diff --git a/zoo-language-beetle-monolingual-fineweb-100m-pol__beetle-monolingual-fineweb-100m-rus/ties__transport/.destination.json b/zoo-language-beetle-monolingual-fineweb-100m-pol__beetle-monolingual-fineweb-100m-rus/ties__transport/.destination.json new file mode 100644 index 0000000000000000000000000000000000000000..b67489d42eb7978ced77cbcefe05bdbb2532b8fd --- /dev/null +++ b/zoo-language-beetle-monolingual-fineweb-100m-pol__beetle-monolingual-fineweb-100m-rus/ties__transport/.destination.json @@ -0,0 +1,20 @@ +{ + "repo_id": "Mergeability/fineweb-100m-language-05", + "subfolder": "zoo-language-beetle-monolingual-fineweb-100m-pol__beetle-monolingual-fineweb-100m-rus/ties__transport", + "bytes": 778882887, + "meta": { + "pair_id": "zoo-language-beetle-monolingual-fineweb-100m-pol__beetle-monolingual-fineweb-100m-rus", + "parent_a": "Beetle-FineWeb-100M/beetle-monolingual-fineweb-100m-pol", + "parent_b": "Beetle-FineWeb-100M/beetle-monolingual-fineweb-100m-rus", + "ceiling": "(floor-relative)", + "operator": "ties", + "alignment": "transport", + "align_method": "permutation", + "regime": "beetle_language", + "eval_langs": "pol+rus", + "nll_merge": 3.7694, + "nll_floor": 2.5839, + "param_coverage": 1.0, + "MS": null + } +} \ No newline at end of file diff --git a/zoo-language-beetle-monolingual-fineweb-100m-pol__beetle-monolingual-fineweb-100m-rus/ties__transport/README.md b/zoo-language-beetle-monolingual-fineweb-100m-pol__beetle-monolingual-fineweb-100m-rus/ties__transport/README.md new file mode 100644 index 0000000000000000000000000000000000000000..55796df761fc289ba9a61cfc68b5f3fa67d1b50a --- /dev/null +++ b/zoo-language-beetle-monolingual-fineweb-100m-pol__beetle-monolingual-fineweb-100m-rus/ties__transport/README.md @@ -0,0 +1,43 @@ +--- +library_name: transformers +tags: [model-merging, mergeability, training-free, quotient-merge-distance] +--- + +# ties__transport + +Training-free merged checkpoint from the **Mergeability** sweep +(`benchmark/emit_lm.py --real`), produced by weight-space merging of two independently +trained parents. No gradient steps were taken. + +| field | value | +|---|---| +| pair_id | `zoo-language-beetle-monolingual-fineweb-100m-pol__beetle-monolingual-fineweb-100m-rus` | +| parent_a | `Beetle-FineWeb-100M/beetle-monolingual-fineweb-100m-pol` | +| parent_b | `Beetle-FineWeb-100M/beetle-monolingual-fineweb-100m-rus` | +| ceiling | `(floor-relative)` | +| operator | `ties` | +| alignment | `transport` | +| align_method | `permutation` | +| regime | `beetle_language` | +| eval_langs | `pol+rus` | +| nll_merge | `3.7694` | +| nll_floor | `2.5839` | +| param_coverage | `1.0` | +| MS | `None` | + +## How it was made + +Parents were loaded, activations extracted on a shared calibration corpus, and the merge applied +either **naive** (parents combined in their own coordinates) or **aligned** (parent B carried into +parent A's residual-stream basis via `common.alignment.residual_basis_map` before merging — +permutation for same-width pairs, orthogonal/rectangular for cross-width). + +`MS` is the recovery score from `common.eval.mergeability_score` (merged vs. floor vs. ceiling), the +same normalisation used by Zhou et al., so it is comparable across rows of the sweep. + +## Caveats + +Sub-1B merges are noisy; an aligned signal where the naive one is noise is the finding, not a bug. +Rows without a joint ceiling are floor-relative and must not be read as absolute recovery. + +Generated automatically — see the [mergeschool repo](https://github.com/suchirsalhan/merge-school). diff --git a/zoo-language-beetle-monolingual-fineweb-100m-pol__beetle-monolingual-fineweb-100m-rus/ties__transport/config.json b/zoo-language-beetle-monolingual-fineweb-100m-pol__beetle-monolingual-fineweb-100m-rus/ties__transport/config.json new file mode 100644 index 0000000000000000000000000000000000000000..792fd2bd721de5a86edfcc7f184cb94d1e6de088 --- /dev/null +++ b/zoo-language-beetle-monolingual-fineweb-100m-pol__beetle-monolingual-fineweb-100m-rus/ties__transport/config.json @@ -0,0 +1,24 @@ +{ + "activation_hidden_dim": 3072, + "architectures": [ + "PicoDecoderHF" + ], + "attention_n_heads": 12, + "attention_n_kv_heads": 1, + "auto_map": { + "AutoConfig": "pico_decoder.PicoDecoderHFConfig", + "AutoModelForCausalLM": "pico_decoder.PicoDecoderHF" + }, + "batch_size": 64, + "d_model": 768, + "dropout": 0.1, + "dtype": "float32", + "max_seq_len": 512, + "model_type": "pico_decoder", + "n_layers": 14, + "norm_eps": 1e-05, + "position_emb_theta": 10000.0, + "training_seed": 42, + "transformers_version": "5.14.1", + "vocab_size": 50000 +} diff --git a/zoo-language-beetle-monolingual-fineweb-100m-pol__beetle-monolingual-fineweb-100m-rus/ties__transport/generation_config.json b/zoo-language-beetle-monolingual-fineweb-100m-pol__beetle-monolingual-fineweb-100m-rus/ties__transport/generation_config.json new file mode 100644 index 0000000000000000000000000000000000000000..7bfae40deb24dc8bf5279e3af18a13d1a1c3c13a --- /dev/null +++ b/zoo-language-beetle-monolingual-fineweb-100m-pol__beetle-monolingual-fineweb-100m-rus/ties__transport/generation_config.json @@ -0,0 +1,6 @@ +{ + "_from_model_config": true, + "output_attentions": false, + "output_hidden_states": false, + "transformers_version": "5.14.1" +} diff --git a/zoo-language-beetle-monolingual-fineweb-100m-pol__beetle-monolingual-fineweb-100m-rus/ties__transport/model.safetensors b/zoo-language-beetle-monolingual-fineweb-100m-pol__beetle-monolingual-fineweb-100m-rus/ties__transport/model.safetensors new file mode 100644 index 0000000000000000000000000000000000000000..3c8547d92546d74398ff1d105349db3ddff0983e --- /dev/null +++ b/zoo-language-beetle-monolingual-fineweb-100m-pol__beetle-monolingual-fineweb-100m-rus/ties__transport/model.safetensors @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:30b42992eba6f8fd53f513ebec65c64f22f77f7e3f8f2b5f87dd69eedd249752 +size 775229392 diff --git a/zoo-language-beetle-monolingual-fineweb-100m-pol__beetle-monolingual-fineweb-100m-rus/ties__transport/pico_decoder.py b/zoo-language-beetle-monolingual-fineweb-100m-pol__beetle-monolingual-fineweb-100m-rus/ties__transport/pico_decoder.py new file mode 100644 index 0000000000000000000000000000000000000000..0f92862f12aa190b3f62f3b245153f9a36ef69d8 --- /dev/null +++ b/zoo-language-beetle-monolingual-fineweb-100m-pol__beetle-monolingual-fineweb-100m-rus/ties__transport/pico_decoder.py @@ -0,0 +1,410 @@ +""" +Pico Decoder: A Lightweight Causal Transformer Language Model +Implementation from https://github.com/pico-lm/pico-train/blob/main/src/model/pico_decoder.py + +Key features: +- RMSNorm for layer normalization +- Rotary Positional Embeddings (RoPE) +- Multi-head attention with KV-cache support +- SwiGLU activation function +- Residual connections throughout +- KV-cache for faster autoregressive generation + +References: + - RoPE: https://arxiv.org/abs/2104.09864 + - SwiGLU: https://arxiv.org/abs/2002.05202 + - LLAMA: https://arxiv.org/abs/2302.13971 + +HuggingFace compatibility notes +--------------------------------- +PicoDecoderHF stores weights at the TOP LEVEL (embedding_proj, layers, +output_norm, de_embedding_proj) so that state dict keys match the raw +PicoDecoder checkpoint format exactly. Do NOT add a self.pico_decoder +wrapper — it would prepend a key prefix that does not exist in any saved +checkpoint, causing every weight to be MISSING on load. + +vocab_size in config.json must be the BASE BPE vocabulary size +(tokenizer.vocab_size), NOT the padded len(tokenizer) which includes + padding tokens. The embedding table was built with the base size. +""" + +from dataclasses import asdict, is_dataclass +from typing import TYPE_CHECKING, Any, Dict, Optional, Tuple, Union +import torch +import torch.nn as nn +import torch.nn.functional as F +from torch.nn.attention import SDPBackend, sdpa_kernel +from transformers import GenerationMixin, PretrainedConfig, PreTrainedModel +from transformers.modeling_outputs import CausalLMOutput, CausalLMOutputWithPast +try: + if TYPE_CHECKING: + from src.config import ModelConfig +except ImportError: + pass + + +class RMSNorm(torch.nn.Module): + def __init__(self, config): + super().__init__() + self.eps = config.norm_eps + self.weight = nn.Parameter(torch.ones(config.d_model)) + def _norm(self, x): + return x * torch.rsqrt(x.pow(2).mean(-1, keepdim=True) + self.eps) + def forward(self, x): + return self._norm(x.float()).type_as(x) * self.weight + + +class RoPE(nn.Module): + """ + Rotary Position Embedding. + freqs_cis is computed lazily on first use and cached per-device, + avoiding meta-tensor issues when HF loads with low_cpu_mem_usage=True. + The cache auto-extends if a call needs a longer sequence than the + current cached length (grows geometrically). + """ + def __init__(self, config): + super().__init__() + self.theta = config.position_emb_theta + self.dim = config.d_model // config.attention_n_heads + self.max_seq = config.max_seq_len + # NOT a buffer — plain dict so it never touches the meta device + self._cache: Dict[torch.device, torch.Tensor] = {} + self._cache_max_seq: Dict[torch.device, int] = {} + + def _build_cache(self, device: torch.device, length: int) -> torch.Tensor: + freqs = 1.0 / ( + self.theta ** ( + torch.arange(0, self.dim, 2, device=device).float() / self.dim + ) + ) + t = torch.arange(length, device=device) + freqs = torch.outer(t, freqs) + return torch.polar(torch.ones_like(freqs), freqs) + + def _get_freqs_cis(self, device: torch.device, min_length: int = 0) -> torch.Tensor: + cached_len = self._cache_max_seq.get(device, 0) + needed = max(min_length, self.max_seq) + if device not in self._cache or cached_len < needed: + new_len = max(needed, cached_len * 2) + self._cache[device] = self._build_cache(device, new_len) + self._cache_max_seq[device] = new_len + return self._cache[device] + + def get_freqs_cis(self, input_shape, start_pos, end_pos, device): + _f = self._get_freqs_cis(device, min_length=end_pos)[start_pos:end_pos] + ndim = len(input_shape) + if ndim < 2: + raise ValueError( + f"RoPE expects input with ndim >= 2, got shape {tuple(input_shape)}" + ) + expected = (input_shape[1], input_shape[-1]) + if tuple(_f.shape) != expected: + raise ValueError( + f"RoPE freqs_cis shape mismatch: got {tuple(_f.shape)}, " + f"expected {expected} (input_shape={tuple(input_shape)}, " + f"start_pos={start_pos}, end_pos={end_pos}, " + f"cached_max_seq={self._cache_max_seq.get(device)}, dim={self.dim})" + ) + return _f.view(*[d if i == 1 or i == ndim - 1 else 1 + for i, d in enumerate(input_shape)]) + + def forward(self, queries, keys, start_pos=0): + device = queries.device + q_ = torch.view_as_complex(queries.float().reshape(*queries.shape[:-1], -1, 2)) + k_ = torch.view_as_complex(keys.float().reshape(*keys.shape[:-1], -1, 2)) + fc = self.get_freqs_cis(q_.shape, start_pos, start_pos + q_.shape[1], device) + return (torch.view_as_real(q_ * fc).flatten(3).type_as(queries), + torch.view_as_real(k_ * fc).flatten(3).type_as(keys)) + + +class Attention(nn.Module): + def __init__(self, config): + super().__init__() + self.n_heads = config.attention_n_heads + self.n_kv_heads = config.attention_n_kv_heads + self.batch_size = config.batch_size + self.max_seq_len = config.max_seq_len + d = config.d_model + self.head_dim = d // self.n_heads + self.n_rep = self.n_heads // self.n_kv_heads + self.q_proj = nn.Linear(d, self.n_heads * self.head_dim, bias=False) + self.k_proj = nn.Linear(d, self.n_kv_heads * self.head_dim, bias=False) + self.v_proj = nn.Linear(d, self.n_kv_heads * self.head_dim, bias=False) + self.o_proj = nn.Linear(self.n_heads * self.head_dim, d, bias=False) + self.rope = RoPE(config) + # Optional working-memory hook. Set by PicoDecoder.set_working_memory(). + # When present, it must be a callable returning a float tensor of shape + # (1, n_heads, seq_len, seq_len) to be added to the attention mask. + self._working_memory_hook = None + def forward(self, input, mask=None, past_key_values=None, use_cache=False): + bsz, seq_len, _ = input.shape + queries = self.q_proj(input).view(bsz, seq_len, self.n_heads, self.head_dim) + keys = self.k_proj(input).view(bsz, seq_len, self.n_kv_heads, self.head_dim) + values = self.v_proj(input).view(bsz, seq_len, self.n_kv_heads, self.head_dim) + start_pos = past_key_values[0].shape[1] if past_key_values is not None else 0 + queries, keys = self.rope(queries, keys, start_pos) + if past_key_values is not None: + keys = torch.cat([past_key_values[0], keys], dim=1) + values = torch.cat([past_key_values[1], values], dim=1) + cached_keys = keys if use_cache else None + cached_values = values if use_cache else None + queries = queries.transpose(1, 2) + keys = keys.transpose(1, 2) + values = values.transpose(1, 2) + apply_gqa = self.n_rep > 1 + if apply_gqa and queries.device.type == "mps": + keys = keys.repeat_interleave(self.n_rep, dim=-3) + values = values.repeat_interleave(self.n_rep, dim=-3) + apply_gqa = False + attn_mask = mask.to(queries.dtype) if mask is not None else None + if self._working_memory_hook is not None: + key_len = keys.shape[-2] + alibi_bias = self._working_memory_hook( + key_len, queries.device, queries.dtype + ) + # Crop / broadcast to (1, n_heads, q_len, k_len). + alibi_bias = alibi_bias[:, :, key_len - seq_len:key_len, :key_len] + if attn_mask is None: + attn_mask = alibi_bias.expand(bsz, -1, -1, -1) + else: + # attn_mask may be (q_len, k_len) — broadcast to 4D first. + while attn_mask.dim() < 4: + attn_mask = attn_mask.unsqueeze(0) + attn_mask = attn_mask + alibi_bias + with sdpa_kernel(backends=[SDPBackend.CUDNN_ATTENTION, SDPBackend.MATH]): + attn_output = F.scaled_dot_product_attention( + queries.contiguous(), keys.contiguous(), values.contiguous(), + attn_mask=attn_mask, enable_gqa=apply_gqa, + ) + attn_output = attn_output.transpose(1, 2).contiguous().view(bsz, seq_len, -1) + return self.o_proj(attn_output), (cached_keys, cached_values) + + +class SwiGLU(nn.Module): + def __init__(self, config): + super().__init__() + self.w_0 = nn.Linear(config.d_model, config.activation_hidden_dim, bias=False) + self.w_1 = nn.Linear(config.d_model, config.activation_hidden_dim, bias=False) + self.w_2 = nn.Linear(config.activation_hidden_dim, config.d_model, bias=False) + def forward(self, x): + return self.w_2(F.silu(self.w_0(x)) * self.w_1(x)) + + +class PicoDecoderBlock(nn.Module): + def __init__(self, config): + super().__init__() + self.attention = Attention(config) + self.swiglu = SwiGLU(config) + self.attention_norm = RMSNorm(config) + self.swiglu_norm = RMSNorm(config) + def forward(self, input, mask=None, past_key_values=None, use_cache=False): + attention_output, cached_key_values = self.attention( + self.attention_norm(input), mask=mask, + past_key_values=past_key_values, use_cache=use_cache) + h = input + attention_output + return h + self.swiglu(self.swiglu_norm(h)), cached_key_values + + +class PicoDecoder(nn.Module): + def __init__(self, model_config): + super().__init__() + self.config = model_config + self.embedding_proj = nn.Embedding(model_config.vocab_size, model_config.d_model) + self.layers = nn.ModuleList( + [PicoDecoderBlock(model_config) for _ in range(model_config.n_layers)]) + self.output_norm = RMSNorm(model_config) + self.de_embedding_proj = nn.Linear( + model_config.d_model, model_config.vocab_size, bias=False) + # Optional working-memory scheduler (see src/working_memory). When + # absent, the forward pass is identical to the vanilla PicoDecoder. + self._working_memory = None + + # ────────────────────────────────────────────────────────────────────── + # Optional working-memory ALiBi hook (see src/working_memory) + # ────────────────────────────────────────────────────────────────────── + def set_working_memory(self, scheduler) -> None: + """Attach a ``WorkingMemoryScheduler``; pass ``None`` to detach.""" + self._working_memory = scheduler + hook = (lambda n, d, t: scheduler.bias(n, d, t)) if scheduler is not None else None + for layer in self.layers: + layer.attention._working_memory_hook = hook + + def update_progress(self, step: int, max_steps: int) -> None: + """Tick the working-memory scheduler (no-op if not attached).""" + if self._working_memory is not None: + self._working_memory.step(step, max_steps) + + def convert_to_hf_model(self): + # Fabric/DDP wrappers expose the inner module via .module; unwrap so + # state_dict() never carries a "module." prefix that PicoDecoderHF + # cannot match. Without this, strict=False below silently dropped + # every weight, save_pretrained wrote an empty checkpoint without a + # valid model_type key, and the HF-smoke round-trip raised + # "Unrecognized model in step_0". + raw = getattr(self, "module", self) + hf = PicoDecoderHF(PicoDecoderHFConfig.from_dataclass(raw.config)) + # Strip auxiliary heads added by continual-learning modules (MAML's + # classifier_head, etc.). They are not part of the published HF + # architecture; loading them would raise "Unexpected key(s)" in + # PicoDecoderHF.load_state_dict and crash the per-step save. + backbone_state = { + k: v for k, v in raw.state_dict().items() + if not k.startswith("classifier_head") + } + missing, unexpected = hf.load_state_dict(backbone_state, strict=False) + if unexpected: + raise RuntimeError( + f"PicoDecoder.convert_to_hf_model: {len(unexpected)} unexpected " + f"keys in state_dict: {sorted(unexpected)[:5]}…" + ) + return hf + def forward(self, input_ids, past_key_values=None, use_cache=False, + return_hidden=False): + """ + return_hidden=True returns (hidden_states, cached_key_values) where + hidden_states is the final-layer post-norm representation (pre- + de_embedding_proj), used by MAML's classifier head and any other + consumer that needs a feature view of the model rather than logits. + Default behaviour is unchanged. + """ + seq_len = input_ids.shape[-1] + h = self.embedding_proj(input_ids) + start_pos = 0 if past_key_values is None else past_key_values[0][0].shape[1] + mask = None + if seq_len > 1: + mask = torch.full((seq_len, seq_len), float("-inf")) + mask = torch.triu(mask, diagonal=1) + if past_key_values is not None: + mask = torch.hstack([torch.zeros((seq_len, start_pos)), mask]) + mask = mask.to(h.device) + cached_key_values = () if use_cache else None + for idx, layer in enumerate(self.layers): + layer_past = past_key_values[idx] if past_key_values is not None else None + h, layer_cached = layer( + h, mask=mask, past_key_values=layer_past, use_cache=use_cache) + if use_cache: + cached_key_values += (layer_cached,) + hidden = self.output_norm(h) + if return_hidden: + return hidden, cached_key_values + return self.de_embedding_proj(hidden).float(), cached_key_values + + +class PicoDecoderHFConfig(PretrainedConfig): + model_type = "pico_decoder" + def __init__(self, + n_layers=14, d_model=768, vocab_size=32768, + attention_n_heads=12, attention_n_kv_heads=1, + max_seq_len=512, batch_size=64, position_emb_theta=10000.0, + activation_hidden_dim=3072, norm_eps=1e-5, dropout=0.1, + **kwargs): + if not attention_n_kv_heads: + attention_n_kv_heads = attention_n_heads + super().__init__(**kwargs) + self.n_layers = n_layers + self.d_model = d_model + self.vocab_size = vocab_size + self.attention_n_heads = attention_n_heads + self.attention_n_kv_heads = attention_n_kv_heads + self.max_seq_len = max_seq_len + self.batch_size = batch_size + self.position_emb_theta = position_emb_theta + self.activation_hidden_dim = activation_hidden_dim + self.norm_eps = norm_eps + self.dropout = dropout + @classmethod + def from_dict(cls, config_dict: Dict[str, Any], **kwargs) -> "PicoDecoderHFConfig": + pico_config = cls(**config_dict) + return_unused_kwargs = kwargs.pop("return_unused_kwargs", False) + unused_kwargs = {k: v for k, v in kwargs.items() if not hasattr(pico_config, k)} + if return_unused_kwargs: + return pico_config, unused_kwargs + return pico_config + @classmethod + def from_dataclass(cls, model_config): + if is_dataclass(model_config) and not isinstance(model_config, type): + d = asdict(model_config) + elif isinstance(model_config, dict): + d = dict(model_config) + elif hasattr(model_config, "__dict__"): + d = dict(vars(model_config)) + else: + raise TypeError( + f"Cannot build PicoDecoderHFConfig from {type(model_config).__name__}" + ) + return cls.from_dict(d) + + +class PicoDecoderHF(PreTrainedModel, GenerationMixin): + """ + HuggingFace wrapper for BeetleLM PicoDecoder. + Usage: AutoModelForCausalLM.from_pretrained(repo, trust_remote_code=True) + Works with CPU, CUDA (A100, etc.), and MPS out of the box. + """ + config_class = PicoDecoderHFConfig + _no_split_modules = ["PicoDecoderBlock"] + _tied_weights_keys = [] + + def __init__(self, config: PicoDecoderHFConfig): + super().__init__(config) + self.embedding_proj = nn.Embedding(config.vocab_size, config.d_model) + self.layers = nn.ModuleList( + [PicoDecoderBlock(config) for _ in range(config.n_layers)]) + self.output_norm = RMSNorm(config) + self.de_embedding_proj = nn.Linear(config.d_model, config.vocab_size, bias=False) + # Required: lets HF finalize weight init and meta-device materialization + self.post_init() + + # Required for low_cpu_mem_usage / Accelerate device-dispatch to work + def _init_weights(self, module): + if isinstance(module, nn.Linear): + nn.init.normal_(module.weight, mean=0.0, std=0.02) + if module.bias is not None: + nn.init.zeros_(module.bias) + elif isinstance(module, nn.Embedding): + nn.init.normal_(module.weight, mean=0.0, std=0.02) + elif isinstance(module, RMSNorm): + nn.init.ones_(module.weight) + + def get_input_embeddings(self): return self.embedding_proj + def set_input_embeddings(self, value): self.embedding_proj = value + + def forward(self, input_ids=None, past_key_values=None, + use_cache=False, labels=None, **kwargs): + seq_len = input_ids.shape[-1] + h = self.embedding_proj(input_ids) + start_pos = 0 if past_key_values is None else past_key_values[0][0].shape[1] + mask = None + if seq_len > 1: + mask = torch.full((seq_len, seq_len), float("-inf"), device=h.device) + mask = torch.triu(mask, diagonal=1) + if past_key_values is not None: + mask = torch.hstack([torch.zeros((seq_len, start_pos), device=h.device), mask]) + cached_key_values = () if use_cache else None + for idx, layer in enumerate(self.layers): + layer_past = past_key_values[idx] if past_key_values is not None else None + h, layer_cached = layer( + h, mask=mask, past_key_values=layer_past, use_cache=use_cache) + if use_cache: + cached_key_values += (layer_cached,) + logits = self.de_embedding_proj(self.output_norm(h)).float() + loss = None + if labels is not None: + loss = F.cross_entropy( + logits[:, :-1].contiguous().view(-1, self.config.vocab_size), + labels[:, 1:].contiguous().clamp(0, self.config.vocab_size - 1).view(-1), + ) + if use_cache: + return CausalLMOutputWithPast( + loss=loss, logits=logits, past_key_values=cached_key_values) + return CausalLMOutput(loss=loss, logits=logits) + + def prepare_inputs_for_generation(self, input_ids, past_key_values=None, **kwargs): + return {"input_ids": input_ids, + "past_key_values": past_key_values, + "use_cache": True} + + +PicoDecoderHFConfig.register_for_auto_class() +PicoDecoderHF.register_for_auto_class("AutoModel") +PicoDecoderHF.register_for_auto_class("AutoModelForCausalLM") diff --git a/zoo-language-beetle-monolingual-fineweb-100m-pol__beetle-monolingual-fineweb-100m-rus/ties__transport/tokenizer.json b/zoo-language-beetle-monolingual-fineweb-100m-pol__beetle-monolingual-fineweb-100m-rus/ties__transport/tokenizer.json new file mode 100644 index 0000000000000000000000000000000000000000..0af59cceef254dca15701c9ae3fc01bc98194ae3 --- /dev/null +++ b/zoo-language-beetle-monolingual-fineweb-100m-pol__beetle-monolingual-fineweb-100m-rus/ties__transport/tokenizer.json @@ -0,0 +1,249050 @@ +{ + "version": "1.0", + "truncation": { + "direction": "Right", + "max_length": 256, + "strategy": "LongestFirst", + "stride": 0 + }, + "padding": { + "strategy": "BatchLongest", + "direction": "Right", + "pad_to_multiple_of": null, + "pad_id": 3, + "pad_type_id": 0, + "pad_token": "" + }, + "added_tokens": [ + { + "id": 0, + "content": "", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 1, + "content": "", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 2, + "content": "", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 3, + "content": "", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + } + ], + "normalizer": { + "type": "NFKC" + }, + "pre_tokenizer": { + "type": "ByteLevel", + "add_prefix_space": false, + "trim_offsets": true, + "use_regex": true + }, + "post_processor": { + "type": "ByteLevel", + "add_prefix_space": true, + "trim_offsets": false, + "use_regex": true + }, + "decoder": { + "type": "ByteLevel", + "add_prefix_space": true, + "trim_offsets": true, + "use_regex": true + }, + "model": { + "type": "BPE", + "dropout": null, + "unk_token": null, + "continuing_subword_prefix": null, + "end_of_word_suffix": null, + "fuse_unk": false, + "byte_fallback": false, + "ignore_merges": false, + "vocab": { + "": 0, + "": 1, + "": 2, + "": 3, + "!": 4, + "\"": 5, + "#": 6, + "$": 7, + "%": 8, + "&": 9, + "'": 10, + "(": 11, + ")": 12, + "*": 13, + "+": 14, + ",": 15, + "-": 16, + ".": 17, + "/": 18, + "0": 19, + "1": 20, + "2": 21, + "3": 22, + "4": 23, + "5": 24, + "6": 25, + "7": 26, + "8": 27, + "9": 28, + ":": 29, + ";": 30, + "<": 31, + "=": 32, + ">": 33, + "?": 34, + "@": 35, + "A": 36, + "B": 37, + "C": 38, + "D": 39, + "E": 40, + "F": 41, + "G": 42, + "H": 43, + "I": 44, + "J": 45, 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