_lines":3,"events_offset":18,"events_lines":2,"console_offset":40,"console_lines":1}
-{"time":"2026-08-12T23:39:36.03804034Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
-{"time":"2026-08-12T23:39:50.874252929Z","level":"INFO","msg":"filestream: sending request","total_files":4,"history_offset":26,"history_lines":2,"events_offset":20,"events_lines":2,"console_offset":44,"console_lines":10}
-{"time":"2026-08-12T23:39:51.062458509Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
-{"time":"2026-08-12T23:40:05.874313285Z","level":"INFO","msg":"filestream: sending request","total_files":4,"history_offset":28,"history_lines":3,"events_offset":22,"events_lines":2,"console_offset":50,"console_lines":1}
-{"time":"2026-08-12T23:40:06.080511399Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
-{"time":"2026-08-12T23:40:20.873571774Z","level":"INFO","msg":"filestream: sending request","total_files":4,"history_offset":31,"history_lines":3,"events_offset":24,"events_lines":2,"console_offset":54,"console_lines":11}
-{"time":"2026-08-12T23:40:20.98995242Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
-{"time":"2026-08-12T23:40:35.873978401Z","level":"INFO","msg":"filestream: sending request","total_files":4,"history_offset":34,"history_lines":2,"events_offset":26,"events_lines":2,"console_offset":60,"console_lines":1}
-{"time":"2026-08-12T23:40:36.01278686Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
-{"time":"2026-08-12T23:40:50.874152142Z","level":"INFO","msg":"filestream: sending request","total_files":4,"history_offset":36,"history_lines":3,"events_offset":28,"events_lines":2,"console_offset":65,"console_lines":10}
-{"time":"2026-08-12T23:40:51.035169968Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
-{"time":"2026-08-12T23:41:05.874071812Z","level":"INFO","msg":"filestream: sending request","total_files":4,"history_offset":39,"history_lines":2,"events_offset":30,"events_lines":2,"console_offset":70,"console_lines":1}
-{"time":"2026-08-12T23:41:06.28590686Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
-{"time":"2026-08-12T23:41:20.873943526Z","level":"INFO","msg":"filestream: sending request","total_files":4,"history_offset":41,"history_lines":3,"events_offset":32,"events_lines":2,"console_offset":75,"console_lines":10}
-{"time":"2026-08-12T23:41:21.027108603Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
-{"time":"2026-08-12T23:41:35.873830974Z","level":"INFO","msg":"filestream: sending request","total_files":4,"history_offset":44,"history_lines":3,"events_offset":34,"events_lines":2,"console_offset":80,"console_lines":1}
-{"time":"2026-08-12T23:41:36.078356676Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
-{"time":"2026-08-12T23:41:50.873636726Z","level":"INFO","msg":"filestream: sending request","total_files":4,"history_offset":47,"history_lines":2,"events_offset":36,"events_lines":2,"console_offset":85,"console_lines":10}
-{"time":"2026-08-12T23:41:51.044183601Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
-{"time":"2026-08-12T23:42:05.874083993Z","level":"INFO","msg":"filestream: sending request","total_files":4,"history_offset":49,"history_lines":3,"events_offset":38,"events_lines":2,"console_offset":90,"console_lines":1}
-{"time":"2026-08-12T23:42:06.045472783Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
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+{"time":"2026-08-14T19:46:38.246172391Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
+{"time":"2026-08-14T19:46:53.082202046Z","level":"INFO","msg":"filestream: sending request","total_files":4,"history_offset":78,"history_lines":3,"events_offset":59,"events_lines":2,"console_offset":152,"console_lines":1}
+{"time":"2026-08-14T19:46:53.199640426Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
+{"time":"2026-08-14T19:47:08.082208814Z","level":"INFO","msg":"filestream: sending request","total_files":4,"history_offset":81,"history_lines":2,"events_offset":61,"events_lines":2,"console_offset":156,"console_lines":10}
+{"time":"2026-08-14T19:47:08.270580647Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
+{"time":"2026-08-14T19:47:23.082723967Z","level":"INFO","msg":"filestream: sending request","total_files":4,"history_offset":83,"history_lines":3,"events_offset":63,"events_lines":2,"console_offset":162,"console_lines":1}
+{"time":"2026-08-14T19:47:23.199983359Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
diff --git a/zain/Activation/wandb/debug.log b/zain/Activation/wandb/debug.log
index 8b9a3b8624a10c84ab7d971b991a4bffc49f6927..3728babda49437110aa182dde70cf73dc85241b9 100644
--- a/zain/Activation/wandb/debug.log
+++ b/zain/Activation/wandb/debug.log
@@ -1,25 +1,23 @@
-2026-08-12 23:37:04,658 INFO    MainThread:3978000 [wandb_init.py:setup_run_log_directory():729] Logging user logs to /mnt/data/zainulabideen/zain-exp/notebooks/zain/Activation/wandb/run-20260812_233704-tpo5j00e/logs/debug.log
-2026-08-12 23:37:04,658 INFO    MainThread:3978000 [wandb_init.py:setup_run_log_directory():730] Logging internal logs to /mnt/data/zainulabideen/zain-exp/notebooks/zain/Activation/wandb/run-20260812_233704-tpo5j00e/logs/debug-internal.log
-2026-08-12 23:37:04,658 INFO    MainThread:3978000 [wandb_init.py:init():772] calling init triggers
-2026-08-12 23:37:04,658 INFO    MainThread:3978000 [wandb_init.py:init():777] wandb.init called with sweep_config: {}
+2026-08-14 19:39:07,368 INFO    MainThread:171901 [wandb_setup.py:_flush():81] Current SDK version is 0.28.1
+2026-08-14 19:39:07,368 INFO    MainThread:171901 [wandb_setup.py:_flush():81] Configure stats pid to 171901
+2026-08-14 19:39:07,368 INFO    MainThread:171901 [wandb_setup.py:_flush():81] Loading settings from environment variables
+2026-08-14 19:39:07,368 INFO    MainThread:171901 [wandb_init.py:setup_run_log_directory():729] Logging user logs to /mnt/data/zainulabideen/zain-exp/notebooks/zain/Activation/wandb/run-20260814_193907-kk1xbqht/logs/debug.log
+2026-08-14 19:39:07,368 INFO    MainThread:171901 [wandb_init.py:setup_run_log_directory():730] Logging internal logs to /mnt/data/zainulabideen/zain-exp/notebooks/zain/Activation/wandb/run-20260814_193907-kk1xbqht/logs/debug-internal.log
+2026-08-14 19:39:07,368 INFO    MainThread:171901 [wandb_init.py:init():772] calling init triggers
+2026-08-14 19:39:07,368 INFO    MainThread:171901 [wandb_init.py:init():777] wandb.init called with sweep_config: {}
 config: {'_wandb': {}}
-2026-08-12 23:37:04,658 INFO    MainThread:3978000 [wandb_init.py:init():820] starting backend
-2026-08-12 23:37:04,658 INFO    MainThread:3978000 [wandb_init.py:init():826] Connected to an existing wandb-core service via WANDB_SERVICE
-2026-08-12 23:37:04,658 INFO    MainThread:3978000 [wandb_init.py:init():835] sending inform_init request
-2026-08-12 23:37:04,923 INFO    MainThread:3978000 [wandb_init.py:init():840] backend started and connected
-2026-08-12 23:37:04,924 INFO    MainThread:3978000 [wandb_init.py:init():910] updated telemetry
-2026-08-12 23:37:04,931 INFO    MainThread:3978000 [wandb_init.py:init():933] communicating run to backend with 90.0 second timeout
-2026-08-12 23:37:05,231 INFO    MainThread:3978000 [wandb_init.py:init():978] starting run threads in backend
-2026-08-12 23:37:05,308 INFO    MainThread:3978000 [wandb_run.py:_console_start():2621] atexit reg
-2026-08-12 23:37:05,309 INFO    MainThread:3978000 [wandb_run.py:_redirect():2471] redirect: wrap_raw
-2026-08-12 23:37:05,309 INFO    MainThread:3978000 [wandb_run.py:_redirect():2540] Wrapping output streams.
-2026-08-12 23:37:05,309 INFO    MainThread:3978000 [wandb_run.py:_redirect():2563] Redirects installed.
-2026-08-12 23:37:05,309 INFO    MainThread:3978000 [wandb_init.py:init():1016] run started, returning control to user process
-2026-08-12 23:37:05,310 INFO    MainThread:3978000 [wandb_run.py:_config_callback():1346] config_cb None None {'transformers_version': '5.16.0.dev0', 'architectures': None, 'output_hidden_states': False, 'return_dict': True, 'dtype': None, 'chunk_size_feed_forward': 0, 'is_encoder_decoder': False, 'id2label': {0: 'LABEL_0', 1: 'LABEL_1'}, 'label2id': {'LABEL_0': 0, 'LABEL_1': 1}, 'problem_type': None, 'vocab_size': 4096, 'hidden_size': 128, 'intermediate_size': 256, 'num_hidden_layers': 100, 'num_attention_heads': 4, 'num_key_value_heads': 4, 'hidden_act': 'silu', 'max_position_embeddings': 512, 'initializer_range': 0.02, 'rms_norm_eps': 1e-06, 'use_cache': False, 'pad_token_id': 0, 'bos_token_id': 1, 'eos_token_id': 2, 'pretraining_tp': 1, 'tie_word_embeddings': True, 'rope_parameters': {'rope_theta': 10000.0, 'rope_type': 'default'}, 'attention_bias': False, 'attention_dropout': 0.0, 'mlp_bias': False, 'head_dim': 32, '_name_or_path': '', 'tokenizer_name': 'w-ahmad/tiny-stories-tokenizer', 'mlp_type': 'glu', 'activation': 'linear', 'waleed_beta': 10.0, 'model_type': 'tiny_llama', 'output_attentions': False, 'output_dir': 'out/glu-linear-100L_run', 'per_device_train_batch_size': 64, 'num_train_epochs': 1, 'max_steps': 2500, 'learning_rate': 0.0007, 'lr_scheduler_type': 'constant_with_warmup', 'lr_scheduler_kwargs': None, 'warmup_steps': 500, 'optim': 'adamw_torch_fused', 'optim_args': None, 'weight_decay': 0.0, 'adam_beta1': 0.9, 'adam_beta2': 0.999, 'adam_epsilon': 1e-08, 'optim_target_modules': None, 'gradient_accumulation_steps': 1, 'average_tokens_across_devices': True, 'max_grad_norm': 1.0, 'label_smoothing_factor': 0.0, 'bf16': True, 'fp16': False, 'bf16_full_eval': False, 'fp16_full_eval': False, 'tf32': None, 'gradient_checkpointing': False, 'gradient_checkpointing_kwargs': None, 'torch_compile': False, 'torch_compile_backend': None, 'torch_compile_mode': None, 'use_liger_kernel': False, 'liger_kernel_config': None, 'neftune_noise_alpha': None, 'torch_empty_cache_steps': None, 'auto_find_batch_size': False, 'logging_strategy': 'steps', 'logging_steps': 20, 'logging_first_step': False, 'log_on_each_node': True, 'logging_nan_inf_filter': True, 'include_num_input_tokens_seen': 'no', 'log_level': 'passive', 'log_level_replica': 'warning', 'disable_tqdm': False, 'report_to': ['wandb'], 'run_name': 'LM-glu-linear-100L-16.9M-20260812-233703', 'project': 'huggingface', 'trackio_space_id': None, 'trackio_bucket_id': None, 'trackio_static_space_id': None, 'eval_strategy': 'steps', 'eval_steps': 2498, 'eval_delay': 0, 'per_device_eval_batch_size': 1024, 'prediction_loss_only': False, 'eval_on_start': False, 'eval_do_concat_batches': True, 'eval_use_gather_object': False, 'eval_accumulation_steps': None, 'include_for_metrics': [], 'batch_eval_metrics': False, 'save_only_model': False, 'save_strategy': 'steps', 'save_steps': 100, 'save_on_each_node': False, 'save_total_limit': None, 'enable_jit_checkpoint': False, 'push_to_hub': False, 'hub_token': '<HUB_TOKEN>', 'hub_private_repo': None, 'hub_model_id': 'w-ahmad/6L-glu-linear-100L', 'hub_strategy': 'every_save', 'hub_always_push': False, 'hub_revision': None, 'load_best_model_at_end': False, 'metric_for_best_model': None, 'greater_is_better': None, 'ignore_data_skip': False, 'restore_callback_states_from_checkpoint': False, 'full_determinism': False, 'seed': 42, 'data_seed': 42, 'use_cpu': False, 'accelerator_config': {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}, 'parallelism_config': None, 'dataloader_drop_last': False, 'dataloader_num_workers': 0, 'dataloader_pin_memory': True, 'dataloader_persistent_workers': False, 'dataloader_prefetch_factor': None, 'dataloader_multiprocessing_context': None, 'dataloader_in_order': True, 'remove_unused_columns': False, 'label_names': None, 'train_sampling_strategy': 'random', 'length_column_name': 'length', 'ddp_find_unused_parameters': None, 'ddp_bucket_cap_mb': None, 'ddp_broadcast_buffers': None, 'ddp_static_graph': None, 'ddp_backend': None, 'ddp_timeout': 1800, 'fsdp': None, 'fsdp_config': None, 'deepspeed': None, 'debug': [], 'skip_memory_metrics': True, 'do_train': False, 'do_eval': True, 'do_predict': False, 'resume_from_checkpoint': None, 'local_rank': -1}
-2026-08-12 23:37:05,315 INFO    MainThread:3978000 [wandb_config.py:__setitem__():155] [no run ID] config set model/num_parameters = 16934016 - <bound method Run._config_callback of <wandb.sdk.wandb_run.Run object at 0x14d9ca094510>>
-2026-08-12 23:37:05,315 INFO    MainThread:3978000 [wandb_run.py:_config_callback():1346] config_cb model/num_parameters 16934016 None
-2026-08-12 23:49:56,215 INFO    MainThread:3978000 [wandb_run.py:_finish():2383] finishing run deepnevro-deepnevro/research3/tpo5j00e
-2026-08-12 23:49:56,216 INFO    MainThread:3978000 [wandb_run.py:_atexit_cleanup():2588] got exitcode: 0
-2026-08-12 23:49:56,216 INFO    MainThread:3978000 [wandb_run.py:_restore():2570] restore
-2026-08-12 23:49:56,216 INFO    MainThread:3978000 [wandb_run.py:_restore():2576] restore done
-2026-08-12 23:49:56,704 INFO    MainThread:3978000 [wandb_run.py:_footer_sync_info():3993] logging synced files
+2026-08-14 19:39:07,368 INFO    MainThread:171901 [wandb_init.py:init():820] starting backend
+2026-08-14 19:39:07,368 INFO    MainThread:171901 [wandb_init.py:init():826] Connected to an existing wandb-core service via WANDB_SERVICE
+2026-08-14 19:39:07,369 INFO    MainThread:171901 [wandb_init.py:init():835] sending inform_init request
+2026-08-14 19:39:07,640 INFO    MainThread:171901 [wandb_init.py:init():840] backend started and connected
+2026-08-14 19:39:07,643 INFO    MainThread:171901 [wandb_init.py:init():910] updated telemetry
+2026-08-14 19:39:07,650 INFO    MainThread:171901 [wandb_init.py:init():933] communicating run to backend with 90.0 second timeout
+2026-08-14 19:39:07,997 INFO    MainThread:171901 [wandb_init.py:init():978] starting run threads in backend
+2026-08-14 19:39:08,072 INFO    MainThread:171901 [wandb_run.py:_console_start():2621] atexit reg
+2026-08-14 19:39:08,072 INFO    MainThread:171901 [wandb_run.py:_redirect():2471] redirect: wrap_raw
+2026-08-14 19:39:08,072 INFO    MainThread:171901 [wandb_run.py:_redirect():2540] Wrapping output streams.
+2026-08-14 19:39:08,072 INFO    MainThread:171901 [wandb_run.py:_redirect():2563] Redirects installed.
+2026-08-14 19:39:08,075 INFO    MainThread:171901 [wandb_init.py:init():1016] run started, returning control to user process
+2026-08-14 19:39:08,075 INFO    MainThread:171901 [wandb_run.py:_config_callback():1346] config_cb None None {'transformers_version': '5.16.0.dev0', 'architectures': None, 'output_hidden_states': False, 'return_dict': True, 'dtype': None, 'chunk_size_feed_forward': 0, 'is_encoder_decoder': False, 'id2label': {0: 'LABEL_0', 1: 'LABEL_1'}, 'label2id': {'LABEL_0': 0, 'LABEL_1': 1}, 'problem_type': None, 'vocab_size': 4096, 'hidden_size': 128, 'intermediate_size': 256, 'num_hidden_layers': 100, 'num_attention_heads': 4, 'num_key_value_heads': 4, 'hidden_act': 'silu', 'max_position_embeddings': 512, 'initializer_range': 0.02, 'rms_norm_eps': 1e-06, 'use_cache': False, 'pad_token_id': 0, 'bos_token_id': 1, 'eos_token_id': 2, 'pretraining_tp': 1, 'tie_word_embeddings': True, 'rope_parameters': {'rope_theta': 10000.0, 'rope_type': 'default'}, 'attention_bias': False, 'attention_dropout': 0.0, 'mlp_bias': False, 'head_dim': 32, '_name_or_path': '', 'tokenizer_name': 'w-ahmad/tiny-stories-tokenizer', 'mlp_type': 'glu', 'activation': 'relu', 'waleed_beta': 4, 'model_type': 'tiny_llama', 'output_attentions': False, 'output_dir': 'out/glu-relu-100L_run', 'per_device_train_batch_size': 64, 'num_train_epochs': 1, 'max_steps': 2500, 'learning_rate': 0.0007, 'lr_scheduler_type': 'constant_with_warmup', 'lr_scheduler_kwargs': None, 'warmup_steps': 500, 'optim': 'adamw_torch_fused', 'optim_args': None, 'weight_decay': 0.0, 'adam_beta1': 0.9, 'adam_beta2': 0.999, 'adam_epsilon': 1e-08, 'optim_target_modules': None, 'gradient_accumulation_steps': 1, 'average_tokens_across_devices': True, 'max_grad_norm': 1.0, 'label_smoothing_factor': 0.0, 'bf16': True, 'fp16': False, 'bf16_full_eval': False, 'fp16_full_eval': False, 'tf32': None, 'gradient_checkpointing': False, 'gradient_checkpointing_kwargs': None, 'torch_compile': False, 'torch_compile_backend': None, 'torch_compile_mode': None, 'use_liger_kernel': False, 'liger_kernel_config': None, 'neftune_noise_alpha': None, 'torch_empty_cache_steps': None, 'auto_find_batch_size': False, 'logging_strategy': 'steps', 'logging_steps': 20, 'logging_first_step': False, 'log_on_each_node': True, 'logging_nan_inf_filter': True, 'include_num_input_tokens_seen': 'no', 'log_level': 'passive', 'log_level_replica': 'warning', 'disable_tqdm': False, 'report_to': ['wandb'], 'run_name': 'LM-glu-relu-100L-16.9M-20260814-193906', 'project': 'huggingface', 'trackio_space_id': None, 'trackio_bucket_id': None, 'trackio_static_space_id': None, 'eval_strategy': 'steps', 'eval_steps': 2498, 'eval_delay': 0, 'per_device_eval_batch_size': 1024, 'prediction_loss_only': False, 'eval_on_start': False, 'eval_do_concat_batches': True, 'eval_use_gather_object': False, 'eval_accumulation_steps': None, 'include_for_metrics': [], 'batch_eval_metrics': False, 'save_only_model': False, 'save_strategy': 'steps', 'save_steps': 100, 'save_on_each_node': False, 'save_total_limit': None, 'enable_jit_checkpoint': False, 'push_to_hub': False, 'hub_token': '<HUB_TOKEN>', 'hub_private_repo': None, 'hub_model_id': 'w-ahmad/6L-glu-relu-100L', 'hub_strategy': 'every_save', 'hub_always_push': False, 'hub_revision': None, 'load_best_model_at_end': False, 'metric_for_best_model': None, 'greater_is_better': None, 'ignore_data_skip': False, 'restore_callback_states_from_checkpoint': False, 'full_determinism': False, 'seed': 42, 'data_seed': 42, 'use_cpu': False, 'accelerator_config': {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}, 'parallelism_config': None, 'dataloader_drop_last': False, 'dataloader_num_workers': 0, 'dataloader_pin_memory': True, 'dataloader_persistent_workers': False, 'dataloader_prefetch_factor': None, 'dataloader_multiprocessing_context': None, 'dataloader_in_order': True, 'remove_unused_columns': False, 'label_names': None, 'train_sampling_strategy': 'random', 'length_column_name': 'length', 'ddp_find_unused_parameters': None, 'ddp_bucket_cap_mb': None, 'ddp_broadcast_buffers': None, 'ddp_static_graph': None, 'ddp_backend': None, 'ddp_timeout': 1800, 'fsdp': None, 'fsdp_config': None, 'deepspeed': None, 'debug': [], 'skip_memory_metrics': True, 'do_train': False, 'do_eval': True, 'do_predict': False, 'resume_from_checkpoint': None, 'local_rank': -1}
+2026-08-14 19:39:08,080 INFO    MainThread:171901 [wandb_config.py:__setitem__():155] [no run ID] config set model/num_parameters = 16934016 - <bound method Run._config_callback of <wandb.sdk.wandb_run.Run object at 0x1505b8bc5f90>>
+2026-08-14 19:39:08,080 INFO    MainThread:171901 [wandb_run.py:_config_callback():1346] config_cb model/num_parameters 16934016 None
diff --git a/zain/Activation/wandb/run-20260814_193907-kk1xbqht/files/output.log b/zain/Activation/wandb/run-20260814_193907-kk1xbqht/files/output.log
new file mode 100644
index 0000000000000000000000000000000000000000..0d13a09c9320f5e2073189394fa33854e563f85f
--- /dev/null
+++ b/zain/Activation/wandb/run-20260814_193907-kk1xbqht/files/output.log
@@ -0,0 +1,175 @@
+  0%|          | 0/2500 [00:00<?, ?it/s][transformers] `use_return_dict` is deprecated! Use `return_dict` instead!
+[INFO] Causal mask (float with -inf) applied to all attention layers.
+  4%|▍         | 100/2500 [00:28<11:14,  3.56it/s][transformers] TinyLlamaForCausalLM has generative capabilities, as `prepare_inputs_for_generation` is explicitly defined. However, it doesn't directly inherit from `GenerationMixin`. From 👉v4.50👈 onwards, `PreTrainedModel` will NOT inherit from `GenerationMixin`, and this model will lose the ability to call `generate` and other related functions.
+{'loss': '8.299', 'grad_norm': '2.094', 'learning_rate': '2.66e-05', 'epoch': '0.001348', 'train/total_time_seconds': '5.345', 'train/time_per_step_avg': '0.2673', 'train/epoch_time_elapsed': '6.445', 'train/estimated_remaining_minutes': '11.05'}
+{'loss': '8.046', 'grad_norm': '1.336', 'learning_rate': '5.46e-05', 'epoch': '0.002696', 'train/total_time_seconds': '10.01', 'train/time_per_step_avg': '0.2503', 'train/epoch_time_elapsed': '12.1', 'train/estimated_remaining_minutes': '10.26'}
+{'loss': '7.839', 'grad_norm': '1.273', 'learning_rate': '8.26e-05', 'epoch': '0.004044', 'train/total_time_seconds': '14.65', 'train/time_per_step_avg': '0.2441', 'train/epoch_time_elapsed': '17.7', 'train/estimated_remaining_minutes': '9.927'}
+{'loss': '7.575', 'grad_norm': '1.266', 'learning_rate': '0.0001106', 'epoch': '0.005393', 'train/total_time_seconds': '19.28', 'train/time_per_step_avg': '0.241', 'train/epoch_time_elapsed': '23.3', 'train/estimated_remaining_minutes': '9.719'}
+{'loss': '7.236', 'grad_norm': '1.195', 'learning_rate': '0.0001386', 'epoch': '0.006741', 'train/total_time_seconds': '23.92', 'train/time_per_step_avg': '0.2392', 'train/epoch_time_elapsed': '28.9', 'train/estimated_remaining_minutes': '9.567'}
+  - If you're using `trust_remote_code=True`, you can get rid of this warning by loading the model with an auto class. See https://huggingface.co/docs/transformers/en/model_doc/auto#auto-classes
+  - If you are the owner of the model architecture code, please modify your model class such that it inherits from `GenerationMixin` (after `PreTrainedModel`, otherwise you'll get an exception).
+  - If you are not the owner of the model architecture class, please contact the model code owner to update it.
+Writing model shards: 100%|██████████| 1/1 [00:00<00:00, 13.39it/s]
+  8%|▊         | 200/2500 [00:57<10:50,  3.53it/s][transformers] TinyLlamaForCausalLM has generative capabilities, as `prepare_inputs_for_generation` is explicitly defined. However, it doesn't directly inherit from `GenerationMixin`. From 👉v4.50👈 onwards, `PreTrainedModel` will NOT inherit from `GenerationMixin`, and this model will lose the ability to call `generate` and other related functions.
+{'loss': '6.862', 'grad_norm': '1.141', 'learning_rate': '0.0001666', 'epoch': '0.008089', 'train/total_time_seconds': '28.62', 'train/time_per_step_avg': '0.2327', 'train/epoch_time_elapsed': '34.9', 'train/estimated_remaining_minutes': '9.46'}
+{'loss': '6.508', 'grad_norm': '1.023', 'learning_rate': '0.0001946', 'epoch': '0.009437', 'train/total_time_seconds': '33.28', 'train/time_per_step_avg': '0.2327', 'train/epoch_time_elapsed': '40.54', 'train/estimated_remaining_minutes': '9.351'}
+{'loss': '6.216', 'grad_norm': '1.078', 'learning_rate': '0.0002226', 'epoch': '0.01079', 'train/total_time_seconds': '37.95', 'train/time_per_step_avg': '0.2331', 'train/epoch_time_elapsed': '46.2', 'train/estimated_remaining_minutes': '9.251'}
+{'loss': '5.984', 'grad_norm': '0.7617', 'learning_rate': '0.0002506', 'epoch': '0.01213', 'train/total_time_seconds': '42.6', 'train/time_per_step_avg': '0.2332', 'train/epoch_time_elapsed': '51.81', 'train/estimated_remaining_minutes': '9.15'}
+{'loss': '5.757', 'grad_norm': '0.8242', 'learning_rate': '0.0002786', 'epoch': '0.01348', 'train/total_time_seconds': '47.29', 'train/time_per_step_avg': '0.2337', 'train/epoch_time_elapsed': '57.51', 'train/estimated_remaining_minutes': '9.063'}
+  - If you're using `trust_remote_code=True`, you can get rid of this warning by loading the model with an auto class. See https://huggingface.co/docs/transformers/en/model_doc/auto#auto-classes
+  - If you are the owner of the model architecture code, please modify your model class such that it inherits from `GenerationMixin` (after `PreTrainedModel`, otherwise you'll get an exception).
+  - If you are not the owner of the model architecture class, please contact the model code owner to update it.
+Writing model shards: 100%|██████████| 1/1 [00:00<00:00, 18.54it/s]
+ 12%|█▏        | 300/2500 [01:26<10:29,  3.49it/s][transformers] TinyLlamaForCausalLM has generative capabilities, as `prepare_inputs_for_generation` is explicitly defined. However, it doesn't directly inherit from `GenerationMixin`. From 👉v4.50👈 onwards, `PreTrainedModel` will NOT inherit from `GenerationMixin`, and this model will lose the ability to call `generate` and other related functions.
+{'loss': '5.531', 'grad_norm': '1.172', 'learning_rate': '0.0003066', 'epoch': '0.01483', 'train/total_time_seconds': '51.93', 'train/time_per_step_avg': '0.2332', 'train/epoch_time_elapsed': '63.38', 'train/estimated_remaining_minutes': '8.971'}
+{'loss': '5.294', 'grad_norm': '1.117', 'learning_rate': '0.0003346', 'epoch': '0.01618', 'train/total_time_seconds': '56.86', 'train/time_per_step_avg': '0.2358', 'train/epoch_time_elapsed': '69.31', 'train/estimated_remaining_minutes': '8.924'}
+{'loss': '5.056', 'grad_norm': '0.9453', 'learning_rate': '0.0003626', 'epoch': '0.01753', 'train/total_time_seconds': '61.5', 'train/time_per_step_avg': '0.2355', 'train/epoch_time_elapsed': '74.93', 'train/estimated_remaining_minutes': '8.831'}
+{'loss': '4.798', 'grad_norm': '0.9492', 'learning_rate': '0.0003906', 'epoch': '0.01887', 'train/total_time_seconds': '66.17', 'train/time_per_step_avg': '0.2358', 'train/epoch_time_elapsed': '80.58', 'train/estimated_remaining_minutes': '8.744'}
+{'loss': '4.595', 'grad_norm': '1.422', 'learning_rate': '0.0004186', 'epoch': '0.02022', 'train/total_time_seconds': '70.82', 'train/time_per_step_avg': '0.2354', 'train/epoch_time_elapsed': '86.23', 'train/estimated_remaining_minutes': '8.656'}
+  - If you're using `trust_remote_code=True`, you can get rid of this warning by loading the model with an auto class. See https://huggingface.co/docs/transformers/en/model_doc/auto#auto-classes
+  - If you are the owner of the model architecture code, please modify your model class such that it inherits from `GenerationMixin` (after `PreTrainedModel`, otherwise you'll get an exception).
+  - If you are not the owner of the model architecture class, please contact the model code owner to update it.
+Writing model shards: 100%|██████████| 1/1 [00:00<00:00, 13.08it/s]
+ 16%|█▌        | 400/2500 [01:54<09:49,  3.56it/s][transformers] TinyLlamaForCausalLM has generative capabilities, as `prepare_inputs_for_generation` is explicitly defined. However, it doesn't directly inherit from `GenerationMixin`. From 👉v4.50👈 onwards, `PreTrainedModel` will NOT inherit from `GenerationMixin`, and this model will lose the ability to call `generate` and other related functions.
+{'loss': '4.399', 'grad_norm': '1.227', 'learning_rate': '0.0004466', 'epoch': '0.02157', 'train/total_time_seconds': '75.49', 'train/time_per_step_avg': '0.2356', 'train/epoch_time_elapsed': '92.15', 'train/estimated_remaining_minutes': '8.571'}
+{'loss': '4.241', 'grad_norm': '0.5547', 'learning_rate': '0.0004746', 'epoch': '0.02292', 'train/total_time_seconds': '80.14', 'train/time_per_step_avg': '0.2328', 'train/epoch_time_elapsed': '97.79', 'train/estimated_remaining_minutes': '8.485'}
+{'loss': '4.102', 'grad_norm': '0.8398', 'learning_rate': '0.0005026', 'epoch': '0.02427', 'train/total_time_seconds': '84.8', 'train/time_per_step_avg': '0.233', 'train/epoch_time_elapsed': '103.4', 'train/estimated_remaining_minutes': '8.402'}
+{'loss': '3.975', 'grad_norm': '0.707', 'learning_rate': '0.0005306', 'epoch': '0.02562', 'train/total_time_seconds': '89.46', 'train/time_per_step_avg': '0.2329', 'train/epoch_time_elapsed': '109.1', 'train/estimated_remaining_minutes': '8.318'}
+{'loss': '3.84', 'grad_norm': '0.6172', 'learning_rate': '0.0005586', 'epoch': '0.02696', 'train/total_time_seconds': '94.11', 'train/time_per_step_avg': '0.2328', 'train/epoch_time_elapsed': '114.7', 'train/estimated_remaining_minutes': '8.234'}
+  - If you're using `trust_remote_code=True`, you can get rid of this warning by loading the model with an auto class. See https://huggingface.co/docs/transformers/en/model_doc/auto#auto-classes
+  - If you are the owner of the model architecture code, please modify your model class such that it inherits from `GenerationMixin` (after `PreTrainedModel`, otherwise you'll get an exception).
+  - If you are not the owner of the model architecture class, please contact the model code owner to update it.
+Writing model shards: 100%|██████████| 1/1 [00:00<00:00, 17.07it/s]
+ 20%|██        | 500/2500 [02:23<09:22,  3.56it/s][transformers] TinyLlamaForCausalLM has generative capabilities, as `prepare_inputs_for_generation` is explicitly defined. However, it doesn't directly inherit from `GenerationMixin`. From 👉v4.50👈 onwards, `PreTrainedModel` will NOT inherit from `GenerationMixin`, and this model will lose the ability to call `generate` and other related functions.
+{'loss': '3.749', 'grad_norm': '0.918', 'learning_rate': '0.0005866', 'epoch': '0.02831', 'train/total_time_seconds': '98.76', 'train/time_per_step_avg': '0.2327', 'train/epoch_time_elapsed': '120.7', 'train/estimated_remaining_minutes': '8.152'}
+{'loss': '3.683', 'grad_norm': '0.6133', 'learning_rate': '0.0006146', 'epoch': '0.02966', 'train/total_time_seconds': '103.4', 'train/time_per_step_avg': '0.2327', 'train/epoch_time_elapsed': '126.3', 'train/estimated_remaining_minutes': '8.069'}
+{'loss': '3.587', 'grad_norm': '0.875', 'learning_rate': '0.0006426', 'epoch': '0.03101', 'train/total_time_seconds': '108.1', 'train/time_per_step_avg': '0.2326', 'train/epoch_time_elapsed': '131.9', 'train/estimated_remaining_minutes': '7.987'}
+{'loss': '3.517', 'grad_norm': '0.5469', 'learning_rate': '0.0006706', 'epoch': '0.03236', 'train/total_time_seconds': '112.7', 'train/time_per_step_avg': '0.2327', 'train/epoch_time_elapsed': '137.5', 'train/estimated_remaining_minutes': '7.907'}
+{'loss': '3.439', 'grad_norm': '0.668', 'learning_rate': '0.0006986', 'epoch': '0.0337', 'train/total_time_seconds': '117.4', 'train/time_per_step_avg': '0.2327', 'train/epoch_time_elapsed': '143.2', 'train/estimated_remaining_minutes': '7.825'}
+  - If you're using `trust_remote_code=True`, you can get rid of this warning by loading the model with an auto class. See https://huggingface.co/docs/transformers/en/model_doc/auto#auto-classes
+  - If you are the owner of the model architecture code, please modify your model class such that it inherits from `GenerationMixin` (after `PreTrainedModel`, otherwise you'll get an exception).
+  - If you are not the owner of the model architecture class, please contact the model code owner to update it.
+Writing model shards: 100%|██████████| 1/1 [00:00<00:00, 16.31it/s]
+ 24%|██▍       | 600/2500 [02:51<08:54,  3.56it/s][transformers] TinyLlamaForCausalLM has generative capabilities, as `prepare_inputs_for_generation` is explicitly defined. However, it doesn't directly inherit from `GenerationMixin`. From 👉v4.50👈 onwards, `PreTrainedModel` will NOT inherit from `GenerationMixin`, and this model will lose the ability to call `generate` and other related functions.
+{'loss': '3.386', 'grad_norm': '0.543', 'learning_rate': '0.0007', 'epoch': '0.03505', 'train/total_time_seconds': '122.4', 'train/time_per_step_avg': '0.2361', 'train/epoch_time_elapsed': '149.5', 'train/estimated_remaining_minutes': '7.766'}
+{'loss': '3.309', 'grad_norm': '0.6016', 'learning_rate': '0.0007', 'epoch': '0.0364', 'train/total_time_seconds': '127', 'train/time_per_step_avg': '0.236', 'train/epoch_time_elapsed': '155.1', 'train/estimated_remaining_minutes': '7.683'}
+{'loss': '3.261', 'grad_norm': '0.5586', 'learning_rate': '0.0007', 'epoch': '0.03775', 'train/total_time_seconds': '131.7', 'train/time_per_step_avg': '0.2359', 'train/epoch_time_elapsed': '160.7', 'train/estimated_remaining_minutes': '7.601'}
+{'loss': '3.205', 'grad_norm': '0.6133', 'learning_rate': '0.0007', 'epoch': '0.0391', 'train/total_time_seconds': '136.3', 'train/time_per_step_avg': '0.2358', 'train/epoch_time_elapsed': '166.3', 'train/estimated_remaining_minutes': '7.521'}
+{'loss': '3.173', 'grad_norm': '0.5234', 'learning_rate': '0.0007', 'epoch': '0.04044', 'train/total_time_seconds': '141', 'train/time_per_step_avg': '0.236', 'train/epoch_time_elapsed': '172', 'train/estimated_remaining_minutes': '7.44'}
+  - If you're using `trust_remote_code=True`, you can get rid of this warning by loading the model with an auto class. See https://huggingface.co/docs/transformers/en/model_doc/auto#auto-classes
+  - If you are the owner of the model architecture code, please modify your model class such that it inherits from `GenerationMixin` (after `PreTrainedModel`, otherwise you'll get an exception).
+  - If you are not the owner of the model architecture class, please contact the model code owner to update it.
+Writing model shards: 100%|██████████| 1/1 [00:00<00:00, 17.39it/s]
+ 28%|██▊       | 700/2500 [03:20<08:27,  3.55it/s][transformers] TinyLlamaForCausalLM has generative capabilities, as `prepare_inputs_for_generation` is explicitly defined. However, it doesn't directly inherit from `GenerationMixin`. From 👉v4.50👈 onwards, `PreTrainedModel` will NOT inherit from `GenerationMixin`, and this model will lose the ability to call `generate` and other related functions.
+{'loss': '3.115', 'grad_norm': '0.5781', 'learning_rate': '0.0007', 'epoch': '0.04179', 'train/total_time_seconds': '145.6', 'train/time_per_step_avg': '0.2328', 'train/epoch_time_elapsed': '177.9', 'train/estimated_remaining_minutes': '7.36'}
+{'loss': '3.097', 'grad_norm': '0.4766', 'learning_rate': '0.0007', 'epoch': '0.04314', 'train/total_time_seconds': '150.3', 'train/time_per_step_avg': '0.2329', 'train/epoch_time_elapsed': '183.5', 'train/estimated_remaining_minutes': '7.28'}
+{'loss': '3.043', 'grad_norm': '0.4531', 'learning_rate': '0.0007', 'epoch': '0.04449', 'train/total_time_seconds': '155', 'train/time_per_step_avg': '0.233', 'train/epoch_time_elapsed': '189.2', 'train/estimated_remaining_minutes': '7.2'}
+{'loss': '3.021', 'grad_norm': '0.4551', 'learning_rate': '0.0007', 'epoch': '0.04584', 'train/total_time_seconds': '159.6', 'train/time_per_step_avg': '0.2328', 'train/epoch_time_elapsed': '194.8', 'train/estimated_remaining_minutes': '7.119'}
+{'loss': '2.977', 'grad_norm': '0.4199', 'learning_rate': '0.0007', 'epoch': '0.04719', 'train/total_time_seconds': '164.3', 'train/time_per_step_avg': '0.2329', 'train/epoch_time_elapsed': '200.5', 'train/estimated_remaining_minutes': '7.04'}
+  - If you're using `trust_remote_code=True`, you can get rid of this warning by loading the model with an auto class. See https://huggingface.co/docs/transformers/en/model_doc/auto#auto-classes
+  - If you are the owner of the model architecture code, please modify your model class such that it inherits from `GenerationMixin` (after `PreTrainedModel`, otherwise you'll get an exception).
+  - If you are not the owner of the model architecture class, please contact the model code owner to update it.
+Writing model shards: 100%|██████████| 1/1 [00:00<00:00, 18.91it/s]
+ 32%|███▏      | 800/2500 [03:49<08:00,  3.54it/s][transformers] TinyLlamaForCausalLM has generative capabilities, as `prepare_inputs_for_generation` is explicitly defined. However, it doesn't directly inherit from `GenerationMixin`. From 👉v4.50👈 onwards, `PreTrainedModel` will NOT inherit from `GenerationMixin`, and this model will lose the ability to call `generate` and other related functions.
+{'loss': '2.943', 'grad_norm': '0.4902', 'learning_rate': '0.0007', 'epoch': '0.04853', 'train/total_time_seconds': '168.9', 'train/time_per_step_avg': '0.2327', 'train/epoch_time_elapsed': '206.4', 'train/estimated_remaining_minutes': '6.96'}
+{'loss': '2.906', 'grad_norm': '0.4805', 'learning_rate': '0.0007', 'epoch': '0.04988', 'train/total_time_seconds': '173.6', 'train/time_per_step_avg': '0.2326', 'train/epoch_time_elapsed': '212', 'train/estimated_remaining_minutes': '6.88'}
+{'loss': '2.891', 'grad_norm': '0.498', 'learning_rate': '0.0007', 'epoch': '0.05123', 'train/total_time_seconds': '178.2', 'train/time_per_step_avg': '0.2325', 'train/epoch_time_elapsed': '217.6', 'train/estimated_remaining_minutes': '6.8'}
+{'loss': '2.898', 'grad_norm': '0.5', 'learning_rate': '0.0007', 'epoch': '0.05258', 'train/total_time_seconds': '183.2', 'train/time_per_step_avg': '0.2357', 'train/epoch_time_elapsed': '223.6', 'train/estimated_remaining_minutes': '6.732'}
+{'loss': '2.846', 'grad_norm': '0.4668', 'learning_rate': '0.0007', 'epoch': '0.05393', 'train/total_time_seconds': '187.8', 'train/time_per_step_avg': '0.2357', 'train/epoch_time_elapsed': '229.2', 'train/estimated_remaining_minutes': '6.652'}
+  - If you're using `trust_remote_code=True`, you can get rid of this warning by loading the model with an auto class. See https://huggingface.co/docs/transformers/en/model_doc/auto#auto-classes
+  - If you are the owner of the model architecture code, please modify your model class such that it inherits from `GenerationMixin` (after `PreTrainedModel`, otherwise you'll get an exception).
+  - If you are not the owner of the model architecture class, please contact the model code owner to update it.
+Writing model shards: 100%|██████████| 1/1 [00:00<00:00, 18.76it/s]
+ 36%|███▌      | 900/2500 [04:17<07:27,  3.57it/s][transformers] TinyLlamaForCausalLM has generative capabilities, as `prepare_inputs_for_generation` is explicitly defined. However, it doesn't directly inherit from `GenerationMixin`. From 👉v4.50👈 onwards, `PreTrainedModel` will NOT inherit from `GenerationMixin`, and this model will lose the ability to call `generate` and other related functions.
+{'loss': '2.832', 'grad_norm': '0.4727', 'learning_rate': '0.0007', 'epoch': '0.05527', 'train/total_time_seconds': '192.5', 'train/time_per_step_avg': '0.2356', 'train/epoch_time_elapsed': '235.1', 'train/estimated_remaining_minutes': '6.572'}
+{'loss': '2.801', 'grad_norm': '0.5', 'learning_rate': '0.0007', 'epoch': '0.05662', 'train/total_time_seconds': '197.1', 'train/time_per_step_avg': '0.2355', 'train/epoch_time_elapsed': '240.7', 'train/estimated_remaining_minutes': '6.492'}
+{'loss': '2.757', 'grad_norm': '0.4336', 'learning_rate': '0.0007', 'epoch': '0.05797', 'train/total_time_seconds': '201.8', 'train/time_per_step_avg': '0.2356', 'train/epoch_time_elapsed': '246.3', 'train/estimated_remaining_minutes': '6.412'}
+{'loss': '2.734', 'grad_norm': '0.4707', 'learning_rate': '0.0007', 'epoch': '0.05932', 'train/total_time_seconds': '206.4', 'train/time_per_step_avg': '0.2327', 'train/epoch_time_elapsed': '252', 'train/estimated_remaining_minutes': '6.334'}
+{'loss': '2.718', 'grad_norm': '0.5469', 'learning_rate': '0.0007', 'epoch': '0.06067', 'train/total_time_seconds': '211.1', 'train/time_per_step_avg': '0.2325', 'train/epoch_time_elapsed': '257.6', 'train/estimated_remaining_minutes': '6.254'}
+  - If you're using `trust_remote_code=True`, you can get rid of this warning by loading the model with an auto class. See https://huggingface.co/docs/transformers/en/model_doc/auto#auto-classes
+  - If you are the owner of the model architecture code, please modify your model class such that it inherits from `GenerationMixin` (after `PreTrainedModel`, otherwise you'll get an exception).
+  - If you are not the owner of the model architecture class, please contact the model code owner to update it.
+Writing model shards: 100%|██████████| 1/1 [00:00<00:00, 13.35it/s]
+ 40%|████      | 1000/2500 [04:46<07:01,  3.56it/s][transformers] TinyLlamaForCausalLM has generative capabilities, as `prepare_inputs_for_generation` is explicitly defined. However, it doesn't directly inherit from `GenerationMixin`. From 👉v4.50👈 onwards, `PreTrainedModel` will NOT inherit from `GenerationMixin`, and this model will lose the ability to call `generate` and other related functions.
+{'loss': '2.692', 'grad_norm': '0.5625', 'learning_rate': '0.0007', 'epoch': '0.06202', 'train/total_time_seconds': '215.7', 'train/time_per_step_avg': '0.2326', 'train/epoch_time_elapsed': '263.6', 'train/estimated_remaining_minutes': '6.175'}
+{'loss': '2.679', 'grad_norm': '0.4434', 'learning_rate': '0.0007', 'epoch': '0.06336', 'train/total_time_seconds': '220.4', 'train/time_per_step_avg': '0.2327', 'train/epoch_time_elapsed': '269.2', 'train/estimated_remaining_minutes': '6.096'}
+{'loss': '2.651', 'grad_norm': '0.4668', 'learning_rate': '0.0007', 'epoch': '0.06471', 'train/total_time_seconds': '225', 'train/time_per_step_avg': '0.2329', 'train/epoch_time_elapsed': '274.8', 'train/estimated_remaining_minutes': '6.017'}
+{'loss': '2.632', 'grad_norm': '0.4336', 'learning_rate': '0.0007', 'epoch': '0.06606', 'train/total_time_seconds': '229.7', 'train/time_per_step_avg': '0.2331', 'train/epoch_time_elapsed': '280.5', 'train/estimated_remaining_minutes': '5.939'}
+{'loss': '2.631', 'grad_norm': '0.4707', 'learning_rate': '0.0007', 'epoch': '0.06741', 'train/total_time_seconds': '234.5', 'train/time_per_step_avg': '0.2338', 'train/epoch_time_elapsed': '286.3', 'train/estimated_remaining_minutes': '5.862'}
+  - If you're using `trust_remote_code=True`, you can get rid of this warning by loading the model with an auto class. See https://huggingface.co/docs/transformers/en/model_doc/auto#auto-classes
+  - If you are the owner of the model architecture code, please modify your model class such that it inherits from `GenerationMixin` (after `PreTrainedModel`, otherwise you'll get an exception).
+  - If you are not the owner of the model architecture class, please contact the model code owner to update it.
+Writing model shards: 100%|██████████| 1/1 [00:00<00:00, 17.31it/s]
+ 44%|████▍     | 1100/2500 [05:15<06:38,  3.52it/s][transformers] TinyLlamaForCausalLM has generative capabilities, as `prepare_inputs_for_generation` is explicitly defined. However, it doesn't directly inherit from `GenerationMixin`. From 👉v4.50👈 onwards, `PreTrainedModel` will NOT inherit from `GenerationMixin`, and this model will lose the ability to call `generate` and other related functions.
+{'loss': '2.599', 'grad_norm': '0.4629', 'learning_rate': '0.0007', 'epoch': '0.06876', 'train/total_time_seconds': '239.1', 'train/time_per_step_avg': '0.2338', 'train/epoch_time_elapsed': '292.1', 'train/estimated_remaining_minutes': '5.782'}
+{'loss': '2.583', 'grad_norm': '0.4746', 'learning_rate': '0.0007', 'epoch': '0.0701', 'train/total_time_seconds': '243.8', 'train/time_per_step_avg': '0.2341', 'train/epoch_time_elapsed': '297.8', 'train/estimated_remaining_minutes': '5.704'}
+{'loss': '2.567', 'grad_norm': '0.498', 'learning_rate': '0.0007', 'epoch': '0.07145', 'train/total_time_seconds': '248.5', 'train/time_per_step_avg': '0.2346', 'train/epoch_time_elapsed': '303.5', 'train/estimated_remaining_minutes': '5.627'}
+{'loss': '2.548', 'grad_norm': '0.4629', 'learning_rate': '0.0007', 'epoch': '0.0728', 'train/total_time_seconds': '253.2', 'train/time_per_step_avg': '0.2342', 'train/epoch_time_elapsed': '309.2', 'train/estimated_remaining_minutes': '5.548'}
+{'loss': '2.543', 'grad_norm': '0.4785', 'learning_rate': '0.0007', 'epoch': '0.07415', 'train/total_time_seconds': '258.1', 'train/time_per_step_avg': '0.2364', 'train/epoch_time_elapsed': '315.1', 'train/estimated_remaining_minutes': '5.475'}
+  - If you're using `trust_remote_code=True`, you can get rid of this warning by loading the model with an auto class. See https://huggingface.co/docs/transformers/en/model_doc/auto#auto-classes
+  - If you are the owner of the model architecture code, please modify your model class such that it inherits from `GenerationMixin` (after `PreTrainedModel`, otherwise you'll get an exception).
+  - If you are not the owner of the model architecture class, please contact the model code owner to update it.
+Writing model shards: 100%|██████████| 1/1 [00:00<00:00, 16.72it/s]
+ 48%|████▊     | 1200/2500 [05:43<06:05,  3.56it/s][transformers] TinyLlamaForCausalLM has generative capabilities, as `prepare_inputs_for_generation` is explicitly defined. However, it doesn't directly inherit from `GenerationMixin`. From 👉v4.50👈 onwards, `PreTrainedModel` will NOT inherit from `GenerationMixin`, and this model will lose the ability to call `generate` and other related functions.
+{'loss': '2.505', 'grad_norm': '0.4453', 'learning_rate': '0.0007', 'epoch': '0.0755', 'train/total_time_seconds': '262.8', 'train/time_per_step_avg': '0.2365', 'train/epoch_time_elapsed': '321', 'train/estimated_remaining_minutes': '5.396'}
+{'loss': '2.494', 'grad_norm': '0.4766', 'learning_rate': '0.0007', 'epoch': '0.07685', 'train/total_time_seconds': '267.4', 'train/time_per_step_avg': '0.2363', 'train/epoch_time_elapsed': '326.6', 'train/estimated_remaining_minutes': '5.317'}
+{'loss': '2.49', 'grad_norm': '0.4688', 'learning_rate': '0.0007', 'epoch': '0.07819', 'train/total_time_seconds': '272.1', 'train/time_per_step_avg': '0.2357', 'train/epoch_time_elapsed': '332.3', 'train/estimated_remaining_minutes': '5.238'}
+{'loss': '2.484', 'grad_norm': '0.4883', 'learning_rate': '0.0007', 'epoch': '0.07954', 'train/total_time_seconds': '276.7', 'train/time_per_step_avg': '0.2359', 'train/epoch_time_elapsed': '337.9', 'train/estimated_remaining_minutes': '5.16'}
+{'loss': '2.475', 'grad_norm': '0.4648', 'learning_rate': '0.0007', 'epoch': '0.08089', 'train/total_time_seconds': '281.4', 'train/time_per_step_avg': '0.2333', 'train/epoch_time_elapsed': '343.6', 'train/estimated_remaining_minutes': '5.081'}
+  - If you're using `trust_remote_code=True`, you can get rid of this warning by loading the model with an auto class. See https://huggingface.co/docs/transformers/en/model_doc/auto#auto-classes
+  - If you are the owner of the model architecture code, please modify your model class such that it inherits from `GenerationMixin` (after `PreTrainedModel`, otherwise you'll get an exception).
+  - If you are not the owner of the model architecture class, please contact the model code owner to update it.
+Writing model shards: 100%|██████████| 1/1 [00:00<00:00, 14.20it/s]
+ 52%|█████▏    | 1300/2500 [06:12<05:36,  3.56it/s][transformers] TinyLlamaForCausalLM has generative capabilities, as `prepare_inputs_for_generation` is explicitly defined. However, it doesn't directly inherit from `GenerationMixin`. From 👉v4.50👈 onwards, `PreTrainedModel` will NOT inherit from `GenerationMixin`, and this model will lose the ability to call `generate` and other related functions.
+{'loss': '2.459', 'grad_norm': '0.4336', 'learning_rate': '0.0007', 'epoch': '0.08224', 'train/total_time_seconds': '286.1', 'train/time_per_step_avg': '0.2333', 'train/epoch_time_elapsed': '349.5', 'train/estimated_remaining_minutes': '5.003'}
+{'loss': '2.446', 'grad_norm': '0.4434', 'learning_rate': '0.0007', 'epoch': '0.08359', 'train/total_time_seconds': '290.8', 'train/time_per_step_avg': '0.2334', 'train/epoch_time_elapsed': '355.2', 'train/estimated_remaining_minutes': '4.924'}
+{'loss': '2.432', 'grad_norm': '0.4883', 'learning_rate': '0.0007', 'epoch': '0.08493', 'train/total_time_seconds': '295.4', 'train/time_per_step_avg': '0.2335', 'train/epoch_time_elapsed': '360.9', 'train/estimated_remaining_minutes': '4.846'}
+{'loss': '2.414', 'grad_norm': '0.4277', 'learning_rate': '0.0007', 'epoch': '0.08628', 'train/total_time_seconds': '300.1', 'train/time_per_step_avg': '0.2336', 'train/epoch_time_elapsed': '366.5', 'train/estimated_remaining_minutes': '4.767'}
+{'loss': '2.404', 'grad_norm': '0.4688', 'learning_rate': '0.0007', 'epoch': '0.08763', 'train/total_time_seconds': '304.8', 'train/time_per_step_avg': '0.2333', 'train/epoch_time_elapsed': '372.1', 'train/estimated_remaining_minutes': '4.689'}
+  - If you're using `trust_remote_code=True`, you can get rid of this warning by loading the model with an auto class. See https://huggingface.co/docs/transformers/en/model_doc/auto#auto-classes
+  - If you are the owner of the model architecture code, please modify your model class such that it inherits from `GenerationMixin` (after `PreTrainedModel`, otherwise you'll get an exception).
+  - If you are not the owner of the model architecture class, please contact the model code owner to update it.
+Writing model shards: 100%|██████████| 1/1 [00:00<00:00, 17.26it/s]
+ 56%|█████▌    | 1400/2500 [06:40<05:09,  3.55it/s][transformers] TinyLlamaForCausalLM has generative capabilities, as `prepare_inputs_for_generation` is explicitly defined. However, it doesn't directly inherit from `GenerationMixin`. From 👉v4.50👈 onwards, `PreTrainedModel` will NOT inherit from `GenerationMixin`, and this model will lose the ability to call `generate` and other related functions.
+{'loss': '2.396', 'grad_norm': '0.3926', 'learning_rate': '0.0007', 'epoch': '0.08898', 'train/total_time_seconds': '309.4', 'train/time_per_step_avg': '0.2334', 'train/epoch_time_elapsed': '378.1', 'train/estimated_remaining_minutes': '4.61'}
+{'loss': '2.382', 'grad_norm': '0.4746', 'learning_rate': '0.0007', 'epoch': '0.09033', 'train/total_time_seconds': '314.4', 'train/time_per_step_avg': '0.2361', 'train/epoch_time_elapsed': '384', 'train/estimated_remaining_minutes': '4.536'}
+{'loss': '2.383', 'grad_norm': '0.4434', 'learning_rate': '0.0007', 'epoch': '0.09168', 'train/total_time_seconds': '319.1', 'train/time_per_step_avg': '0.2366', 'train/epoch_time_elapsed': '389.7', 'train/estimated_remaining_minutes': '4.458'}
+{'loss': '2.36', 'grad_norm': '0.4102', 'learning_rate': '0.0007', 'epoch': '0.09302', 'train/total_time_seconds': '323.7', 'train/time_per_step_avg': '0.2363', 'train/epoch_time_elapsed': '395.3', 'train/estimated_remaining_minutes': '4.379'}
+{'loss': '2.351', 'grad_norm': '0.4355', 'learning_rate': '0.0007', 'epoch': '0.09437', 'train/total_time_seconds': '328.4', 'train/time_per_step_avg': '0.2365', 'train/epoch_time_elapsed': '400.9', 'train/estimated_remaining_minutes': '4.301'}
+  - If you're using `trust_remote_code=True`, you can get rid of this warning by loading the model with an auto class. See https://huggingface.co/docs/transformers/en/model_doc/auto#auto-classes
+  - If you are the owner of the model architecture code, please modify your model class such that it inherits from `GenerationMixin` (after `PreTrainedModel`, otherwise you'll get an exception).
+  - If you are not the owner of the model architecture class, please contact the model code owner to update it.
+Writing model shards: 100%|██████████| 1/1 [00:00<00:00, 17.62it/s]
+ 60%|██████    | 1500/2500 [07:09<04:43,  3.53it/s][transformers] TinyLlamaForCausalLM has generative capabilities, as `prepare_inputs_for_generation` is explicitly defined. However, it doesn't directly inherit from `GenerationMixin`. From 👉v4.50👈 onwards, `PreTrainedModel` will NOT inherit from `GenerationMixin`, and this model will lose the ability to call `generate` and other related functions.
+{'loss': '2.36', 'grad_norm': '0.4863', 'learning_rate': '0.0007', 'epoch': '0.09572', 'train/total_time_seconds': '333.1', 'train/time_per_step_avg': '0.2364', 'train/epoch_time_elapsed': '406.8', 'train/estimated_remaining_minutes': '4.222'}
+{'loss': '2.339', 'grad_norm': '0.4297', 'learning_rate': '0.0007', 'epoch': '0.09707', 'train/total_time_seconds': '337.7', 'train/time_per_step_avg': '0.2335', 'train/epoch_time_elapsed': '412.4', 'train/estimated_remaining_minutes': '4.143'}
+{'loss': '2.327', 'grad_norm': '0.4355', 'learning_rate': '0.0007', 'epoch': '0.09842', 'train/total_time_seconds': '342.4', 'train/time_per_step_avg': '0.233', 'train/epoch_time_elapsed': '418.1', 'train/estimated_remaining_minutes': '4.065'}
+{'loss': '2.312', 'grad_norm': '0.4043', 'learning_rate': '0.0007', 'epoch': '0.09976', 'train/total_time_seconds': '347', 'train/time_per_step_avg': '0.233', 'train/epoch_time_elapsed': '423.7', 'train/estimated_remaining_minutes': '3.986'}
+{'loss': '2.299', 'grad_norm': '0.4453', 'learning_rate': '0.0007', 'epoch': '0.1011', 'train/total_time_seconds': '351.7', 'train/time_per_step_avg': '0.2327', 'train/epoch_time_elapsed': '429.3', 'train/estimated_remaining_minutes': '3.908'}
+  - If you're using `trust_remote_code=True`, you can get rid of this warning by loading the model with an auto class. See https://huggingface.co/docs/transformers/en/model_doc/auto#auto-classes
+  - If you are the owner of the model architecture code, please modify your model class such that it inherits from `GenerationMixin` (after `PreTrainedModel`, otherwise you'll get an exception).
+  - If you are not the owner of the model architecture class, please contact the model code owner to update it.
+Writing model shards: 100%|██████████| 1/1 [00:00<00:00, 18.23it/s]
+ 64%|██████▍   | 1600/2500 [07:38<04:12,  3.56it/s][transformers] TinyLlamaForCausalLM has generative capabilities, as `prepare_inputs_for_generation` is explicitly defined. However, it doesn't directly inherit from `GenerationMixin`. From 👉v4.50👈 onwards, `PreTrainedModel` will NOT inherit from `GenerationMixin`, and this model will lose the ability to call `generate` and other related functions.
+{'loss': '2.302', 'grad_norm': '0.4512', 'learning_rate': '0.0007', 'epoch': '0.1025', 'train/total_time_seconds': '356.3', 'train/time_per_step_avg': '0.2327', 'train/epoch_time_elapsed': '435.2', 'train/estimated_remaining_minutes': '3.829'}
+{'loss': '2.291', 'grad_norm': '0.4355', 'learning_rate': '0.0007', 'epoch': '0.1038', 'train/total_time_seconds': '361', 'train/time_per_step_avg': '0.2328', 'train/epoch_time_elapsed': '440.9', 'train/estimated_remaining_minutes': '3.751'}
+{'loss': '2.279', 'grad_norm': '0.4531', 'learning_rate': '0.0007', 'epoch': '0.1052', 'train/total_time_seconds': '365.7', 'train/time_per_step_avg': '0.2327', 'train/epoch_time_elapsed': '446.5', 'train/estimated_remaining_minutes': '3.672'}
+{'loss': '2.297', 'grad_norm': '0.4375', 'learning_rate': '0.0007', 'epoch': '0.1065', 'train/total_time_seconds': '370.6', 'train/time_per_step_avg': '0.2357', 'train/epoch_time_elapsed': '452.5', 'train/estimated_remaining_minutes': '3.597'}
+{'loss': '2.262', 'grad_norm': '0.4355', 'learning_rate': '0.0007', 'epoch': '0.1079', 'train/total_time_seconds': '375.2', 'train/time_per_step_avg': '0.2356', 'train/epoch_time_elapsed': '458.1', 'train/estimated_remaining_minutes': '3.518'}
+  - If you're using `trust_remote_code=True`, you can get rid of this warning by loading the model with an auto class. See https://huggingface.co/docs/transformers/en/model_doc/auto#auto-classes
+  - If you are the owner of the model architecture code, please modify your model class such that it inherits from `GenerationMixin` (after `PreTrainedModel`, otherwise you'll get an exception).
+  - If you are not the owner of the model architecture class, please contact the model code owner to update it.
+Writing model shards: 100%|██████████| 1/1 [00:00<00:00, 18.10it/s]
+ 68%|██████▊   | 1700/2500 [08:06<03:51,  3.45it/s][transformers] TinyLlamaForCausalLM has generative capabilities, as `prepare_inputs_for_generation` is explicitly defined. However, it doesn't directly inherit from `GenerationMixin`. From 👉v4.50👈 onwards, `PreTrainedModel` will NOT inherit from `GenerationMixin`, and this model will lose the ability to call `generate` and other related functions.
+{'loss': '2.262', 'grad_norm': '0.3945', 'learning_rate': '0.0007', 'epoch': '0.1092', 'train/total_time_seconds': '379.9', 'train/time_per_step_avg': '0.2356', 'train/epoch_time_elapsed': '464', 'train/estimated_remaining_minutes': '3.439'}
+{'loss': '2.273', 'grad_norm': '0.4141', 'learning_rate': '0.0007', 'epoch': '0.1105', 'train/total_time_seconds': '384.6', 'train/time_per_step_avg': '0.2355', 'train/epoch_time_elapsed': '469.7', 'train/estimated_remaining_minutes': '3.361'}
+{'loss': '2.255', 'grad_norm': '0.4121', 'learning_rate': '0.0007', 'epoch': '0.1119', 'train/total_time_seconds': '389.2', 'train/time_per_step_avg': '0.2356', 'train/epoch_time_elapsed': '475.3', 'train/estimated_remaining_minutes': '3.283'}
+{'loss': '2.238', 'grad_norm': '0.4258', 'learning_rate': '0.0007', 'epoch': '0.1132', 'train/total_time_seconds': '393.9', 'train/time_per_step_avg': '0.2329', 'train/epoch_time_elapsed': '481', 'train/estimated_remaining_minutes': '3.204'}
+{'loss': '2.249', 'grad_norm': '0.4102', 'learning_rate': '0.0007', 'epoch': '0.1146', 'train/total_time_seconds': '398.6', 'train/time_per_step_avg': '0.2332', 'train/epoch_time_elapsed': '486.6', 'train/estimated_remaining_minutes': '3.126'}
+  - If you're using `trust_remote_code=True`, you can get rid of this warning by loading the model with an auto class. See https://huggingface.co/docs/transformers/en/model_doc/auto#auto-classes
+  - If you are the owner of the model architecture code, please modify your model class such that it inherits from `GenerationMixin` (after `PreTrainedModel`, otherwise you'll get an exception).
+  - If you are not the owner of the model architecture class, please contact the model code owner to update it.
+Writing model shards: 100%|██████████| 1/1 [00:00<00:00, 18.05it/s]
+ 70%|██████▉   | 1746/2500 [08:19<03:32,  3.55it/s], ?it/s]
+{'loss': '2.225', 'grad_norm': '0.582', 'learning_rate': '0.0007', 'epoch': '0.1159', 'train/total_time_seconds': '403.2', 'train/time_per_step_avg': '0.2332', 'train/epoch_time_elapsed': '492.5', 'train/estimated_remaining_minutes': '3.048'}
+{'loss': '2.218', 'grad_norm': '0.3965', 'learning_rate': '0.0007', 'epoch': '0.1173', 'train/total_time_seconds': '407.9', 'train/time_per_step_avg': '0.2331', 'train/epoch_time_elapsed': '498.1', 'train/estimated_remaining_minutes': '2.969'}
diff --git a/zain/Activation/wandb/run-20260814_193907-kk1xbqht/files/requirements.txt b/zain/Activation/wandb/run-20260814_193907-kk1xbqht/files/requirements.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f36b19895172d9637438a445ceacb71d09dc5d02
--- /dev/null
+++ b/zain/Activation/wandb/run-20260814_193907-kk1xbqht/files/requirements.txt
@@ -0,0 +1,149 @@
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diff --git a/zain/Activation/wandb/run-20260814_193907-kk1xbqht/files/wandb-metadata.json b/zain/Activation/wandb/run-20260814_193907-kk1xbqht/files/wandb-metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..a9b883cd71ca50f0660ccfe7929417c3aface3c1
--- /dev/null
+++ b/zain/Activation/wandb/run-20260814_193907-kk1xbqht/files/wandb-metadata.json
@@ -0,0 +1,99 @@
+{
+  "os":  "Linux-5.15.0-126-generic-x86_64-with-glibc2.35",
+  "python":  "CPython 3.11.15",
+  "startedAt":  "2026-08-14T19:39:07.367663Z",
+  "args":  [
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+    "/mnt/data/zainulabideen/zain-exp/notebooks/zain/Activation/configs/baseline100l.yaml",
+    "--variants",
+    "glu-relu",
+    "glu-gelu",
+    "glu-sigmoid",
+    "glu-waleed10",
+    "glu-silu-waleed10"
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+  "program":  "/mnt/data/zainulabideen/zain-exp/notebooks/zain/Activation/sweep.py",
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+  "codePathLocal":  "sweep.py",
+  "git":  {
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+    "commit":  "3fb47c6943d6927eafc39bd399a3d3a520bae74a"
+  },
+  "email":  "deepnevro@gmail.com",
+  "root":  "/mnt/data/zainulabideen/zain-exp/notebooks/zain/Activation",
+  "host":  "deeplens-k3s-node1",
+  "executable":  "/mnt/data/zainulabideen/zain-exp/notebooks/my_env/bin/python",
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+}
\ No newline at end of file
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new file mode 100644
index 0000000000000000000000000000000000000000..8b54530bce629f0cd449ecca1e3ae5e522637e85
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diff --git a/zain/Activation/wandb/run-20260814_193907-kk1xbqht/logs/debug-internal.log b/zain/Activation/wandb/run-20260814_193907-kk1xbqht/logs/debug-internal.log
new file mode 100644
index 0000000000000000000000000000000000000000..e5f6f90b80bd341c5b8802ef2814cfb34e41dd47
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diff --git a/zain/Activation/wandb/run-20260814_193907-kk1xbqht/logs/debug.log b/zain/Activation/wandb/run-20260814_193907-kk1xbqht/logs/debug.log
new file mode 100644
index 0000000000000000000000000000000000000000..3728babda49437110aa182dde70cf73dc85241b9
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+2026-08-14 19:39:08,080 INFO    MainThread:171901 [wandb_config.py:__setitem__():155] [no run ID] config set model/num_parameters = 16934016 - <bound method Run._config_callback of <wandb.sdk.wandb_run.Run object at 0x1505b8bc5f90>>
+2026-08-14 19:39:08,080 INFO    MainThread:171901 [wandb_run.py:_config_callback():1346] config_cb model/num_parameters 16934016 None
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