Add tiny processor fixture for testing

chat_template.json

@@ -0,0 +1,3 @@
+{
+  "chat_template": "<|begin_of_text|>{% for message in messages %}{{message['role'].capitalize()}}{% if message['content'][0]['type'] == 'image' %}{{':'}}{% else %}{{': '}}{% endif %}{% for line in message['content'] %}{% if line['type'] == 'text' %}{{line['text']}}{% elif line['type'] == 'image' %}{{ '<image>' }}{% endif %}{% endfor %}<end_of_utterance>\n{% endfor %}{% if add_generation_prompt %}{{ 'Assistant:' }}{% endif %}"
+}

config.json

@@ -0,0 +1,260 @@
+{
+  "architectures": [
+    "Idefics3ForConditionalGeneration"
+  ],
+  "image_token_id": 128257,
+  "model_type": "idefics3",
+  "scale_factor": 2,
+  "text_config": {
+    "_flash_attn_2_enabled": true,
+    "_name_or_path": "None",
+    "add_cross_attention": false,
+    "architectures": [
+      "Idefics3ForVisionText2Text"
+    ],
+    "attention_bias": false,
+    "attention_dropout": 0.0,
+    "auto_map": {
+      "AutoConfig": "configuration_idefics3.Idefics3Config",
+      "AutoModelForCausalLM": "modeling_idefics3.Idefics3ForVisionText2Text"
+    },
+    "bad_words_ids": null,
+    "begin_suppress_tokens": null,
+    "bos_token_id": 128000,
+    "chunk_size_feed_forward": 0,
+    "cross_attention_hidden_size": null,
+    "decoder_start_token_id": null,
+    "diversity_penalty": 0.0,
+    "do_sample": false,
+    "early_stopping": false,
+    "encoder_no_repeat_ngram_size": 0,
+    "eos_token_id": [
+      128001,
+      128008,
+      128009
+    ],
+    "exponential_decay_length_penalty": null,
+    "finetuning_task": null,
+    "forced_bos_token_id": null,
+    "forced_eos_token_id": null,
+    "hidden_act": "silu",
+    "hidden_size": 4096,
+    "id2label": {
+      "0": "LABEL_0",
+      "1": "LABEL_1"
+    },
+    "initializer_range": 0.02,
+    "intermediate_size": 14336,
+    "is_decoder": false,
+    "is_encoder_decoder": false,
+    "label2id": {
+      "LABEL_0": 0,
+      "LABEL_1": 1
+    },
+    "length_penalty": 1.0,
+    "max_length": 20,
+    "max_position_embeddings": 131072,
+    "min_length": 0,
+    "mlp_bias": false,
+    "model_type": "llama",
+    "neftune_noise_alpha": 0.0,
+    "no_repeat_ngram_size": 0,
+    "num_attention_heads": 32,
+    "num_beam_groups": 1,
+    "num_beams": 1,
+    "num_hidden_layers": 32,
+    "num_key_value_heads": 8,
+    "num_return_sequences": 1,
+    "output_attentions": false,
+    "output_hidden_states": false,
+    "output_scores": false,
+    "pad_token_id": 128002,
+    "perceiver_config": {
+      "_name_or_path": "",
+      "add_cross_attention": false,
+      "architectures": null,
+      "attention_dropout": 0.0,
+      "bad_words_ids": null,
+      "begin_suppress_tokens": null,
+      "bos_token_id": null,
+      "chunk_size_feed_forward": 0,
+      "cross_attention_hidden_size": null,
+      "decoder_start_token_id": null,
+      "diversity_penalty": 0.0,
+      "do_sample": false,
+      "early_stopping": false,
+      "encoder_no_repeat_ngram_size": 0,
+      "eos_token_id": null,
+      "exponential_decay_length_penalty": null,
+      "finetuning_task": null,
+      "forced_bos_token_id": null,
+      "forced_eos_token_id": null,
+      "hidden_act": "silu",
+      "id2label": {
+        "0": "LABEL_0",
+        "1": "LABEL_1"
+      },
+      "is_decoder": false,
+      "is_encoder_decoder": false,
+      "label2id": {
+        "LABEL_0": 0,
+        "LABEL_1": 1
+      },
+      "length_penalty": 1.0,
+      "max_length": 20,
+      "min_length": 0,
+      "model_type": "idefics3",
+      "no_repeat_ngram_size": 0,
+      "num_beam_groups": 1,
+      "num_beams": 1,
+      "num_key_value_heads": 1,
+      "num_return_sequences": 1,
+      "output_attentions": false,
+      "output_hidden_states": false,
+      "output_scores": false,
+      "pad_token_id": 128002,
+      "prefix": null,
+      "problem_type": null,
+      "pruned_heads": {},
+      "qk_layer_norms_perceiver": false,
+      "remove_invalid_values": false,
+      "repetition_penalty": 1.0,
+      "resampler_depth": 6,
+      "resampler_head_dim": 96,
+      "resampler_n_heads": 16,
+      "resampler_n_latents": 64,
+      "return_dict": true,
+      "return_dict_in_generate": false,
+      "sep_token_id": null,
+      "suppress_tokens": null,
+      "task_specific_params": null,
+      "temperature": 1.0,
+      "tf_legacy_loss": false,
+      "tie_encoder_decoder": false,
+      "tie_word_embeddings": true,
+      "tokenizer_class": null,
+      "top_k": 50,
+      "top_p": 1.0,
+      "torch_dtype": null,
+      "torchscript": false,
+      "transformers_version": "4.43.2",
+      "typical_p": 1.0,
+      "use_bfloat16": false
+    },
+    "prefix": null,
+    "pretraining_tp": 1,
+    "problem_type": null,
+    "pruned_heads": {},
+    "qk_layer_norms": false,
+    "remove_invalid_values": false,
+    "repetition_penalty": 1.0,
+    "return_dict": true,
+    "return_dict_in_generate": false,
+    "rms_norm_eps": 1e-05,
+    "rope_scaling": {
+      "factor": 8.0,
+      "high_freq_factor": 4.0,
+      "low_freq_factor": 1.0,
+      "original_max_position_embeddings": 8192,
+      "rope_type": "llama3"
+    },
+    "rope_theta": 500000.0,
+    "sep_token_id": null,
+    "suppress_tokens": null,
+    "task_specific_params": null,
+    "temperature": 1.0,
+    "tf_legacy_loss": false,
+    "tie_encoder_decoder": false,
+    "tie_word_embeddings": false,
+    "tokenizer_class": null,
+    "top_k": 50,
+    "top_p": 1.0,
+    "torch_dtype": "bfloat16",
+    "torchscript": false,
+    "typical_p": 1.0,
+    "use_bfloat16": false,
+    "use_cache": true,
+    "use_resampler": false,
+    "vocab_size": 128259
+  },
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.44.0.dev0",
+  "use_cache": true,
+  "vision_config": {
+    "_name_or_path": "",
+    "add_cross_attention": false,
+    "architectures": null,
+    "attention_dropout": 0.0,
+    "bad_words_ids": null,
+    "begin_suppress_tokens": null,
+    "bos_token_id": null,
+    "chunk_size_feed_forward": 0,
+    "cross_attention_hidden_size": null,
+    "decoder_start_token_id": null,
+    "diversity_penalty": 0.0,
+    "do_sample": false,
+    "early_stopping": false,
+    "encoder_no_repeat_ngram_size": 0,
+    "eos_token_id": null,
+    "exponential_decay_length_penalty": null,
+    "finetuning_task": null,
+    "forced_bos_token_id": null,
+    "forced_eos_token_id": null,
+    "hidden_act": "gelu_pytorch_tanh",
+    "hidden_size": 1152,
+    "id2label": {
+      "0": "LABEL_0",
+      "1": "LABEL_1"
+    },
+    "image_size": 364,
+    "initializer_range": 0.02,
+    "intermediate_size": 4304,
+    "is_decoder": false,
+    "is_encoder_decoder": false,
+    "label2id": {
+      "LABEL_0": 0,
+      "LABEL_1": 1
+    },
+    "layer_norm_eps": 1e-06,
+    "length_penalty": 1.0,
+    "max_length": 20,
+    "min_length": 0,
+    "model_type": "idefics3",
+    "no_repeat_ngram_size": 0,
+    "num_attention_heads": 16,
+    "num_beam_groups": 1,
+    "num_beams": 1,
+    "num_channels": 3,
+    "num_hidden_layers": 27,
+    "num_return_sequences": 1,
+    "old_vision_model_name": "/fsx/hugo/siglip-so400m-14-364-flash-attn2-navit",
+    "output_attentions": false,
+    "output_hidden_states": false,
+    "output_scores": false,
+    "pad_token_id": 128002,
+    "patch_size": 14,
+    "prefix": null,
+    "problem_type": null,
+    "pruned_heads": {},
+    "remove_invalid_values": false,
+    "repetition_penalty": 1.0,
+    "return_dict": true,
+    "return_dict_in_generate": false,
+    "sep_token_id": null,
+    "suppress_tokens": null,
+    "task_specific_params": null,
+    "temperature": 1.0,
+    "tf_legacy_loss": false,
+    "tie_encoder_decoder": false,
+    "tie_word_embeddings": true,
+    "tokenizer_class": null,
+    "top_k": 50,
+    "top_p": 1.0,
+    "torch_dtype": null,
+    "torchscript": false,
+    "typical_p": 1.0,
+    "use_bfloat16": false
+  },
+  "vocab_size": 500
+}

generation_config.json

@@ -0,0 +1,12 @@
+{
+  "_from_model_config": true,
+  "bos_token_id": 128000,
+  "eos_token_id": [
+    128001,
+    128008,
+    128009,
+    128258
+  ],
+  "pad_token_id": 128002,
+  "transformers_version": "4.44.0.dev0"
+}

preprocessor_config.json

@@ -0,0 +1,25 @@
+{
+  "do_convert_rgb": true,
+  "do_image_splitting": true,
+  "do_normalize": true,
+  "do_pad": true,
+  "do_rescale": true,
+  "do_resize": true,
+  "image_mean": [
+    0.5,
+    0.5,
+    0.5
+  ],
+  "image_processor_type": "Idefics3ImageProcessor",
+  "image_std": [
+    0.5,
+    0.5,
+    0.5
+  ],
+  "processor_class": "Idefics3Processor",
+  "resample": 1,
+  "rescale_factor": 0.00392156862745098,
+  "size": {
+    "longest_edge": 1456
+  }
+}

tokenizer.json

@@ -0,0 +1,3241 @@
+{
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+  "truncation": null,
+  "padding": null,
+  "added_tokens": [
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+      "ĠĠĠĠĠ ĠĠ",
+      "in g",
+      "e s",
+      "Ġ w",
+      "i on",
+      "e d",
+      "i c",
+      "Ġ b",
+      "Ġ d",
+      "e t",
+      "Ġ m",
+      "Ġ o",
+      "ĉ ĉ",
+      "r o",
+      "a s",
+      "e l",
+      "c t",
+      "n d",
+      "Ġ in",
+      "Ġ h",
+      "e nt",
+      "en t",
+      "i d",
+      "Ġ n",
+      "a m",
+      "ĠĠĠĠ ĠĠĠĠĠĠĠ",
+      "ĠĠĠĠĠĠĠĠ ĠĠĠ",
+      "ĠĠĠ ĠĠĠĠĠĠĠĠ",
+      "ĠĠĠĠĠĠĠ ĠĠĠĠ",
+      "Ġt o",
+      "Ġ re",
+      "Ġr e",
+      "- -",
+      "Ġ {",
+      "Ġo f",
+      "o m",
+      ") ;Ċ",
+      "i m",
+      "č Ċ",
+      "Ġ (",
+      "i l",
+      "/ /",
+      "Ġ and",
+      "Ġa nd",
+      "Ġan d",
+      "u r",
+      "s e",
+      "Ġ l",
+      "e x",
+      "Ġ S",
+      "a d",
+      "Ġ \"",
+      "c h",
+      "u t",
+      "i f",
+      "* *",
+      "Ġ }",
+      "e m",
+      "o l",
+      "Ġ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ",
+      "ĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠ",
+      "ĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠ",
+      "ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ Ġ",
+      "ĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠ",
+      "t h",
+      ") Ċ",
+      "Ġ{ Ċ",
+      "Ġ g",
+      "i g",
+      "i v",
+      ", Ċ",
+      "c e",
+      "o d",
+      "Ġ v",
+      "at e",
+      "Ġ T",
+      "a g",
+      "a y",
+      "Ġ *",
+      "o t",
+      "u s",
+      "Ġ C",
+      "Ġ st",
+      "Ġs t",
+      "Ġ I",
+      "u n",
+      "u l",
+      "u e",
+      "Ġ A",
+      "o w",
+      "Ġ '",
+      "e w",
+      "Ġ <",
+      "at ion",
+      "( )",
+      "Ġf or",
+      "a b",
+      "or t",
+      "u m",
+      "am e",
+      "Ġ is",
+      "p e",
+      "t r",
+      "c k",
+      "â Ģ",
+      "Ġ y",
+      "i st",
+      "is t",
+      "-- --",
+      ". ĊĊ",
+      "h e",
+      "Ġ e",
+      "l o",
+      "Ġ M",
+      "Ġb e",
+      "er s",
+      "Ġ on",
+      "Ġo n",
+      "Ġ con",
+      "Ġc on",
+      "a p",
+      "u b",
+      "Ġ P",
+      "ĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠ",
+      "ĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠ",
+      "ĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠ",
+      "ĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠ",
+      "as s",
+      "i nt",
+      "in t",
+      "> Ċ",
+      "l y",
+      "ur n",
+      "Ġ $",
+      "; ĊĊ",
+      ";Ċ Ċ",
+      "a v",
+      "p ort",
+      "i r",
+      "- >",
+      "n t",
+      "ct ion",
+      "e nd",
+      "en d",
+      "Ġ de",
+      "Ġd e",
+      "0 0",
+      "i th",
+      "it h",
+      "o ut",
+      "ou t",
+      "t urn",
+      "o ur",
+      "ou r",
+      "Ġ ĠĠĠĠ",
+      "ĠĠ ĠĠĠ",
+      "ĠĠĠĠ Ġ",
+      "ĠĠĠ ĠĠ",
+      "l ic",
+      "r es",
+      "re s",
+      "p t",
+      "= =",
+      "Ġth is",
+      "Ġw h",
+      "Ġ if",
+      "Ġ D",
+      "v er",
+      "ag e",
+      "Ġ B",
+      "h t",
+      "ex t",
+      "= \"",
+      "Ġth at",
+      "** **",
+      "Ġ R",
+      "Ġ it",
+      "es s",
+      "Ġ F",
+      "Ġ r",
+      "o s",
+      "a nd",
+      "an d",
+      "Ġ as",
+      "Ġa s",
+      "e ct",
+      "k e",
+      "r om",
+      "ro m",
+      "Ġ //",
+      "c on",
+      "Ġ L",
+      "( \"",
+      "q u",
+      "l ass",
+      "Ġw ith",
+      "i z",
+      "d e",
+      "Ġ N",
+      "Ġ al",
+      "Ġa l",
+      "o p",
+      "u p",
+      "g et",
+      "Ġ} Ċ",
+      "i le",
+      "il e",
+      "Ġ an",
+      "Ġa n",
+      "at a",
+      "o re",
+      "or e",
+      "r i",
+      "Ġp ro",
+      "; čĊ",
+      "ĉĉ ĉĉ",
+      "t er",
+      "a in",
+      "Ġ W",
+      "Ġ E",
+      "Ġc om",
+      "Ġre turn",
+      "ar t",
+      "Ġ H",
+      "a ck",
+      "im port",
+      "ub lic",
+      "Ġ or",
+      "Ġo r",
+      "e st",
+      "es t",
+      "m ent",
+      "Ġ G",
+      "ab le",
+      "Ġ -",
+      "in e",
+      "il l",
+      "i nd",
+      "in d",
+      "e re",
+      "er e",
+      ": :",
+      "it y",
+      "Ġ +",
+      "Ġ tr",
+      "Ġt r",
+      "el f",
+      "ig ht",
+      "( '",
+      "or m",
+      "ul t",
+      "s tr",
+      "st r",
+      ". .",
+      "\" ,",
+      "Ġy ou"
+    ]
+  }
+}

tokenizer_config.json

@@ -0,0 +1,2097 @@
+{
+  "add_eos_token": true,
+  "padding_side": "left",
+  "truncation_side": "left",
+  "added_tokens_decoder": {
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+      "normalized": false,
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+      "single_word": false,
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+      "special": true
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+      "special": true
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+      "special": true
+    },
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+      "single_word": false,
+      "special": true
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+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
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+      "special": true
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+      "special": true
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+      "special": true
+    },
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+      "special": true
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+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "128257": {
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+    "<fake_token_around_image>",
+    "<image>",
+    "<end_of_utterance>"
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+  "bos_token": "<|begin_of_text|>",
+  "chat_template": "{% set loop_messages = messages %}{% for message in loop_messages %}{% set content = '<|start_header_id|>' + message['role'] + '<|end_header_id|>\n\n'+ message['content'] | trim + '<|eot_id|>' %}{% if loop.index0 == 0 %}{% set content = bos_token + content %}{% endif %}{{ content }}{% endfor %}{{ '<|start_header_id|>assistant<|end_header_id|>\n\n' }}",
+  "clean_up_tokenization_spaces": true,
+  "eos_token": "<|end_of_text|>",
+  "legacy": false,
+  "model_input_names": [
+    "input_ids",
+    "attention_mask"
+  ],
+  "model_max_length": 131072,
+  "pad_token": "<|reserved_special_token_0|>",
+  "processor_class": "Idefics3Processor",
+  "tokenizer_class": "PreTrainedTokenizerFast"
+}